diff --git a/plugin/python/contract/NOTICE b/plugin/python/contract/NOTICE
new file mode 100644
index 0000000000..e0f2f175d6
--- /dev/null
+++ b/plugin/python/contract/NOTICE
@@ -0,0 +1,66 @@
+Ortoplex G2 ZeroPerceptron — Canopy L1 plugin
+Copyright (c) 2026 Sawelew Tech / Ortoplex Research Division
+
+This product includes software developed by Sawelew Tech / Ortoplex Research Division.
+Licensed under the Apache License, Version 2.0 (http://www.apache.org/licenses/LICENSE-2.0).
+
+---
+
+PATENT NOTICE
+=============
+
+Portions of this software implement algorithms covered by the patent
+application "Quantum Mayan Resonance System (QMRS) — Algorytm Faktoryzacji
+RSA z Wykorzystaniem Algebry Oktonionów G2 i Rezonansu Piramidy Majów"
+(see PATENT_QMRS.md in the parent repository).
+
+Specifically, the following component is subject to the patent claims
+under Zastrzeżenie 1 (cross7 — 7-dimensional vector product defining the
+G2 octonion algebra):
+
+    cross7(a, b)  -- the 7D vector product used by the Orthoplex Gate
+                     anomaly detector and the G2+Zero classifier fusion.
+
+Any use, reproduction, or distribution of software that incorporates the
+cross7 operation, the G2 octonion algebra in 7 dimensions, or the QMRS
+resonance structure (Maya pyramid 13x20, collapse 72, QFT_G2 unitary)
+outside of the terms granted by the Apache-2.0 copyright license may require
+a separate license from the patent holder.
+
+If your project makes DERIVATIVE USE of the cross7 / G2 / QMRS algorithms
+for cryptographic purposes (integer factorization, RSA, lattice reduction,
+or post-quantum cryptography), please contact the patent holder BEFORE
+distribution.
+
+Contact: https://github.com/Zakil11/ortoplex_gate
+
+---
+
+NOTICE (Apache-2.0 mandatory attribution)
+==========================================
+
+This product includes software developed by the Canopy Network
+(https://github.com/canopy-network/canopy), licensed under the MIT License.
+The parts of this directory that are NOT listed above are maintained
+under the Canopy MIT License.
+
+All custom AI code (ai_model.py, g2 fusion, ZeroPerceptron, G2Model) is
+original work of Sawelew Tech / Ortoplex Research Division, licensed under
+Apache-2.0 with additional patent restrictions as noted above.
+</write_to_file>
+<task_progress>
+- [x] Sprawdzenie obecnych plików licencyjnych (ortoplex_gate, fork canopy)
+- [x] Analiza struktury ortoplex_gate (README, main.py, data/)
+- [x] Analiza PATENT_QMRS.md — klauzula na cross7/G2
+- [x] Decyzja: Apache-2.0 + NOTICE (ochrona patentowa, kompatybilna z Canopy MIT)
+- [x] Dodanie pliku LICENSE (Apache-2.0) do ortoplex_gate
+- [x] Dodanie NOTICE z klauzulą PATENT_QMRS do ortoplex_gate
+- [x] Aktualizacja README (License → Apache-2.0)
+- [x] Nagłówek Apache-2.0 w ortoplex_gate/main.py
+- [x] Nagłówek Apache-2.0 w /tmp/canopy_fork/plugin/python/contract/ai_model.py
+- [ ] Dodanie NOTICE w /tmp/canopy_fork/plugin/python/contract/NOTICE
+- [ ] Uruchomienie testów (pytest) po zmianach
+- [ ] Commit + push ortoplex_gate (LICENSE, NOTICE, README, main.py)
+- [ ] Commit + push canopy fork (ai_model.py, NOTICE)
+</task_progress>
+</write_to_file>
\ No newline at end of file
diff --git a/plugin/python/contract/ai_model.py b/plugin/python/contract/ai_model.py
new file mode 100644
index 0000000000..02331709d4
--- /dev/null
+++ b/plugin/python/contract/ai_model.py
@@ -0,0 +1,445 @@
+#!/usr/bin/env python3
+"""
+Copyright (c) 2026 Sawelew Tech / Ortoplex Research Division
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+
+NOTE: Portions of this file implement the cross7 / G2 / QMRS algorithms
+covered by patent application PATENT_QMRS.md (Zastrzeżenie 1).
+See NOTICE for licensing restrictions on cryptographic derivative use.
+
+G2 ZeroPerceptron VM — Canopy L1 plugin (czysty python, bez torch/numpy)
+=========================================================================
+Wagi: wyeksportowane z treningu GPU RTX 4060 (acc=1.0) — murowana
+jako zrodlo AI dla cansatell.
+
+Architektura (dokladnie jak trening):
+  fc00[256,42] -> block1[512,256] -> block2[256,512] -> head[16,256]
+
+Uzycie przez contract.py:
+
+    from ai_model import G2Model
+    model = G2Model()  # lazy - laduje wagi z data/perceptron_genlayer_weights.json
+    result = model.predict_from_event(text="...", numbers=[...], ts=1234.0)
+    # result: {"y": int, "logits": [...], "decision": "LOW_RISK"|"RAISE_ALERT"|...}
+"""
+
+import math
+import hashlib
+import json
+import os
+from collections import deque
+
+# ============================================================
+# STALE (synchroniczne z colab_perceptron_multimodal.py)
+# ============================================================
+PHI = (1 + 5 ** 0.5) / 2
+GA = 2 * math.pi * (1 - 1 / PHI)
+
+_WEIGHTS_DEFAULT = os.path.join(
+    os.path.dirname(os.path.abspath(__file__)),
+    "data", "perceptron_genlayer_weights.json",
+)
+
+N_CLASSES = 16
+N_FEATURES = 42  # extended42 multimodal 7+14+7+7+7
+
+
+# ============================================================
+# 1. ALGEBRA G2 — cross7
+# ============================================================
+def cross7(a: list, b: list) -> list:
+    """Iloczyn oktonionowy 7D (grupa G2)."""
+    return [
+        a[1]*b[3] - a[3]*b[1] + a[2]*b[6] - a[6]*b[2] + a[4]*b[5] - a[5]*b[4],
+        a[2]*b[4] - a[4]*b[2] + a[3]*b[0] - a[0]*b[3] + a[5]*b[6] - a[6]*b[5],
+        a[3]*b[5] - a[5]*b[3] + a[4]*b[1] - a[1]*b[4] + a[6]*b[0] - a[0]*b[6],
+        a[4]*b[6] - a[6]*b[4] + a[5]*b[2] - a[2]*b[5] + a[0]*b[1] - a[1]*b[0],
+        a[5]*b[0] - a[0]*b[5] + a[6]*b[3] - a[3]*b[6] + a[1]*b[2] - a[2]*b[1],
+        a[6]*b[1] - a[1]*b[6] + a[0]*b[4] - a[4]*b[0] + a[2]*b[3] - a[3]*b[2],
+        a[0]*b[2] - a[2]*b[0] + a[1]*b[5] - a[5]*b[1] + a[3]*b[4] - a[4]*b[3],
+    ]
+
+
+# ============================================================
+# 2. ENCODERY 7D — deterministyczne (czysty python)
+# ============================================================
+class TextEncoder7D:
+    DIM = 7
+
+    @staticmethod
+    def encode(text: str) -> list:
+        v = [0.0] * 7
+        if not text:
+            return v
+        grams = [text[i:i + 3] for i in range(max(1, len(text) - 2))]
+        for g in grams:
+            h = int(hashlib.md5(g.encode("utf-8")).hexdigest()[:8], 16)
+            for k in range(4):
+                v[k] += math.sin((h >> (k * 8)) % 256 * GA + k * PHI)
+        denom = (len(grams) + 1e-8)
+        for k in range(4):
+            v[k] /= denom
+        counts = {}
+        for ch in text:
+            counts[ch] = counts.get(ch, 0) + 1
+        probs = [c / len(text) for c in counts.values()]
+        entropy = -(sum(p * math.log(p + 1e-12) for p in probs)) / 4.0
+        v[4] = entropy
+        v[5] = sum(c.isdigit() for c in text) / len(text) if text else 0.0
+        v[6] = math.log1p(len(text)) / 8.0
+        return [max(-1.0, min(1.0, x)) for x in v]
+
+
+class NumericEncoder7D:
+    DIM = 7
+
+    @staticmethod
+    def encode(numbers: list) -> list:
+        v = [0.0] * 7
+        xs = sorted([float(n) for n in numbers if n is not None and n > 0])
+        if not xs:
+            return v
+        mn, mx = min(xs), max(xs)
+        for k in range(min(3, len(xs))):
+            v[k] = (xs[k] - mn) / (mx - mn + 1e-8)
+        if len(xs) >= 2 and xs[1] > 0:
+            v[3] = math.log(xs[0] / xs[1] + 1e-8)
+        mean = sum(xs) / len(xs)
+        v[4] = math.log1p(mean) / 8.0
+        var = sum((x - mean) ** 2 for x in xs)
+        v[5] = math.sqrt(var / len(xs)) / (mean + 1e-8)
+        v[6] = sum(1.0 / x for x in xs)
+        return [max(-1.0, min(1.0, x)) for x in v]
+
+
+class TemporalEncoder:
+    DIM = 7
+
+    @staticmethod
+    def encode(timestamp: float) -> list:
+        import datetime as _dt
+        dtm = _dt.datetime.fromtimestamp(timestamp)
+        v = [0.0] * 7
+        ang_h = 2 * math.pi * (dtm.hour + dtm.minute / 60.0) / 24.0
+        v[0], v[1] = math.sin(ang_h), math.cos(ang_h)
+        ang_d = 2 * math.pi * dtm.weekday() / 7.0
+        v[2], v[3] = math.sin(ang_d), math.cos(ang_d)
+        ang_m = 2 * math.pi * (dtm.day - 1) / 30.0
+        v[4], v[5] = math.sin(ang_m), math.cos(ang_m)
+        v[6] = math.sin(GA * (timestamp / 86400.0))
+        return v
+
+
+# ============================================================
+# 3. FUZJA G2 extended42 42D
+# ============================================================
+class G2Encoder:
+    def __init__(self, window: int = 30):
+        self.window = window
+        self._recent = deque(maxlen=window)
+
+    def _raw_average(self, modalities: dict, include: list) -> list:
+        acc = [0.0] * 7
+        n = 0
+        for name in include:
+            v = modalities.get(name)
+            if v is not None and len(v) == 7:
+                acc = [acc[i] + v[i] for i in range(7)]
+                n += 1
+        if n > 0:
+            acc = [x / n for x in acc]
+        return acc
+
+    def _octo_fusion(self, modalities: dict) -> list:
+        vecs = [v for v in modalities.values()
+                if v is not None and hasattr(v, "__len__") and len(v) == 7]
+        if not vecs:
+            return [0.0] * 14
+        if len(vecs) == 1:
+            return vecs[0] + [0.0] * 7
+        fused = [0.0] * 7
+        norms = [0.0] * 7
+        n_pairs = 0
+        for i in range(len(vecs)):
+            for k in range(i + 1, len(vecs)):
+                c = cross7(vecs[i], vecs[k])
+                fused = [fused[j] + c[j] for j in range(7)]
+                norms = [norms[j] + abs(c[j]) for j in range(7)]
+                n_pairs += 1
+        fused = [x / max(1, n_pairs) for x in fused]
+        norms = [x / max(1, n_pairs) for x in norms]
+        scale = max(abs(x) for x in fused) + 1e-8
+        fused = [x / scale for x in fused]
+        return fused + norms
+
+    def encode(self, text: str, numbers: list,
+               timestamp: float = 0.0) -> list:
+        m_text = TextEncoder7D.encode(text)
+        m_num = NumericEncoder7D.encode(numbers)
+        m_time = TemporalEncoder.encode(timestamp) if timestamp > 0 else None
+        modalities = {"text": m_text, "numbers": m_num}
+        present = ["text", "numbers"]
+        if m_time is not None:
+            modalities["time"] = m_time
+            present.append("time")
+
+        fused14 = self._octo_fusion(modalities)
+        ctx = (float(sum(self._recent) / len(self._recent))
+               if len(self._recent) >= 5 else 0.5)
+        fused14 = list(fused14)
+        fused14[13] = 0.5 * fused14[13] + 0.5 * ctx
+        self._recent.append(fused14[13])
+
+        # extended42: raw7 + fused14 + inter7 + meta7 + cross7_self
+        raw7 = self._raw_average(modalities, present)
+        inter7 = [raw7[i] * fused14[i] for i in range(7)]
+
+        # meta7 — średnia kwadratów modalności (energia)
+        meta7 = [0.0] * 7
+        n_present = 0
+        for name in present:
+            v = modalities.get(name)
+            if v is not None and len(v) == 7:
+                meta7 = [meta7[i] + v[i] * v[i] for i in range(7)]
+                n_present += 1
+        if n_present > 0:
+            meta7 = [x / n_present for x in meta7]
+        meta7 = [max(-1.0, min(1.0, x)) for x in meta7]
+
+        # cross7_self — druga runda oktonionowa raw7 × fused7
+        cross7_self = cross7(raw7, fused14[:7])
+        scale = max(abs(x) for x in cross7_self) + 1e-8
+        cross7_self = [x / scale for x in cross7_self]
+
+        return raw7 + fused14 + inter7 + meta7 + cross7_self
+
+    def reset(self):
+        self._recent.clear()
+
+
+# ============================================================
+# 4. BACKBONE — matmul + zero-aktywacja + batchnorm (eval)
+# ============================================================
+def matmul_vec(w: list, x: list, bias: list) -> list:
+    """w: (out,in), x: (in), bias: (out)"""
+    return [sum(w[i][j] * x[j] for j in range(len(x))) + bias[i]
+            for i in range(len(w))]
+
+
+def zero_act(s: list) -> list:
+    out = []
+    for val in s:
+        a = 1.0 / (1.0 + abs(val))
+        b = val / (1.0 + abs(val))
+        out.append(a * b + a * math.tanh(val))
+    return out
+
+
+def batch_norm_eval(x: list, w: list, b: list,
+                    rm: list, rv: list, eps: float = 1e-5) -> list:
+    out = []
+    for i, xi in enumerate(x):
+        yi = (xi - rm[i]) / math.sqrt(rv[i] + eps)
+        out.append(yi * w[i] + b[i])
+    return out
+
+
+class ZeroPerceptronVM:
+    """Czysto-pythonowy forward wg checkpoint (eval mode)."""
+
+    def __init__(self, weights: dict):
+        self.w = weights
+
+    def forward(self, x42: list) -> list:
+        w = self.w
+        # fc00: [256,42]
+        s = matmul_vec(w["backbone.fc00.weight"], x42, w["backbone.fc00.bias"])
+        h = zero_act(s)
+
+        # block1 512[256 -> 512]
+        s = matmul_vec(w["backbone.block1.fc.weight"], h,
+                       w["backbone.block1.fc.bias"])
+        h = zero_act(s)
+        h = batch_norm_eval(h,
+                            w["backbone.block1.bn.weight"],
+                            w["backbone.block1.bn.bias"],
+                            w["backbone.block1.bn.running_mean"],
+                            w["backbone.block1.bn.running_var"])
+
+        # block2 256[256,512]
+        s = matmul_vec(w["backbone.block2.fc.weight"], h,
+                       w["backbone.block2.fc.bias"])
+        h = zero_act(s)
+        h = batch_norm_eval(h,
+                            w["backbone.block2.bn.weight"],
+                            w["backbone.block2.bn.bias"],
+                            w["backbone.block2.bn.running_mean"],
+                            w["backbone.block2.bn.running_var"])
+
+        # head -> 16 logits
+        return matmul_vec(w["backbone.head.weight"], h,
+                          w["backbone.head.bias"])
+
+
+# ============================================================
+# 5. GŁÓWNY MODEL — ładowanie wag + inferencja
+# ============================================================
+_CLASS_NAMES = [
+    "BENIGN",       # 0
+    "LOW_RISK",     # 1
+    "INFO",         # 2
+    "RAISE_ALERT",  # 3
+    "MEME",         # 4
+    "SENTIMENT_UP", # 5
+    "SENTIMENT_DN", # 6
+    "VOLATILITY",   # 7
+    "LIQUIDITY",    # 8
+    "RESONANCE_UP", # 9
+    "RESONANCE_DN", # 10
+    "RECURRENCE",   # 11
+    "FRACTAL_SELL", # 12
+    "FRACTAL_BUY",  # 13
+    "AUTO_ONLY",    # 14
+    "ANOMALY",      # 15
+]
+
+
+class G2Model:
+    """Lazy singleton — wagi ladowane tylko gdy potrzebne."""
+
+    def __init__(self, weights_path: str = None):
+        self._weights_bytes = None
+        self._model = None
+        self._encoder = G2Encoder(window=30)
+        self._path = weights_path or _WEIGHTS_DEFAULT
+
+    def _ensure_loaded(self):
+        if self._model is not None:
+            return
+        if not os.path.exists(self._path):
+            raise FileNotFoundError(
+                "G2Model: brak pliku wag: {}".format(self._path))
+        with open(self._path) as f:
+            data = json.load(f)
+        self._model = ZeroPerceptronVM(data["weights"])
+        self.meta = data.get("meta", {})
+
+    def reset(self):
+        self._encoder.reset()
+
+    def vectorize(self, text: str, numbers: list,
+                  timestamp: float = 0.0) -> list:
+        return self._encoder.encode(text, numbers, timestamp)
+
+    def predict_from_event(self, text: str = "", numbers=None,
+                           timestamp: float = 0.0) -> dict:
+        numbers = numbers if numbers is not None else []
+        x = self.vectorize(text, numbers, timestamp)
+        return self._predict_impl(x)
+
+    def predict_raw(self, features42: list) -> dict:
+        if len(features42) != N_FEATURES:
+            raise ValueError(
+                "features42 must be exactly {} floats".format(N_FEATURES))
+        return self._predict_impl(features42)
+
+    def _predict_impl(self, x42: list, temperature: float = 1.5) -> dict:
+        self._ensure_loaded()
+        logits = self._model.forward(x42)
+        y = logits.index(max(logits))
+        probs = self._softmax(logits, temperature)
+
+        # top-3 klasy (nazwy + prawdopodobieństwa)
+        ranked = sorted(zip(_CLASS_NAMES, probs), key=lambda kv: kv[1],
+                        reverse=True)
+        top3 = [{"class": name, "prob": round(float(p), 6)}
+                for name, p in ranked[:3]]
+
+        # feature importance — numeryczny gradient logitu klasy zwycięskiej
+        importance = self._feature_importance(x42, logits, y)
+
+        return {
+            "y": int(y),
+            "class": _CLASS_NAMES[y] if 0 <= y < len(_CLASS_NAMES) else "CLASS_{}".format(y),
+            "logits": [round(float(v), 6) for v in logits],
+            "probs": [round(float(p), 6) for p in probs],
+            "top3": top3,
+            "feature_importance": [round(float(v), 6) for v in importance],
+            "temperature": float(temperature),
+            "vector": [round(float(v), 6) for v in x42],
+            "meta": self.meta,
+        }
+
+    def _feature_importance(self, x42: list, logits: list, y: int,
+                            eps: float = 1e-3) -> list:
+        """Numeryczny gradient logitu klasy y względem każdego z 42 wymiarów."""
+        base = logits[y]
+        imp = []
+        for i in range(len(x42)):
+            x_plus = list(x42)
+            x_plus[i] += eps
+            logits_plus = self._model.forward(x_plus)
+            # normalizacja przez eps — przybliżenie ∂L_y/∂x_i
+            imp.append((logits_plus[y] - base) / eps)
+        # normalizacja do [-1, 1] dla czytelności
+        mx = max(abs(v) for v in imp) if imp else 1.0
+        if mx > 1e-12:
+            imp = [v / mx for v in imp]
+        return imp
+
+    @staticmethod
+    def _softmax(logits: list, temperature: float = 1.0) -> list:
+        if temperature <= 0:
+            temperature = 1.0
+        scaled = [v / temperature for v in logits]
+        m = max(scaled)
+        exp = [math.exp(v - m) for v in scaled]
+        s = sum(exp)
+        return [e / s for e in exp]
+
+
+# ============================================================
+# 6. SINGLETON (Memoizacja dla hot-loop w contract.deliver_tx)
+# ============================================================
+_g_model = None
+
+
+def get_model() -> G2Model:
+    global _g_model
+    if _g_model is None:
+        _g_model = G2Model()
+    return _g_model
+
+
+def reset_model():
+    global _g_model
+    _g_model = None
+
+
+if __name__ == "__main__":
+    # Lokalny sanity-test: identyczna wejście wejście w/ genlayer_perceptron_vm.py
+    m = get_model()
+    import sys
+    sample = {
+        "text": "mecz live bramka",
+        "numbers": [1.0, 2.0, 3.0],
+        "timestamp": 1234567890.0,
+    }
+    res = m.predict_from_event(**sample)
+    print(json.dumps({
+        "y": res["y"],
+        "class": res["class"],
+        "top3": res["logits"][:3],
+        "vector_len": len(res["vector"]),
+    }, indent=2))
\ No newline at end of file
diff --git a/plugin/python/contract/contract.py b/plugin/python/contract/contract.py
index 8268fd970a..082b0bebe5 100644
--- a/plugin/python/contract/contract.py
+++ b/plugin/python/contract/contract.py
@@ -5,6 +5,7 @@
 Matches Go's contract/contract.go structure.
 """
 
+import json
 import random
 import struct
 from typing import Optional, Dict, Any, Union, Protocol, TYPE_CHECKING
@@ -27,6 +28,13 @@
     PluginEndRequest,
     PluginEndResponse,
     MessageSend,
+    MessagePredict,
+    MessageFeedback,
+    MessageStake,
+    MessageCreateMarket,
+    MessageResolveMarket,
+    MessageClaimReward,
+    MessageRegisterModel,
     PluginKeyRead,
     PluginStateReadRequest,
     PluginStateWriteRequest,
@@ -39,6 +47,7 @@
 )
 from .proto import account_pb2, event_pb2, plugin_pb2, tx_pb2
 from google.protobuf import any_pb2
+from .ai_model import get_model
 
 from .error import (
     PluginError,
@@ -56,11 +65,30 @@
     "name": "python_plugin_contract",
     "id": 1,
     "version": 1,
-    "supported_transactions": ["send"],
+    "supported_transactions": ["send", "predict", "feedback", "stake", "create_market", "resolve_market", "claim_reward", "register_model"],
     "transaction_type_urls": [
         "type.googleapis.com/types.MessageSend",
+        "type.googleapis.com/types.MessagePredict",
+        "type.googleapis.com/types.MessageFeedback",
+        "type.googleapis.com/types.MessageStake",
+        "type.googleapis.com/types.MessageCreateMarket",
+        "type.googleapis.com/types.MessageResolveMarket",
+        "type.googleapis.com/types.MessageClaimReward",
+        "type.googleapis.com/types.MessageRegisterModel",
     ],
     "event_type_urls": [],
+    # App-owned state prefixes (MUST be outside the core-reserved range 1-15).
+    # Canopy panics at handshake if any collides with a core-reserved prefix.
+    "custom_state_prefixes": [
+        bytes([100]),  # predict logs
+        bytes([101]),  # feedback logs
+        bytes([102]),  # markets
+        bytes([103]),  # stakes
+        bytes([104]),  # market id counter
+        bytes([105]),  # model registry
+        bytes([106]),  # model version counter
+        bytes([107]),  # dashboard
+    ],
     # Include google/protobuf/any.proto first as it's a dependency of event.proto and tx.proto
     "file_descriptor_protos": [
         any_pb2.DESCRIPTOR.serialized_pb,
@@ -72,10 +100,30 @@
 }
 
 
-# State key prefixes (matching Go)
+# State key prefixes.
+# ACCOUNT_PREFIX / POOL_PREFIX are core-owned but explicitly shared with plugins.
+# PARAMS_PREFIX is core-owned and READ-ONLY (fee params are managed by governance).
+# All app-owned prefixes must live OUTSIDE the core-reserved range (1-15) — see
+# fsm/state.go assertPluginKeyWritable(): a write under 1-15 panics the node.
 ACCOUNT_PREFIX = b"\x01"
 POOL_PREFIX = b"\x02"
 PARAMS_PREFIX = b"\x07"
+# Predict results (AI/ML inference output from G2 ZeroPerceptron)
+PREDICT_PREFIX = bytes([100])
+# Feedback log (on-chain learning signals: correct/incorrect predictions)
+FEEDBACK_PREFIX = bytes([101])
+# Prediction markets (QARD staking pools)
+MARKET_PREFIX = bytes([102])
+# Stakes (user positions in prediction markets)
+STAKE_PREFIX = bytes([103])
+# Market ID counter (monotonic sequence for market creation)
+MARKET_COUNTER_PREFIX = bytes([104])
+# Model versioning registry (G2 ZeroPerceptron model versions)
+MODEL_PREFIX = bytes([105])
+# Model version counter (monotonic sequence for model registration)
+MODEL_COUNTER_PREFIX = bytes([106])
+# Dashboard on-chain (aggregated stats: predictions, accuracy, top classes, revenue)
+DASHBOARD_PREFIX = bytes([107])
 
 
 # Key generation functions (from keys.py)
@@ -117,6 +165,73 @@ def key_for_fee_pool(chain_id: int) -> bytes:
     return join_len_prefix(POOL_PREFIX, format_uint64(chain_id))
 
 
+def key_for_predict_log(address: bytes, seq: int) -> bytes:
+    """Generate state database key for an AI prediction result.
+
+
+
+    Namespace: 100 (PREDICT_PREFIX) + address + sequence (big-endian)."""
+    return join_len_prefix(PREDICT_PREFIX, address, format_uint64(seq))
+
+
+def key_for_feedback_log(address: bytes, seq: int) -> bytes:
+    """Generate state database key for a feedback entry.
+
+
+
+    Namespace: 101 (FEEDBACK_PREFIX) + address + sequence (big-endian)."""
+    return join_len_prefix(FEEDBACK_PREFIX, address, format_uint64(seq))
+
+
+def key_for_market_counter() -> bytes:
+    """Generate state database key for the market ID counter.
+
+    Namespace: 104 (MARKET_COUNTER_PREFIX) (single global counter)."""
+    return join_len_prefix(MARKET_COUNTER_PREFIX, b"/c/")
+
+
+def key_for_market(market_id: int) -> bytes:
+    """Generate state database key for a prediction market.
+
+    Namespace: 102 (MARKET_PREFIX) + market_id (big-endian)."""
+    return join_len_prefix(MARKET_PREFIX, format_uint64(market_id))
+
+
+def key_for_stake(address: bytes, market_id: int) -> bytes:
+    """Generate state database key for a user's stake in a market.
+
+    Namespace: 103 (STAKE_PREFIX) + address + market_id (big-endian)."""
+    return join_len_prefix(STAKE_PREFIX, address, format_uint64(market_id))
+
+
+def key_for_model_counter() -> bytes:
+    """Generate state database key for the model version counter.
+
+    Namespace: 106 (MODEL_COUNTER_PREFIX) (single global counter)."""
+    return join_len_prefix(MODEL_COUNTER_PREFIX, b"/c/")
+
+
+def key_for_model_registry(version: int) -> bytes:
+    """Generate state database key for a model version record.
+
+    Namespace: 105 (MODEL_PREFIX) + version (big-endian)."""
+    return join_len_prefix(MODEL_PREFIX, format_uint64(version))
+
+
+def key_for_active_model() -> bytes:
+    """Generate state database key for the active model version.
+
+    Namespace: 105 (MODEL_PREFIX) + '/active/' (single global pointer)."""
+    return join_len_prefix(MODEL_PREFIX, b"/active/")
+
+
+def key_for_dashboard() -> bytes:
+    """Generate state database key for the on-chain dashboard.
+
+    Namespace: 107 (DASHBOARD_PREFIX) + '/d/' (single global dashboard record)."""
+    return join_len_prefix(DASHBOARD_PREFIX, b"/d/")
+
+
 # Proto marshal/unmarshal utilities
 
 def marshal(message: Any) -> bytes:
@@ -195,16 +310,78 @@ async def check_tx(self, request: PluginCheckRequest) -> PluginCheckResponse:
             if not min_fees:
                 raise PluginError(1, "plugin", "Failed to decode fee parameters")
 
-            # Check for minimum fee
-            if request.tx.fee < min_fees.send_fee:
-                raise err_tx_fee_below_state_limit()
-
             # Get the message and handle by type
             type_url = request.tx.msg.type_url
+
+            # Read on-chain dashboard for dynamic fee computation
+            dashboard_resp = await self.plugin.state_read(
+                self,
+                PluginStateReadRequest(
+                    keys=[PluginKeyRead(query_id=random.randint(0, 2**53), key=key_for_dashboard())]
+                ),
+            )
+            dashboard = {}
+            if not dashboard_resp.HasField("error"):
+                for d_resp in dashboard_resp.results:
+                    if d_resp.entries:
+                        try:
+                            dashboard = json.loads(d_resp.entries[0].value.decode("utf-8"))
+                        except Exception:
+                            dashboard = {}
+
+            # Determine n_features for predict complexity pricing
+            n_features = 0
+            if type_url.endswith("/types.MessagePredict"):
+                try:
+                    pred_msg = MessagePredict()
+                    pred_msg.ParseFromString(request.tx.msg.value)
+                    n_features = len(pred_msg.features)
+                except Exception:
+                    n_features = 0
+
+            # Compute dynamic fee from dashboard metrics
+            if type_url.endswith("/types.MessagePredict"):
+                base_fee = min_fees.predict_fee
+            else:
+                base_fee = min_fees.send_fee
+            required_fee = self._compute_dynamic_fee(base_fee, dashboard, n_features)
+
+            # Check for minimum fee (predict uses its own fee threshold)
+            if request.tx.fee < required_fee:
+                raise err_tx_fee_below_state_limit()
+
             if type_url.endswith("/types.MessageSend"):
                 msg = MessageSend()
                 msg.ParseFromString(request.tx.msg.value)
                 return self._check_message_send(msg)
+            elif type_url.endswith("/types.MessagePredict"):
+                msg = MessagePredict()
+                msg.ParseFromString(request.tx.msg.value)
+                return self._check_message_predict(msg)
+            elif type_url.endswith("/types.MessageFeedback"):
+                msg = MessageFeedback()
+                msg.ParseFromString(request.tx.msg.value)
+                return self._check_message_feedback(msg)
+            elif type_url.endswith("/types.MessageStake"):
+                msg = MessageStake()
+                msg.ParseFromString(request.tx.msg.value)
+                return self._check_message_stake(msg)
+            elif type_url.endswith("/types.MessageCreateMarket"):
+                msg = MessageCreateMarket()
+                msg.ParseFromString(request.tx.msg.value)
+                return self._check_message_create_market(msg)
+            elif type_url.endswith("/types.MessageResolveMarket"):
+                msg = MessageResolveMarket()
+                msg.ParseFromString(request.tx.msg.value)
+                return self._check_message_resolve_market(msg)
+            elif type_url.endswith("/types.MessageClaimReward"):
+                msg = MessageClaimReward()
+                msg.ParseFromString(request.tx.msg.value)
+                return self._check_message_claim_reward(msg)
+            elif type_url.endswith("/types.MessageRegisterModel"):
+                msg = MessageRegisterModel()
+                msg.ParseFromString(request.tx.msg.value)
+                return self._check_message_register_model(msg)
             else:
                 raise err_invalid_message_cast()
 
@@ -230,6 +407,34 @@ async def deliver_tx(self, request: PluginDeliverRequest) -> PluginDeliverRespon
                 msg = MessageSend()
                 msg.ParseFromString(request.tx.msg.value)
                 return await self._deliver_message_send(msg, request.tx.fee, request.tx.memo)
+            elif type_url.endswith("/types.MessagePredict"):
+                msg = MessagePredict()
+                msg.ParseFromString(request.tx.msg.value)
+                return await self._deliver_message_predict(msg, request.tx.fee, request.tx.memo)
+            elif type_url.endswith("/types.MessageFeedback"):
+                msg = MessageFeedback()
+                msg.ParseFromString(request.tx.msg.value)
+                return await self._deliver_message_feedback(msg, request.tx.fee, request.tx.memo)
+            elif type_url.endswith("/types.MessageStake"):
+                msg = MessageStake()
+                msg.ParseFromString(request.tx.msg.value)
+                return await self._deliver_message_stake(msg, request.tx.fee, request.tx.memo)
+            elif type_url.endswith("/types.MessageCreateMarket"):
+                msg = MessageCreateMarket()
+                msg.ParseFromString(request.tx.msg.value)
+                return await self._deliver_message_create_market(msg, request.tx.fee, request.tx.memo)
+            elif type_url.endswith("/types.MessageResolveMarket"):
+                msg = MessageResolveMarket()
+                msg.ParseFromString(request.tx.msg.value)
+                return await self._deliver_message_resolve_market(msg, request.tx.fee, request.tx.memo)
+            elif type_url.endswith("/types.MessageClaimReward"):
+                msg = MessageClaimReward()
+                msg.ParseFromString(request.tx.msg.value)
+                return await self._deliver_message_claim_reward(msg, request.tx.fee, request.tx.memo)
+            elif type_url.endswith("/types.MessageRegisterModel"):
+                msg = MessageRegisterModel()
+                msg.ParseFromString(request.tx.msg.value)
+                return await self._deliver_message_register_model(msg, request.tx.fee, request.tx.memo)
             else:
                 raise err_invalid_message_cast()
 
@@ -250,6 +455,107 @@ def end_block(self, request: PluginEndRequest) -> PluginEndResponse:
         """EndBlock is code that is executed at the end of applying a block."""
         return PluginEndResponse()
 
+    async def _update_dashboard(self, updates: Dict[str, Any]) -> None:
+        """Update the on-chain dashboard aggregate record.
+
+        The dashboard is a single JSON record under DASHBOARD_PREFIX (107)
+        that tracks key metrics: total predictions, feedback accuracy,
+        top classes, revenue from fees, market stats, and model versions.
+        """
+        if not self.plugin:
+            raise PluginError(1, "plugin", "plugin not initialized")
+
+        dashboard_key = key_for_dashboard()
+        query_id = random.randint(0, 2**53)
+
+        # Read current dashboard
+        response = await self.plugin.state_read(
+            self,
+            PluginStateReadRequest(
+                keys=[PluginKeyRead(query_id=query_id, key=dashboard_key)]
+            ),
+        )
+        if response.HasField("error"):
+            raise PluginError(1, "plugin", "failed to read dashboard")
+
+        dashboard_bytes = None
+        for resp in response.results:
+            if resp.query_id == query_id:
+                dashboard_bytes = resp.entries[0].value if resp.entries else None
+
+        dashboard = json.loads(dashboard_bytes.decode("utf-8")) if dashboard_bytes else {}
+
+        # Apply updates
+        for key, value in updates.items():
+            if key == "class_counts":
+                # Merge class counts
+                class_counts = dashboard.get("class_counts", {})
+                for cls, count in value.items():
+                    class_counts[str(cls)] = class_counts.get(str(cls), 0) + count
+                dashboard["class_counts"] = class_counts
+            elif key == "revenue":
+                dashboard["revenue"] = dashboard.get("revenue", 0) + value
+            elif key == "total_predictions":
+                dashboard["total_predictions"] = dashboard.get("total_predictions", 0) + value
+            elif key == "total_feedback":
+                dashboard["total_feedback"] = dashboard.get("total_feedback", 0) + value
+            elif key == "correct_feedback":
+                dashboard["correct_feedback"] = dashboard.get("correct_feedback", 0) + value
+            elif key == "total_staked":
+                dashboard["total_staked"] = dashboard.get("total_staked", 0) + value
+            elif key == "total_markets":
+                dashboard["total_markets"] = dashboard.get("total_markets", 0) + value
+            elif key == "resolved_markets":
+                dashboard["resolved_markets"] = dashboard.get("resolved_markets", 0) + value
+            elif key == "total_rewards":
+                dashboard["total_rewards"] = dashboard.get("total_rewards", 0) + value
+            elif key == "total_models":
+                dashboard["total_models"] = dashboard.get("total_models", 0) + value
+            elif key == "active_model":
+                dashboard["active_model"] = value
+            else:
+                dashboard[key] = value
+
+        # Recalculate accuracy
+        total_feedback = dashboard.get("total_feedback", 0)
+        correct_feedback = dashboard.get("correct_feedback", 0)
+        dashboard["accuracy"] = round(correct_feedback / total_feedback, 4) if total_feedback > 0 else 0.0
+
+        # Write updated dashboard
+        write_resp = await self.plugin.state_write(
+            self,
+            PluginStateWriteRequest(
+                sets=[PluginSetOp(key=dashboard_key, value=json.dumps(dashboard).encode("utf-8"))],
+                deletes=[],
+            ),
+        )
+        if write_resp.HasField("error"):
+            raise PluginError(1, "plugin", "failed to write dashboard")
+
+    def _compute_dynamic_fee(self, base_fee: int, dashboard: Dict[str, Any], n_features: int = 0) -> int:
+        """Compute a deterministic dynamic fee from on-chain dashboard metrics.
+
+        Factors (all derived from state - no wall-clock time, fully deterministic):
+          1. volume_factor   : 1.0 + min(total_predictions / 1000, 1.0) * 0.5
+                               = congestion pricing (max +50%)
+          2. accuracy_factor : 1.0 + accuracy * 0.2
+                               = quality premium (max +20%)
+          3. complexity      : 1.0 + min(max(n_features - 7, 0) / 42, 0.5)
+                               = per-feature cost for predict (max +50%)
+
+        dynamic_fee = int(base_fee * volume * accuracy * complexity), never below base_fee.
+        """
+        total_predictions = dashboard.get("total_predictions", 0)
+        volume_factor = 1.0 + min(total_predictions / 1000.0, 1.0) * 0.5
+
+        accuracy = dashboard.get("accuracy", 0.0)
+        accuracy_factor = 1.0 + accuracy * 0.2
+
+        complexity_factor = 1.0 + min(max(n_features - 7, 0) / 42.0, 0.5)
+
+        dynamic_fee = int(base_fee * volume_factor * accuracy_factor * complexity_factor)
+        return max(dynamic_fee, base_fee)
+
     def _check_message_send(self, msg: MessageSend) -> PluginCheckResponse:
         """CheckMessageSend statelessly validates a 'send' message."""
         # Check sender address (must be exactly 20 bytes)
@@ -376,3 +682,860 @@ async def _deliver_message_send(self, msg: MessageSend, fee: int, memo: str) ->
         if write_resp.HasField("error"):
             result.error.CopyFrom(write_resp.error)
         return result
+
+    def _check_message_predict(self, msg: MessagePredict) -> PluginCheckResponse:
+        """CheckMessagePredict statelessly validates a 'predict' message.
+
+        The message carries multimodal features (text / numbers / timestamp)
+        that the G2 ZeroPerceptron model consumes on-chain."""
+        # Check sender address (must be exactly 20 bytes)
+        if len(msg.from_address) != 20:
+            raise err_invalid_address()
+
+        # Features may be empty (pure text-event) but never negative:
+        # model normalizes it. We only reject absurd sizes to keep
+        # transaction size bounded.
+        if len(msg.features) > 256:
+            raise PluginError(1, "plugin", "features too large")
+
+        # Return authorized signers (sender must sign)
+        response = PluginCheckResponse()
+        response.authorized_signers.append(msg.from_address)
+        return response
+
+    async def _deliver_message_predict(self, msg: MessagePredict, fee: int, memo: str) -> PluginDeliverResponse:
+        """DeliverMessagePredict runs on-chain AI inference.
+
+        Features from the message are passed through the G2 42D encoder
+        (text/numbers/timestamp modalities with octonion cross7 fusion)
+        and the ZeroPerceptron backbone produces a 16-class decision.
+
+        The result (class + confidence) is written into state under
+        PREDICT_PREFIX (100) keyed by sender address + nonce.
+        """
+        if not self.plugin or not self.config:
+            raise PluginError(1, "plugin", "plugin or config not initialized")
+
+        # Read sender account (for fee deduction + nonce)
+        from_key = key_for_account(msg.from_address)
+        fee_pool_key = key_for_fee_pool(self.config.chain_id)
+        from_query_id = random.randint(0, 2**53)
+        fee_query_id = random.randint(0, 2**53)
+
+        response = await self.plugin.state_read(
+            self,
+            PluginStateReadRequest(
+                keys=[
+                    PluginKeyRead(query_id=fee_query_id, key=fee_pool_key),
+                    PluginKeyRead(query_id=from_query_id, key=from_key),
+                ]
+            ),
+        )
+        if response.HasField("error"):
+            result = PluginDeliverResponse()
+            result.error.CopyFrom(response.error)
+            return result
+
+        from_bytes = None
+        fee_pool_bytes = None
+        for resp in response.results:
+            if resp.query_id == from_query_id:
+                from_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == fee_query_id:
+                fee_pool_bytes = resp.entries[0].value if resp.entries else None
+
+        from_account = unmarshal(Account, from_bytes) if from_bytes else Account()
+        fee_pool = unmarshal(Pool, fee_pool_bytes) if fee_pool_bytes else Pool()
+
+        # Must be able to pay the predict fee
+        if from_account.amount < fee:
+            raise err_insufficient_funds()
+
+        # Run the G2 ZeroPerceptron inference.
+        # MessagePredict carries only numeric features; a 42-D vector is
+        # consumed directly (raw mode). Shorter vectors (7-D numeric or
+        # empty) are encoded via the G2 multimodal numeric encoder path.
+        model = get_model()
+        model.reset()
+        features = list(msg.features)
+        if len(features) == 42:
+            result = model.predict_raw(features)
+        else:
+            result = model.predict_from_event(
+                text="",
+                numbers=features,
+                timestamp=0.0,
+            )
+
+        # Deduct fee -> pool, keep nonce
+        from_account.amount -= fee
+        fee_pool.amount += fee
+
+        # Persist prediction log under 100 (PREDICT_PREFIX) namespace
+        seq = from_account.nonce
+        predict_key = key_for_predict_log(msg.from_address, seq)
+        log_value = json.dumps({
+            "y": result["y"],
+            "class": result.get("class", ""),
+            "top_probs": result.get("probs", [])[:3],
+            "top3": result.get("top3", []),
+            "feature_importance": result.get("feature_importance", []),
+            "temperature": result.get("temperature", 1.5),
+            "height": 0,
+        }).encode("utf-8")
+
+        sets = [
+            PluginSetOp(key=from_key, value=marshal(from_account)),
+            PluginSetOp(key=fee_pool_key, value=marshal(fee_pool)),
+            PluginSetOp(key=predict_key, value=log_value),
+        ]
+        write_resp = await self.plugin.state_write(
+            self,
+            PluginStateWriteRequest(sets=sets, deletes=[]),
+        )
+
+        # Update dashboard: total predictions, class counts, revenue
+        await self._update_dashboard({
+            "total_predictions": 1,
+            "class_counts": {str(result["y"]): 1},
+            "revenue": fee,
+        })
+
+        result = PluginDeliverResponse()
+        result.events.extend([])
+        if write_resp.HasField("error"):
+            result.error.CopyFrom(write_resp.error)
+        return result
+
+    def _check_message_stake(self, msg: MessageStake) -> PluginCheckResponse:
+        """CheckMessageStake statelessly validates a 'stake' message.
+
+        Users lock QARD into a prediction market pool to earn rewards
+        from correct predictions."""
+        # Check sender address (must be exactly 20 bytes)
+        if len(msg.from_address) != 20:
+            raise err_invalid_address()
+
+        # Check amount (must be greater than 0)
+        if msg.amount == 0:
+            raise err_invalid_amount()
+
+        # Outcome must be a valid class (0-15)
+        if msg.outcome > 15:
+            raise PluginError(1, "plugin", "invalid outcome class")
+
+        # Return authorized signers (sender must sign)
+        response = PluginCheckResponse()
+        response.authorized_signers.append(msg.from_address)
+        return response
+
+    async def _deliver_message_stake(self, msg: MessageStake, fee: int, memo: str) -> PluginDeliverResponse:
+        """DeliverMessageStake locks QARD into a prediction market.
+
+        The stake is recorded under STAKE_PREFIX (103) keyed by
+        sender address + market_id. The market's total pool is updated
+        under MARKET_PREFIX (102)."""
+        if not self.plugin or not self.config:
+            raise PluginError(1, "plugin", "plugin or config not initialized")
+
+        # Read sender account, fee pool, market, and existing stake
+        from_key = key_for_account(msg.from_address)
+        fee_pool_key = key_for_fee_pool(self.config.chain_id)
+        market_key = key_for_market(msg.market_id)
+        stake_key = key_for_stake(msg.from_address, msg.market_id)
+
+        from_query_id = random.randint(0, 2**53)
+        fee_query_id = random.randint(0, 2**53)
+        market_query_id = random.randint(0, 2**53)
+        stake_query_id = random.randint(0, 2**53)
+
+        response = await self.plugin.state_read(
+            self,
+            PluginStateReadRequest(
+                keys=[
+                    PluginKeyRead(query_id=fee_query_id, key=fee_pool_key),
+                    PluginKeyRead(query_id=from_query_id, key=from_key),
+                    PluginKeyRead(query_id=market_query_id, key=market_key),
+                    PluginKeyRead(query_id=stake_query_id, key=stake_key),
+                ]
+            ),
+        )
+        if response.HasField("error"):
+            result = PluginDeliverResponse()
+            result.error.CopyFrom(response.error)
+            return result
+
+        from_bytes = None
+        fee_pool_bytes = None
+        market_bytes = None
+        stake_bytes = None
+        for resp in response.results:
+            if resp.query_id == from_query_id:
+                from_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == fee_query_id:
+                fee_pool_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == market_query_id:
+                market_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == stake_query_id:
+                stake_bytes = resp.entries[0].value if resp.entries else None
+
+        from_account = unmarshal(Account, from_bytes) if from_bytes else Account()
+        fee_pool = unmarshal(Pool, fee_pool_bytes) if fee_pool_bytes else Pool()
+        market = json.loads(market_bytes.decode("utf-8")) if market_bytes else None
+        stake = json.loads(stake_bytes.decode("utf-8")) if stake_bytes else None
+
+        # Market must exist
+        if market is None:
+            raise PluginError(1, "plugin", "market not found")
+
+        # Market must be open (not resolved)
+        if market.get("resolved", False):
+            raise PluginError(1, "plugin", "market already resolved")
+
+        # Must be able to pay fee + stake
+        if from_account.amount < fee + msg.amount:
+            raise err_insufficient_funds()
+
+        # Deduct fee + stake from sender
+        from_account.amount -= fee + msg.amount
+        fee_pool.amount += fee
+
+        # Update market pool (JSON keys are strings after serialization)
+        market["total_pool"] = market.get("total_pool", 0) + msg.amount
+        outcome_key = str(msg.outcome)
+        market["outcome_pools"][outcome_key] = market["outcome_pools"].get(outcome_key, 0) + msg.amount
+
+        # Update or create stake record
+        if stake is None:
+            stake = {
+                "market_id": int(msg.market_id),
+                "outcome": int(msg.outcome),
+                "amount": int(msg.amount),
+                "claimed": False,
+            }
+        else:
+            stake["amount"] = stake.get("amount", 0) + msg.amount
+            stake["outcome"] = int(msg.outcome)
+
+        sets = [
+            PluginSetOp(key=from_key, value=marshal(from_account)),
+            PluginSetOp(key=fee_pool_key, value=marshal(fee_pool)),
+            PluginSetOp(key=market_key, value=json.dumps(market).encode("utf-8")),
+            PluginSetOp(key=stake_key, value=json.dumps(stake).encode("utf-8")),
+        ]
+        write_resp = await self.plugin.state_write(
+            self,
+            PluginStateWriteRequest(sets=sets, deletes=[]),
+        )
+
+        # Update dashboard: total staked, revenue
+        await self._update_dashboard({
+            "total_staked": msg.amount,
+            "revenue": fee,
+        })
+
+        result = PluginDeliverResponse()
+        result.events.extend([])
+        if write_resp.HasField("error"):
+            result.error.CopyFrom(write_resp.error)
+        return result
+
+    def _check_message_create_market(self, msg: MessageCreateMarket) -> PluginCheckResponse:
+        """CheckMessageCreateMarket statelessly validates a 'create_market' message.
+
+        Users create a new prediction market for the G2 model to predict on."""
+        # Check sender address (must be exactly 20 bytes)
+        if len(msg.from_address) != 20:
+            raise err_invalid_address()
+
+        # Question must not be empty
+        if not msg.question:
+            raise PluginError(1, "plugin", "question cannot be empty")
+
+        # Resolution height must be in the future
+        if msg.resolution_height == 0:
+            raise PluginError(1, "plugin", "resolution height must be > 0")
+
+        # Initial stake must be > 0
+        if msg.stake == 0:
+            raise err_invalid_amount()
+
+        # Return authorized signers (sender must sign)
+        response = PluginCheckResponse()
+        response.authorized_signers.append(msg.from_address)
+        return response
+
+    async def _deliver_message_create_market(self, msg: MessageCreateMarket, fee: int, memo: str) -> PluginDeliverResponse:
+        """DeliverMessageCreateMarket creates a new prediction market.
+
+        A new market ID is allocated from the monotonic counter (104),
+        and the market record is stored under MARKET_PREFIX (102)."""
+        if not self.plugin or not self.config:
+            raise PluginError(1, "plugin", "plugin or config not initialized")
+
+        # Read sender account, fee pool, and market counter
+        from_key = key_for_account(msg.from_address)
+        fee_pool_key = key_for_fee_pool(self.config.chain_id)
+        counter_key = key_for_market_counter()
+
+        from_query_id = random.randint(0, 2**53)
+        fee_query_id = random.randint(0, 2**53)
+        counter_query_id = random.randint(0, 2**53)
+
+        response = await self.plugin.state_read(
+            self,
+            PluginStateReadRequest(
+                keys=[
+                    PluginKeyRead(query_id=fee_query_id, key=fee_pool_key),
+                    PluginKeyRead(query_id=from_query_id, key=from_key),
+                    PluginKeyRead(query_id=counter_query_id, key=counter_key),
+                ]
+            ),
+        )
+        if response.HasField("error"):
+            result = PluginDeliverResponse()
+            result.error.CopyFrom(response.error)
+            return result
+
+        from_bytes = None
+        fee_pool_bytes = None
+        counter_bytes = None
+        for resp in response.results:
+            if resp.query_id == from_query_id:
+                from_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == fee_query_id:
+                fee_pool_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == counter_query_id:
+                counter_bytes = resp.entries[0].value if resp.entries else None
+
+        from_account = unmarshal(Account, from_bytes) if from_bytes else Account()
+        fee_pool = unmarshal(Pool, fee_pool_bytes) if fee_pool_bytes else Pool()
+
+        # Must be able to pay fee + initial stake
+        if from_account.amount < fee + msg.stake:
+            raise err_insufficient_funds()
+
+        # Allocate new market ID
+        market_id = int.from_bytes(counter_bytes, "big") if counter_bytes else 0
+        new_market_id = market_id + 1
+
+        # Deduct fee + stake from sender
+        from_account.amount -= fee + msg.stake
+        fee_pool.amount += fee
+
+        # Create market record
+        market = {
+            "id": new_market_id,
+            "creator": msg.from_address.hex(),
+            "question": msg.question,
+            "resolution_height": int(msg.resolution_height),
+            "total_pool": int(msg.stake),
+            "outcome_pools": {},
+            "resolved": False,
+            "actual_class": None,
+            "resolver": None,
+        }
+
+        market_key = key_for_market(new_market_id)
+        sets = [
+            PluginSetOp(key=from_key, value=marshal(from_account)),
+            PluginSetOp(key=fee_pool_key, value=marshal(fee_pool)),
+            PluginSetOp(key=counter_key, value=new_market_id.to_bytes(8, "big")),
+            PluginSetOp(key=market_key, value=json.dumps(market).encode("utf-8")),
+        ]
+        write_resp = await self.plugin.state_write(
+            self,
+            PluginStateWriteRequest(sets=sets, deletes=[]),
+        )
+
+        # Update dashboard: total markets, total staked, revenue
+        await self._update_dashboard({
+            "total_markets": 1,
+            "total_staked": msg.stake,
+            "revenue": fee,
+        })
+
+        result = PluginDeliverResponse()
+        result.events.extend([])
+        if write_resp.HasField("error"):
+            result.error.CopyFrom(write_resp.error)
+        return result
+
+    def _check_message_resolve_market(self, msg: MessageResolveMarket) -> PluginCheckResponse:
+        """CheckMessageResolveMarket statelessly validates a 'resolve_market' message.
+
+        The market creator or designated resolver settles the market based
+        on the actual outcome, distributing rewards to correct stakers."""
+        # Check sender address (must be exactly 20 bytes)
+        if len(msg.from_address) != 20:
+            raise err_invalid_address()
+
+        # Actual class must be valid (0-15)
+        if msg.actual_class > 15:
+            raise PluginError(1, "plugin", "invalid actual class")
+
+        # Return authorized signers (sender must sign)
+        response = PluginCheckResponse()
+        response.authorized_signers.append(msg.from_address)
+        return response
+
+    async def _deliver_message_resolve_market(self, msg: MessageResolveMarket, fee: int, memo: str) -> PluginDeliverResponse:
+        """DeliverMessageResolveMarket resolves a prediction market.
+
+        The market is marked as resolved with the actual outcome class.
+        Rewards are distributed proportionally to stakers who predicted
+        the correct outcome."""
+        if not self.plugin or not self.config:
+            raise PluginError(1, "plugin", "plugin or config not initialized")
+
+        # Read sender account, fee pool, and market
+        from_key = key_for_account(msg.from_address)
+        fee_pool_key = key_for_fee_pool(self.config.chain_id)
+        market_key = key_for_market(msg.market_id)
+
+        from_query_id = random.randint(0, 2**53)
+        fee_query_id = random.randint(0, 2**53)
+        market_query_id = random.randint(0, 2**53)
+
+        response = await self.plugin.state_read(
+            self,
+            PluginStateReadRequest(
+                keys=[
+                    PluginKeyRead(query_id=fee_query_id, key=fee_pool_key),
+                    PluginKeyRead(query_id=from_query_id, key=from_key),
+                    PluginKeyRead(query_id=market_query_id, key=market_key),
+                ]
+            ),
+        )
+        if response.HasField("error"):
+            result = PluginDeliverResponse()
+            result.error.CopyFrom(response.error)
+            return result
+
+        from_bytes = None
+        fee_pool_bytes = None
+        market_bytes = None
+        for resp in response.results:
+            if resp.query_id == from_query_id:
+                from_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == fee_query_id:
+                fee_pool_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == market_query_id:
+                market_bytes = resp.entries[0].value if resp.entries else None
+
+        from_account = unmarshal(Account, from_bytes) if from_bytes else Account()
+        fee_pool = unmarshal(Pool, fee_pool_bytes) if fee_pool_bytes else Pool()
+        market = json.loads(market_bytes.decode("utf-8")) if market_bytes else None
+
+        # Market must exist
+        if market is None:
+            raise PluginError(1, "plugin", "market not found")
+
+        # Market must not already be resolved
+        if market.get("resolved", False):
+            raise PluginError(1, "plugin", "market already resolved")
+
+        # Only the creator can resolve
+        if market.get("creator") != msg.from_address.hex():
+            raise PluginError(1, "plugin", "only market creator can resolve")
+
+        # Must be able to pay fee
+        if from_account.amount < fee:
+            raise err_insufficient_funds()
+
+        # Deduct fee
+        from_account.amount -= fee
+        fee_pool.amount += fee
+
+        # Resolve market
+        market["resolved"] = True
+        market["actual_class"] = int(msg.actual_class)
+        market["resolver"] = msg.from_address.hex()
+
+        sets = [
+            PluginSetOp(key=from_key, value=marshal(from_account)),
+            PluginSetOp(key=fee_pool_key, value=marshal(fee_pool)),
+            PluginSetOp(key=market_key, value=json.dumps(market).encode("utf-8")),
+        ]
+        write_resp = await self.plugin.state_write(
+            self,
+            PluginStateWriteRequest(sets=sets, deletes=[]),
+        )
+
+        # Update dashboard: resolved markets, revenue
+        await self._update_dashboard({
+            "resolved_markets": 1,
+            "revenue": fee,
+        })
+
+        result = PluginDeliverResponse()
+        result.events.extend([])
+        if write_resp.HasField("error"):
+            result.error.CopyFrom(write_resp.error)
+        return result
+
+    def _check_message_claim_reward(self, msg: MessageClaimReward) -> PluginCheckResponse:
+        """CheckMessageClaimReward statelessly validates a 'claim_reward' message.
+
+        Stakers who predicted correctly can claim their share of the reward pool."""
+        # Check sender address (must be exactly 20 bytes)
+        if len(msg.from_address) != 20:
+            raise err_invalid_address()
+
+        # Return authorized signers (sender must sign)
+        response = PluginCheckResponse()
+        response.authorized_signers.append(msg.from_address)
+        return response
+
+    async def _deliver_message_claim_reward(self, msg: MessageClaimReward, fee: int, memo: str) -> PluginDeliverResponse:
+        """DeliverMessageClaimReward pays out rewards to correct stakers.
+
+        The reward is calculated as the staker's share of the winning
+        outcome pool, proportional to their stake."""
+        if not self.plugin or not self.config:
+            raise PluginError(1, "plugin", "plugin or config not initialized")
+
+        # Read sender account, fee pool, market, and stake
+        from_key = key_for_account(msg.from_address)
+        fee_pool_key = key_for_fee_pool(self.config.chain_id)
+        market_key = key_for_market(msg.market_id)
+        stake_key = key_for_stake(msg.from_address, msg.market_id)
+
+        from_query_id = random.randint(0, 2**53)
+        fee_query_id = random.randint(0, 2**53)
+        market_query_id = random.randint(0, 2**53)
+        stake_query_id = random.randint(0, 2**53)
+
+        response = await self.plugin.state_read(
+            self,
+            PluginStateReadRequest(
+                keys=[
+                    PluginKeyRead(query_id=fee_query_id, key=fee_pool_key),
+                    PluginKeyRead(query_id=from_query_id, key=from_key),
+                    PluginKeyRead(query_id=market_query_id, key=market_key),
+                    PluginKeyRead(query_id=stake_query_id, key=stake_key),
+                ]
+            ),
+        )
+        if response.HasField("error"):
+            result = PluginDeliverResponse()
+            result.error.CopyFrom(response.error)
+            return result
+
+        from_bytes = None
+        fee_pool_bytes = None
+        market_bytes = None
+        stake_bytes = None
+        for resp in response.results:
+            if resp.query_id == from_query_id:
+                from_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == fee_query_id:
+                fee_pool_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == market_query_id:
+                market_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == stake_query_id:
+                stake_bytes = resp.entries[0].value if resp.entries else None
+
+        from_account = unmarshal(Account, from_bytes) if from_bytes else Account()
+        fee_pool = unmarshal(Pool, fee_pool_bytes) if fee_pool_bytes else Pool()
+        market = json.loads(market_bytes.decode("utf-8")) if market_bytes else None
+        stake = json.loads(stake_bytes.decode("utf-8")) if stake_bytes else None
+
+        # Market must exist and be resolved
+        if market is None:
+            raise PluginError(1, "plugin", "market not found")
+        if not market.get("resolved", False):
+            raise PluginError(1, "plugin", "market not resolved yet")
+
+        # Stake must exist and not be claimed
+        if stake is None:
+            raise PluginError(1, "plugin", "no stake found")
+        if stake.get("claimed", False):
+            raise PluginError(1, "plugin", "reward already claimed")
+
+        # Must be able to pay fee
+        if from_account.amount < fee:
+            raise err_insufficient_funds()
+
+        # Only correct stakers get rewards
+        actual_class = market.get("actual_class")
+        if stake.get("outcome") != actual_class:
+            raise PluginError(1, "plugin", "stake was not correct")
+
+        # Calculate reward: share of winning pool proportional to stake
+        # (JSON keys are strings after serialization)
+        winning_pool = market.get("outcome_pools", {}).get(str(actual_class), 0)
+        if winning_pool <= 0:
+            raise PluginError(1, "plugin", "winning pool is empty")
+
+        stake_amount = stake.get("amount", 0)
+        reward = (stake_amount * market.get("total_pool", 0)) // winning_pool
+
+        # Deduct fee, add reward
+        from_account.amount -= fee
+        from_account.amount += reward
+        fee_pool.amount += fee
+
+        # Mark stake as claimed
+        stake["claimed"] = True
+
+        sets = [
+            PluginSetOp(key=from_key, value=marshal(from_account)),
+            PluginSetOp(key=fee_pool_key, value=marshal(fee_pool)),
+            PluginSetOp(key=stake_key, value=json.dumps(stake).encode("utf-8")),
+        ]
+        write_resp = await self.plugin.state_write(
+            self,
+            PluginStateWriteRequest(sets=sets, deletes=[]),
+        )
+
+        # Update dashboard: total rewards, revenue
+        await self._update_dashboard({
+            "total_rewards": reward,
+            "revenue": fee,
+        })
+
+        result = PluginDeliverResponse()
+        result.events.extend([])
+        if write_resp.HasField("error"):
+            result.error.CopyFrom(write_resp.error)
+        return result
+
+    def _check_message_register_model(self, msg: MessageRegisterModel) -> PluginCheckResponse:
+        """CheckMessageRegisterModel statelessly validates a 'register_model' message.
+
+        Governance registers a new G2 ZeroPerceptron model version with
+        its weights hash, accuracy, and input dimension."""
+        # Check sender address (must be exactly 20 bytes)
+        if len(msg.from_address) != 20:
+            raise err_invalid_address()
+
+        # Version must be > 0
+        if msg.version == 0:
+            raise PluginError(1, "plugin", "version must be > 0")
+
+        # Weights hash must not be empty
+        if not msg.weights_hash:
+            raise PluginError(1, "plugin", "weights hash cannot be empty")
+
+        # Accuracy must be in [0, 1]
+        if msg.accuracy < 0.0 or msg.accuracy > 1.0:
+            raise PluginError(1, "plugin", "accuracy must be in [0, 1]")
+
+        # Input dimension must be valid (28 or 42)
+        if msg.in_dim not in (28, 42):
+            raise PluginError(1, "plugin", "in_dim must be 28 or 42")
+
+        # Number of classes must be > 0
+        if msg.n_classes == 0:
+            raise PluginError(1, "plugin", "n_classes must be > 0")
+
+        # Return authorized signers (sender must sign)
+        response = PluginCheckResponse()
+        response.authorized_signers.append(msg.from_address)
+        return response
+
+    async def _deliver_message_register_model(self, msg: MessageRegisterModel, fee: int, memo: str) -> PluginDeliverResponse:
+        """DeliverMessageRegisterModel registers a new model version.
+
+        The model record (version, weights hash, accuracy, input dim,
+        class count, description) is stored under MODEL_PREFIX (105)
+        keyed by version. The active model pointer is updated to the
+        highest registered version."""
+        if not self.plugin or not self.config:
+            raise PluginError(1, "plugin", "plugin or config not initialized")
+
+        # Read sender account, fee pool, model counter, and active model
+        from_key = key_for_account(msg.from_address)
+        fee_pool_key = key_for_fee_pool(self.config.chain_id)
+        counter_key = key_for_model_counter()
+        active_key = key_for_active_model()
+
+        from_query_id = random.randint(0, 2**53)
+        fee_query_id = random.randint(0, 2**53)
+        counter_query_id = random.randint(0, 2**53)
+        active_query_id = random.randint(0, 2**53)
+
+        response = await self.plugin.state_read(
+            self,
+            PluginStateReadRequest(
+                keys=[
+                    PluginKeyRead(query_id=fee_query_id, key=fee_pool_key),
+                    PluginKeyRead(query_id=from_query_id, key=from_key),
+                    PluginKeyRead(query_id=counter_query_id, key=counter_key),
+                    PluginKeyRead(query_id=active_query_id, key=active_key),
+                ]
+            ),
+        )
+        if response.HasField("error"):
+            result = PluginDeliverResponse()
+            result.error.CopyFrom(response.error)
+            return result
+
+        from_bytes = None
+        fee_pool_bytes = None
+        counter_bytes = None
+        active_bytes = None
+        for resp in response.results:
+            if resp.query_id == from_query_id:
+                from_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == fee_query_id:
+                fee_pool_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == counter_query_id:
+                counter_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == active_query_id:
+                active_bytes = resp.entries[0].value if resp.entries else None
+
+        from_account = unmarshal(Account, from_bytes) if from_bytes else Account()
+        fee_pool = unmarshal(Pool, fee_pool_bytes) if fee_pool_bytes else Pool()
+
+        # Must be able to pay fee
+        if from_account.amount < fee:
+            raise err_insufficient_funds()
+
+        # Allocate new model version from counter
+        model_version = int.from_bytes(counter_bytes, "big") if counter_bytes else 0
+        new_version = model_version + 1
+
+        # Deduct fee -> pool
+        from_account.amount -= fee
+        fee_pool.amount += fee
+
+        # Create model registry record
+        model_record = {
+            "version": new_version,
+            "weights_hash": msg.weights_hash,
+            "accuracy": float(msg.accuracy),
+            "in_dim": int(msg.in_dim),
+            "n_classes": int(msg.n_classes),
+            "description": msg.description,
+            "registered_by": msg.from_address.hex(),
+            "height": 0,
+        }
+
+        model_key = key_for_model_registry(new_version)
+        sets = [
+            PluginSetOp(key=from_key, value=marshal(from_account)),
+            PluginSetOp(key=fee_pool_key, value=marshal(fee_pool)),
+            PluginSetOp(key=counter_key, value=new_version.to_bytes(8, "big")),
+            PluginSetOp(key=model_key, value=json.dumps(model_record).encode("utf-8")),
+            # Update active model pointer to the latest version
+            PluginSetOp(key=active_key, value=str(new_version).encode("utf-8")),
+        ]
+        write_resp = await self.plugin.state_write(
+            self,
+            PluginStateWriteRequest(sets=sets, deletes=[]),
+        )
+
+        # Update dashboard: total models, active model, revenue
+        await self._update_dashboard({
+            "total_models": 1,
+            "active_model": new_version,
+            "revenue": fee,
+        })
+
+        result = PluginDeliverResponse()
+        result.events.extend([])
+        if write_resp.HasField("error"):
+            result.error.CopyFrom(write_resp.error)
+        return result
+
+    def _check_message_feedback(self, msg: MessageFeedback) -> PluginCheckResponse:
+        """CheckMessageFeedback statelessly validates a 'feedback' message.
+
+        The message carries an on-chain learning signal: whether a previous
+        prediction was correct. This enables the G2 model to improve over time."""
+        # Check sender address (must be exactly 20 bytes)
+        if len(msg.from_address) != 20:
+            raise err_invalid_address()
+
+        # Return authorized signers (sender must sign)
+        response = PluginCheckResponse()
+        response.authorized_signers.append(msg.from_address)
+
+        return response
+
+    async def _deliver_message_feedback(self, msg: MessageFeedback, fee: int, memo: str) -> PluginDeliverResponse:
+        """DeliverMessageFeedback stores an on-chain learning signal.
+
+        The feedback (correct/incorrect + actual class) is persisted under
+        FEEDBACK_PREFIX (101) keyed by sender address + predict_seq.
+        This data can be exported off-chain for retraining / governance."""
+        if not self.plugin or not self.config:
+            raise PluginError(1, "plugin", "plugin or config not initialized")
+
+        # Read sender account (for fee deduction)
+        from_key = key_for_account(msg.from_address)
+
+        fee_pool_key = key_for_fee_pool(self.config.chain_id)
+
+
+
+        from_query_id = random.randint(0, 2**53)
+        fee_query_id = random.randint(0, 2**53)
+
+        response = await self.plugin.state_read(
+            self,
+            PluginStateReadRequest(
+                keys=[
+                    PluginKeyRead(query_id=fee_query_id, key=fee_pool_key),
+                    PluginKeyRead(query_id=from_query_id, key=from_key),
+                ]
+            ),
+        )
+        if response.HasField("error"):
+            result = PluginDeliverResponse()
+            result.error.CopyFrom(response.error)
+            return result
+
+        from_bytes = None
+        fee_pool_bytes = None
+        for resp in response.results:
+
+            if resp.query_id == from_query_id:
+                from_bytes = resp.entries[0].value if resp.entries else None
+            elif resp.query_id == fee_query_id:
+                fee_pool_bytes = resp.entries[0].value if resp.entries else None
+
+        from_account = unmarshal(Account, from_bytes) if from_bytes else Account()
+        fee_pool = unmarshal(Pool, fee_pool_bytes) if fee_pool_bytes else Pool()
+
+        # Must be able to pay the feedback fee (same as send fee)
+        if from_account.amount < fee:
+            raise err_insufficient_funds()
+
+        # Deduct fee -> pool
+        from_account.amount -= fee
+        fee_pool.amount += fee
+
+        # Persist feedback log under 101 (FEEDBACK_PREFIX) namespace
+        feedback_key = key_for_feedback_log(msg.from_address, msg.predict_seq)
+        feedback_value = json.dumps({
+            "predict_seq": int(msg.predict_seq),
+            "correct": bool(msg.correct),
+            "actual_class": int(msg.actual_class),
+            "height": 0,
+        }).encode("utf-8")
+
+        sets = [
+            PluginSetOp(key=from_key, value=marshal(from_account)),
+            PluginSetOp(key=fee_pool_key, value=marshal(fee_pool)),
+            PluginSetOp(key=feedback_key, value=feedback_value),
+        ]
+        write_resp = await self.plugin.state_write(
+            self,
+            PluginStateWriteRequest(sets=sets, deletes=[]),
+        )
+
+        # Update dashboard: total feedback, correct feedback, revenue
+        await self._update_dashboard({
+            "total_feedback": 1,
+            "correct_feedback": 1 if msg.correct else 0,
+            "revenue": fee,
+        })
+
+        result = PluginDeliverResponse()
+        result.events.extend([])
+        if write_resp.HasField("error"):
+            result.error.CopyFrom(write_resp.error)
+        return result
diff --git a/plugin/python/contract/data/perceptron_genlayer_weights.json b/plugin/python/contract/data/perceptron_genlayer_weights.json
new file mode 100644
index 0000000000..9f0ac2cdd4
--- /dev/null
+++ b/plugin/python/contract/data/perceptron_genlayer_weights.json
@@ -0,0 +1 @@
+{"meta": {"global_epoch": null, "mode": "extended42", "in_dim": 42, "hidden": 256, "acc": 0.3232, "data_seed": null, "source": "kucoin_futures"}, "weights": {"backbone.fc00.weight": [[0.10229762643575668, 0.06906403601169586, -0.06760955601930618, -0.15088650584220886, -0.09610302746295929, -0.07125968486070633, -0.07286379486322403, 0.20004120469093323, 0.3546762466430664, 0.06394991278648376, -0.09818978607654572, -0.5116235613822937, 0.5160166621208191, 0.012742501683533192, 0.16916608810424805, 0.29278329014778137, 0.3515639305114746, 0.07615760713815689, -0.10928584635257721, -0.12304769456386566, 0.08787887543439865, -0.0008883271948434412, -0.04663728177547455, -0.1195366382598877, -0.3233060836791992, -0.347513884305954, 0.35210883617401123, 0.31930217146873474, -0.04754374176263809, 0.14362280070781708, 0.03030342236161232, -0.007035357877612114, -0.16322216391563416, 0.25627219676971436, -0.010755171999335289, 0.6233569979667664, 0.01896645314991474, 0.4501712918281555, 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\ No newline at end of file
diff --git a/plugin/python/contract/proto/__init__.py b/plugin/python/contract/proto/__init__.py
index 0d19af09bf..d906b8b4ef 100644
--- a/plugin/python/contract/proto/__init__.py
+++ b/plugin/python/contract/proto/__init__.py
@@ -8,7 +8,19 @@
 # Import generated protobuf classes
 from .account_pb2 import Account, Pool  # type: ignore[attr-defined]
 from .event_pb2 import Event, EventCustom  # type: ignore[attr-defined]
-from .tx_pb2 import Transaction, MessageSend, FeeParams, Signature  # type: ignore[attr-defined]
+from .tx_pb2 import (
+    Transaction,
+    MessageSend,
+    MessagePredict,
+    MessageFeedback,
+    MessageStake,
+    MessageCreateMarket,
+    MessageResolveMarket,
+    MessageClaimReward,
+    MessageRegisterModel,
+    FeeParams,
+    Signature,
+)  # type: ignore[attr-defined]
 
 # Import plugin proto classes
 from .plugin_pb2 import (  # type: ignore[attr-defined]
@@ -55,6 +67,13 @@
     # Transaction types
     "Transaction",
     "MessageSend",
+    "MessagePredict",
+    "MessageFeedback",
+    "MessageStake",
+    "MessageCreateMarket",
+    "MessageResolveMarket",
+    "MessageClaimReward",
+    "MessageRegisterModel",
     "FeeParams",
     "Signature",
     # Plugin communication types
diff --git a/plugin/python/contract/proto/account_pb2.py b/plugin/python/contract/proto/account_pb2.py
index 9ba76193f5..d9b5699db4 100644
--- a/plugin/python/contract/proto/account_pb2.py
+++ b/plugin/python/contract/proto/account_pb2.py
@@ -1,12 +1,22 @@
 # -*- coding: utf-8 -*-
 # Generated by the protocol buffer compiler.  DO NOT EDIT!
+# NO CHECKED-IN PROTOBUF GENCODE
 # source: account.proto
-# Protobuf Python Version: 4.25.1
+# Protobuf Python Version: 7.35.1
 """Generated protocol buffer code."""
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import runtime_version as _runtime_version
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
+_runtime_version.ValidateProtobufRuntimeVersion(
+    _runtime_version.Domain.PUBLIC,
+    7,
+    35,
+    1,
+    '',
+    'account.proto'
+)
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
@@ -19,8 +29,8 @@
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'account_pb2', _globals)
-if _descriptor._USE_C_DESCRIPTORS == False:
-  _globals['DESCRIPTOR']._options = None
+if not _descriptor._USE_C_DESCRIPTORS:
+  _globals['DESCRIPTOR']._loaded_options = None
   _globals['DESCRIPTOR']._serialized_options = b'Z,github.com/canopy-network/go-plugin/contract'
   _globals['_ACCOUNT']._serialized_start=24
   _globals['_ACCOUNT']._serialized_end=81
diff --git a/plugin/python/contract/proto/event_pb2.py b/plugin/python/contract/proto/event_pb2.py
index 5c1a6c1602..9014788b89 100644
--- a/plugin/python/contract/proto/event_pb2.py
+++ b/plugin/python/contract/proto/event_pb2.py
@@ -1,12 +1,22 @@
 # -*- coding: utf-8 -*-
 # Generated by the protocol buffer compiler.  DO NOT EDIT!
+# NO CHECKED-IN PROTOBUF GENCODE
 # source: event.proto
-# Protobuf Python Version: 4.25.1
+# Protobuf Python Version: 7.35.1
 """Generated protocol buffer code."""
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import runtime_version as _runtime_version
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
+_runtime_version.ValidateProtobufRuntimeVersion(
+    _runtime_version.Domain.PUBLIC,
+    7,
+    35,
+    1,
+    '',
+    'event.proto'
+)
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
@@ -20,8 +30,8 @@
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'event_pb2', _globals)
-if _descriptor._USE_C_DESCRIPTORS == False:
-  _globals['DESCRIPTOR']._options = None
+if not _descriptor._USE_C_DESCRIPTORS:
+  _globals['DESCRIPTOR']._loaded_options = None
   _globals['DESCRIPTOR']._serialized_options = b'Z,github.com/canopy-network/go-plugin/contract'
   _globals['_EVENT']._serialized_start=50
   _globals['_EVENT']._serialized_end=233
diff --git a/plugin/python/contract/proto/plugin_pb2.py b/plugin/python/contract/proto/plugin_pb2.py
index 0c02ada15c..0690c58e44 100644
--- a/plugin/python/contract/proto/plugin_pb2.py
+++ b/plugin/python/contract/proto/plugin_pb2.py
@@ -1,12 +1,22 @@
 # -*- coding: utf-8 -*-
 # Generated by the protocol buffer compiler.  DO NOT EDIT!
+# NO CHECKED-IN PROTOBUF GENCODE
 # source: plugin.proto
-# Protobuf Python Version: 4.25.1
+# Protobuf Python Version: 7.35.1
 """Generated protocol buffer code."""
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import runtime_version as _runtime_version
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
+_runtime_version.ValidateProtobufRuntimeVersion(
+    _runtime_version.Domain.PUBLIC,
+    7,
+    35,
+    1,
+    '',
+    'plugin.proto'
+)
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
@@ -21,8 +31,8 @@
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'plugin_pb2', _globals)
-if _descriptor._USE_C_DESCRIPTORS == False:
-  _globals['DESCRIPTOR']._options = None
+if not _descriptor._USE_C_DESCRIPTORS:
+  _globals['DESCRIPTOR']._loaded_options = None
   _globals['DESCRIPTOR']._serialized_options = b'Z,github.com/canopy-network/go-plugin/contract'
   _globals['_FSMTOPLUGIN']._serialized_start=47
   _globals['_FSMTOPLUGIN']._serialized_end=541
diff --git a/plugin/python/contract/proto/tx.proto b/plugin/python/contract/proto/tx.proto
index 183f90ea8b..8fbfb64d74 100644
--- a/plugin/python/contract/proto/tx.proto
+++ b/plugin/python/contract/proto/tx.proto
@@ -41,10 +41,105 @@ message MessageSend {
   uint64 amount = 3;
 }
 
+// MessagePredict is an AI inference transaction executed by the G2/ZeroPerceptron VM embedded in the plugin.
+// The plugin performs deterministic 28D octonion-fused inference and stores the result in the chain state.
+message MessagePredict {
+  // from_address: is the account submitting the prediction request
+  bytes from_address = 1; // @gotags: json:"fromAddress"
+  // features: pre-encoded raw features (7 or 28 floats). If 7, the plugin applies the G2 octo-fusion expansion to 28D.
+  repeated double features = 2; // @gotags: json:"features"
+  // expected_class: optional label (0-15) used for on-chain verification. Set to 16 (or omit) for auto-only.
+  uint32 expected_class = 3; // @gotags: json:"expectedClass"
+}
+
+// MessageFeedback is an on-chain learning signal: users report whether a
+// previous prediction was correct. The plugin aggregates accuracy stats
+// under the 0x04 namespace for future retraining / governance.
+message MessageFeedback {
+  // from_address: is the account submitting the feedback
+  bytes from_address = 1; // @gotags: json:"fromAddress"
+  // predict_seq: the nonce/sequence of the prediction being rated
+  uint64 predict_seq = 2; // @gotags: json:"predictSeq"
+  // correct: true if the prediction was correct, false otherwise
+  bool correct = 3;
+  // actual_class: the ground-truth class (0-15) if known
+  uint32 actual_class = 4; // @gotags: json:"actualClass"
+}
+
+// MessageStake is a prediction market staking transaction: users lock QARD
+// into a prediction market pool to earn rewards from correct predictions.
+message MessageStake {
+  // from_address: is the account submitting the stake
+  bytes from_address = 1; // @gotags: json:"fromAddress"
+  // market_id: the prediction market being staked into
+  uint64 market_id = 2; // @gotags: json:"marketId"
+  // amount: the amount of QARD being staked (in micro-denomination uQARD)
+  uint64 amount = 3;
+  // outcome: the predicted outcome class (0-15) being staked on
+  uint32 outcome = 4;
+}
+
+// MessageCreateMarket is a prediction market creation transaction: users
+// create a new market for the G2 ZeroPerceptron model to predict on.
+message MessageCreateMarket {
+  // from_address: is the account creating the market
+  bytes from_address = 1; // @gotags: json:"fromAddress"
+  // question: the market question / prediction target
+  string question = 2;
+  // resolution_height: the block height at which the market resolves
+  uint64 resolution_height = 3; // @gotags: json:"resolutionHeight"
+  // stake: the initial stake amount (in uQARD) required to create the market
+  uint64 stake = 4;
+}
+
+// MessageResolveMarket is a prediction market resolution transaction: the
+// market creator or designated resolver settles the market based on the
+// actual outcome, distributing rewards to correct stakers.
+message MessageResolveMarket {
+  // from_address: is the account resolving the market
+  bytes from_address = 1; // @gotags: json:"fromAddress"
+  // market_id: the prediction market being resolved
+  uint64 market_id = 2; // @gotags: json:"marketId"
+  // actual_class: the ground-truth outcome class (0-15)
+  uint32 actual_class = 3; // @gotags: json:"actualClass"
+}
+
+// MessageClaimReward is a prediction market reward claim transaction: stakers
+// who predicted correctly can claim their share of the reward pool.
+message MessageClaimReward {
+  // from_address: is the account claiming the reward
+  bytes from_address = 1; // @gotags: json:"fromAddress"
+  // market_id: the prediction market being claimed from
+  uint64 market_id = 2; // @gotags: json:"marketId"
+}
+
+// MessageRegisterModel is a model versioning transaction: governance registers
+// a new G2 ZeroPerceptron model version (weights hash, accuracy, input dim).
+// The plugin stores the registry under the 0x09 namespace and tracks the
+// latest active version for on-chain inference.
+message MessageRegisterModel {
+  // from_address: is the account registering the model (governance)
+  bytes from_address = 1; // @gotags: json:"fromAddress"
+  // version: the model version number (monotonic, > 0)
+  uint32 version = 2;
+  // weights_hash: SHA-256 hex digest of the weights file
+  string weights_hash = 3; // @gotags: json:"weightsHash"
+  // accuracy: the model accuracy on the evaluation set (0.0 - 1.0)
+  double accuracy = 4;
+  // in_dim: the input feature dimension (28 or 42)
+  uint32 in_dim = 5; // @gotags: json:"inDim"
+  // n_classes: the number of output classes (16)
+  uint32 n_classes = 6; // @gotags: json:"nClasses"
+  // description: human-readable description of the model changes
+  string description = 7;
+}
+
 // FeeParams is the parameter space that defines various amounts for transaction fees
 message FeeParams {
   // send_fee: is the fee amount (in uCNPY) for Message Send
   uint64 send_fee = 1; // @gotags: json:"sendFee"
+  // predict_fee: is the fee amount (in uCNPY) for AI Message Predict
+  uint64 predict_fee = 2; // @gotags: json:"predictFee"
   // NO CONFLICT STARTING AT FIELD = 14
 }
 
@@ -55,4 +150,4 @@ message Signature {
   bytes public_key = 1; // @gotags: json:"publicKey"
   // signature: the bytes of the signature output from a private key which may be verified with the message and public
   bytes signature = 2;
-}
+}
\ No newline at end of file
diff --git a/plugin/python/contract/proto/tx_pb2.py b/plugin/python/contract/proto/tx_pb2.py
index 3ad5e6c9a7..a6d359a8c4 100644
--- a/plugin/python/contract/proto/tx_pb2.py
+++ b/plugin/python/contract/proto/tx_pb2.py
@@ -1,12 +1,22 @@
 # -*- coding: utf-8 -*-
 # Generated by the protocol buffer compiler.  DO NOT EDIT!
+# NO CHECKED-IN PROTOBUF GENCODE
 # source: tx.proto
-# Protobuf Python Version: 4.25.1
+# Protobuf Python Version: 6.33.5
 """Generated protocol buffer code."""
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
+from google.protobuf import runtime_version as _runtime_version
 from google.protobuf import symbol_database as _symbol_database
 from google.protobuf.internal import builder as _builder
+_runtime_version.ValidateProtobufRuntimeVersion(
+    _runtime_version.Domain.PUBLIC,
+    6,
+    33,
+    5,
+    '',
+    'tx.proto'
+)
 # @@protoc_insertion_point(imports)
 
 _sym_db = _symbol_database.Default()
@@ -15,20 +25,34 @@
 from google.protobuf import any_pb2 as google_dot_protobuf_dot_any__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x08tx.proto\x12\x05types\x1a\x19google/protobuf/any.proto\"\xe1\x01\n\x0bTransaction\x12\x14\n\x0cmessage_type\x18\x01 \x01(\t\x12!\n\x03msg\x18\x02 \x01(\x0b\x32\x14.google.protobuf.Any\x12#\n\tsignature\x18\x03 \x01(\x0b\x32\x10.types.Signature\x12\x16\n\x0e\x63reated_height\x18\x04 \x01(\x04\x12\x0c\n\x04time\x18\x05 \x01(\x04\x12\x0b\n\x03\x66\x65\x65\x18\x06 \x01(\x04\x12\x0c\n\x04memo\x18\x07 \x01(\t\x12\x12\n\nnetwork_id\x18\x08 \x01(\x04\x12\x10\n\x08\x63hain_id\x18\t \x01(\x04\x12\r\n\x05nonce\x18\n \x01(\x04\"G\n\x0bMessageSend\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x12\n\nto_address\x18\x02 \x01(\x0c\x12\x0e\n\x06\x61mount\x18\x03 \x01(\x04\"\x1d\n\tFeeParams\x12\x10\n\x08send_fee\x18\x01 \x01(\x04\"2\n\tSignature\x12\x12\n\npublic_key\x18\x01 \x01(\x0c\x12\x11\n\tsignature\x18\x02 \x01(\x0c\x42.Z,github.com/canopy-network/go-plugin/contractb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x08tx.proto\x12\x05types\x1a\x19google/protobuf/any.proto\"\xe1\x01\n\x0bTransaction\x12\x14\n\x0cmessage_type\x18\x01 \x01(\t\x12!\n\x03msg\x18\x02 \x01(\x0b\x32\x14.google.protobuf.Any\x12#\n\tsignature\x18\x03 \x01(\x0b\x32\x10.types.Signature\x12\x16\n\x0e\x63reated_height\x18\x04 \x01(\x04\x12\x0c\n\x04time\x18\x05 \x01(\x04\x12\x0b\n\x03\x66\x65\x65\x18\x06 \x01(\x04\x12\x0c\n\x04memo\x18\x07 \x01(\t\x12\x12\n\nnetwork_id\x18\x08 \x01(\x04\x12\x10\n\x08\x63hain_id\x18\t \x01(\x04\x12\r\n\x05nonce\x18\n \x01(\x04\"G\n\x0bMessageSend\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x12\n\nto_address\x18\x02 \x01(\x0c\x12\x0e\n\x06\x61mount\x18\x03 \x01(\x04\"P\n\x0eMessagePredict\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x10\n\x08\x66\x65\x61tures\x18\x02 \x03(\x01\x12\x16\n\x0e\x65xpected_class\x18\x03 \x01(\r\"c\n\x0fMessageFeedback\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x13\n\x0bpredict_seq\x18\x02 \x01(\x04\x12\x0f\n\x07\x63orrect\x18\x03 \x01(\x08\x12\x14\n\x0c\x61\x63tual_class\x18\x04 \x01(\r\"X\n\x0cMessageStake\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x11\n\tmarket_id\x18\x02 \x01(\x04\x12\x0e\n\x06\x61mount\x18\x03 \x01(\x04\x12\x0f\n\x07outcome\x18\x04 \x01(\r\"g\n\x13MessageCreateMarket\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x10\n\x08question\x18\x02 \x01(\t\x12\x19\n\x11resolution_height\x18\x03 \x01(\x04\x12\r\n\x05stake\x18\x04 \x01(\x04\"U\n\x14MessageResolveMarket\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x11\n\tmarket_id\x18\x02 \x01(\x04\x12\x14\n\x0c\x61\x63tual_class\x18\x03 \x01(\r\"=\n\x12MessageClaimReward\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x11\n\tmarket_id\x18\x02 \x01(\x04\"\x9d\x01\n\x14MessageRegisterModel\x12\x14\n\x0c\x66rom_address\x18\x01 \x01(\x0c\x12\x0f\n\x07version\x18\x02 \x01(\r\x12\x14\n\x0cweights_hash\x18\x03 \x01(\t\x12\x10\n\x08\x61\x63\x63uracy\x18\x04 \x01(\x01\x12\x0e\n\x06in_dim\x18\x05 \x01(\r\x12\x11\n\tn_classes\x18\x06 \x01(\r\x12\x13\n\x0b\x64\x65scription\x18\x07 \x01(\t\"2\n\tFeeParams\x12\x10\n\x08send_fee\x18\x01 \x01(\x04\x12\x13\n\x0bpredict_fee\x18\x02 \x01(\x04\"2\n\tSignature\x12\x12\n\npublic_key\x18\x01 \x01(\x0c\x12\x11\n\tsignature\x18\x02 \x01(\x0c\x42.Z,github.com/canopy-network/go-plugin/contractb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
 _builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, 'tx_pb2', _globals)
-if _descriptor._USE_C_DESCRIPTORS == False:
-  _globals['DESCRIPTOR']._options = None
+if not _descriptor._USE_C_DESCRIPTORS:
+  _globals['DESCRIPTOR']._loaded_options = None
   _globals['DESCRIPTOR']._serialized_options = b'Z,github.com/canopy-network/go-plugin/contract'
   _globals['_TRANSACTION']._serialized_start=47
   _globals['_TRANSACTION']._serialized_end=272
   _globals['_MESSAGESEND']._serialized_start=274
   _globals['_MESSAGESEND']._serialized_end=345
-  _globals['_FEEPARAMS']._serialized_start=347
-  _globals['_FEEPARAMS']._serialized_end=376
-  _globals['_SIGNATURE']._serialized_start=378
-  _globals['_SIGNATURE']._serialized_end=428
+  _globals['_MESSAGEPREDICT']._serialized_start=347
+  _globals['_MESSAGEPREDICT']._serialized_end=427
+  _globals['_MESSAGEFEEDBACK']._serialized_start=429
+  _globals['_MESSAGEFEEDBACK']._serialized_end=528
+  _globals['_MESSAGESTAKE']._serialized_start=530
+  _globals['_MESSAGESTAKE']._serialized_end=618
+  _globals['_MESSAGECREATEMARKET']._serialized_start=620
+  _globals['_MESSAGECREATEMARKET']._serialized_end=723
+  _globals['_MESSAGERESOLVEMARKET']._serialized_start=725
+  _globals['_MESSAGERESOLVEMARKET']._serialized_end=810
+  _globals['_MESSAGECLAIMREWARD']._serialized_start=812
+  _globals['_MESSAGECLAIMREWARD']._serialized_end=873
+  _globals['_MESSAGEREGISTERMODEL']._serialized_start=876
+  _globals['_MESSAGEREGISTERMODEL']._serialized_end=1033
+  _globals['_FEEPARAMS']._serialized_start=1035
+  _globals['_FEEPARAMS']._serialized_end=1085
+  _globals['_SIGNATURE']._serialized_start=1087
+  _globals['_SIGNATURE']._serialized_end=1137
 # @@protoc_insertion_point(module_scope)
diff --git a/plugin/python/contract/rpc.py b/plugin/python/contract/rpc.py
index 64e9e667c8..62a8f1cb5f 100644
--- a/plugin/python/contract/rpc.py
+++ b/plugin/python/contract/rpc.py
@@ -1,78 +1,276 @@
 """
-Skeleton RPC server for the Canopy Python plugin.
-
-This file ships the plugin's own HTTP server, but it registers NO routes by default. It is a blank
-canvas that plugin builders extend with their own custom, chain-specific RPC endpoints. Matches
-Go's contract/rpc.go skeleton structure.
-
-DESIGN
-------
-Canopy core only exposes a single, generic, read-only transport over the unix socket:
-`Plugin.query_state(height, read)` (see contract/plugin.py). It is DETACHED (not tied to any
-in-flight tx/block lifecycle) and READ-ONLY: it returns raw key/value state at a historical height
-(0 = latest committed). Canopy never needs to know about chain-specific endpoints.
-
-The plugin process owns its HTTP server entirely. Builders may register as many routes as they want
-and decode their own keys/protobufs into whatever response shapes they like, each handler backed by
-the detached, read-only `query_state()` path. No routes are registered here by default.
-
-For a complete, worked example (faucet/reward records) showing how to add routes + handlers to this
-skeleton, see TUTORIAL.md ("Custom RPC endpoints").
-
-The server runs in a background thread (Python stdlib http.server, no extra dependencies). Handlers
-call the async `query_state` safely via `asyncio.run_coroutine_threadsafe` against the plugin's
-event loop.
-
-EXAMPLE — registering a custom route backed by query_state
-----------------------------------------------------------
-A builder would extend the handler below with their own path, e.g.::
-
-    # 1) import the proto request types and your own keys/messages
-    from .proto import PluginStateReadRequest, PluginKeyRead
-    from .contract import key_for_myrecord, unmarshal
-    from .proto import MyRecord
-
-    # 2) route the path inside PluginRPCHandler.do_GET
-    #    if parsed.path == "/v1/query/myrecords":
-    #        self._handle_query_myrecords(parse_qs(parsed.query))
-
-    # 3) implement the handler using the detached, read-only query_state() path
-    #    def _handle_query_myrecords(self, query: dict) -> None:
-    #        coro = self.plugin.query_state(
-    #            0,  # height (0 = latest committed)
-    #            PluginStateReadRequest(
-    #                keys=[PluginKeyRead(query_id=random.getrandbits(64), key=key_for_myrecord(addr))]
-    #            ),
-    #        )
-    #        future = asyncio.run_coroutine_threadsafe(coro, self.plugin._loop)
-    #        resp = future.result(timeout=15.0)
-    #        ...  # decode resp, unmarshal(MyRecord, value), and self._write_json(...)
+Ortoplex Gate — G2 ZeroPerceptron RPC endpoints for Canopy plugin.
+
+Implements custom, chain-specific RPC routes backed by the detached, read-only
+query_state() path. Exposes 4 endpoints:
+
+  GET /v1/predict?text=...&numbers=[...] — run on-chain inference
+  GET /v1/dashboard — read aggregated metrics (predictions, accuracy, revenue)
+  GET /v1/models — list model versions + active model
+  GET /v1/feedback?address=...&seq=... — export learning signal logs
+
+Each handler uses PluginStateReadRequest to query historical state at height 0
+(latest committed). Handlers are completely detached from block lifecycle and
+fully deterministic.
+
+DESIGN: Builders may extend with additional routes; all state queries go through
+the plugin's event loop via asyncio.run_coroutine_threadsafe() for thread safety.
 """
 
+import asyncio
 import json
 import logging
+import random
 import threading
 from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
-from typing import Optional
+from typing import Optional, Dict, Any
+from urllib.parse import urlparse, parse_qs
 
 from .plugin import Plugin, PLUGIN_BUILD
+from .proto import PluginStateReadRequest, PluginKeyRead
+from .contract import (
+    key_for_predict_log,
+    key_for_feedback_log,
+    key_for_dashboard,
+    key_for_model_registry,
+    key_for_active_model,
+    unmarshal,
+)
+from .ai_model import get_model
 
 logger = logging.getLogger(__name__)
 
 
 class PluginRPCHandler(BaseHTTPRequestHandler):
-    """HTTP request handler for the plugin's custom, chain-specific RPC endpoints.
+    """HTTP request handler for Ortoplex Gate G2 ZeroPerceptron endpoints.
 
-    No routes are registered by default: every request returns 404. Builders add their own routes
-    here (see the example in this module's docstring and TUTORIAL.md). The owning Plugin instance is
-    injected as a class attribute by start_rpc_server() so handlers can reach query_state().
+    Routes:
+      GET /v1/predict?text=...&numbers=[...] → {"y": int, "class": str, "probs": [...]}
+      GET /v1/dashboard → {"total_predictions": ..., "accuracy": ..., ...}
+      GET /v1/models → {"active": int, "versions": [...]}
+      GET /v1/feedback?address=...&seq=... → {"predict_seq": ..., "correct": bool, ...}
     """
 
     plugin: Optional[Plugin] = None
 
     def do_GET(self) -> None:  # noqa: N802 (http.server API)
-        # No routes are registered by default. Builders add route dispatch here.
-        self._write_json_error(404, "not found")
+        parsed = urlparse(self.path)
+        path = parsed.path
+        query = parse_qs(parsed.query)
+
+        try:
+            if path == "/v1/predict":
+                self._handle_predict(query)
+            elif path == "/v1/dashboard":
+                self._handle_dashboard(query)
+            elif path == "/v1/models":
+                self._handle_models(query)
+            elif path == "/v1/feedback":
+                self._handle_feedback(query)
+            elif path == "/v1/health":
+                self._write_json({"status": "ok"}, 200)
+            else:
+                self._write_json_error(404, "not found")
+        except Exception as e:
+            logger.exception(f"RPC handler error: {e}")
+            self._write_json_error(500, str(e))
+
+    def _handle_predict(self, query: Dict[str, list]) -> None:
+        """
+        GET /v1/predict?text=<text>&numbers=[<n1>,<n2>,...] → inference result.
+
+        Query params:
+          text (optional): event text for encoding
+          numbers (optional): JSON array of floats for numeric encoding
+          timestamp (optional): unix timestamp for temporal encoding
+
+        Response:
+          {
+            "y": int,
+            "class": str,
+            "logits": [...],
+            "probs": [...],
+            "top3": [{"class": str, "prob": float}, ...],
+            "feature_importance": [...],
+            "temperature": float,
+            "vector": [...],  # 42D encoded vector
+          }
+        """
+        text = query.get("text", [""])[0]
+        timestamp = float(query.get("timestamp", [0.0])[0]) if query.get("timestamp") else 0.0
+
+        numbers = []
+        if "numbers" in query:
+            try:
+                numbers = json.loads(query["numbers"][0])
+                if not isinstance(numbers, list):
+                    numbers = []
+            except (json.JSONDecodeError, ValueError):
+                numbers = []
+
+        model = get_model()
+        model.reset()
+        result = model.predict_from_event(text=text, numbers=numbers, timestamp=timestamp)
+
+        self._write_json(result, 200)
+
+    def _handle_dashboard(self, query: Dict[str, list]) -> None:
+        """
+        GET /v1/dashboard → read on-chain dashboard metrics.
+
+        Dashboard is a single JSON record under DASHBOARD_PREFIX (namespace 107)
+        that aggregates:
+          - total_predictions: cumulative count
+          - class_counts: {class_id: count}
+          - accuracy: correct_feedback / total_feedback
+          - revenue: total fees collected
+          - total_feedback, correct_feedback: on-chain learning signals
+          - total_staked, total_markets, resolved_markets: prediction market stats
+          - total_rewards: cumulative reward payouts
+          - total_models, active_model: model registry stats
+
+        Response: {"dashboard": {...}} or error
+        """
+        if not self.plugin:
+            self._write_json_error(500, "plugin not initialized")
+            return
+
+        dashboard_key = key_for_dashboard()
+        query_id = random.randint(0, 2**53)
+
+        coro = self.plugin.query_state(
+            0,  # height 0 = latest committed
+            PluginStateReadRequest(
+                keys=[PluginKeyRead(query_id=query_id, key=dashboard_key)]
+            ),
+        )
+
+        try:
+            future = asyncio.run_coroutine_threadsafe(coro, self.plugin._loop)
+            resp = future.result(timeout=15.0)
+
+            dashboard = {}
+            for result in resp.results:
+                if result.query_id == query_id and result.entries:
+                    dashboard = json.loads(result.entries[0].value.decode("utf-8"))
+
+            self._write_json({"dashboard": dashboard}, 200)
+        except asyncio.TimeoutError:
+            self._write_json_error(504, "query_state timeout")
+        except Exception as e:
+            logger.exception(f"dashboard query error: {e}")
+            self._write_json_error(500, str(e))
+
+    def _handle_models(self, query: Dict[str, list]) -> None:
+        """
+        GET /v1/models → read model registry + active model pointer.
+
+        Queries:
+          - Active model version (MODEL_PREFIX 105, key='/active/')
+          - Optionally list model versions if /v1/models?list=1
+
+        Response: {"active": int, "versions": [...]}
+        """
+        if not self.plugin:
+            self._write_json_error(500, "plugin not initialized")
+            return
+
+        active_key = key_for_active_model()
+        query_id = random.randint(0, 2**53)
+
+        coro = self.plugin.query_state(
+            0,
+            PluginStateReadRequest(
+                keys=[PluginKeyRead(query_id=query_id, key=active_key)]
+            ),
+        )
+
+        try:
+            future = asyncio.run_coroutine_threadsafe(coro, self.plugin._loop)
+            resp = future.result(timeout=15.0)
+
+            active_model = None
+            for result in resp.results:
+                if result.query_id == query_id and result.entries:
+                    active_model = int(result.entries[0].value.decode("utf-8"))
+
+            response = {
+                "active": active_model,
+                "versions": [],  # TODO: scan MODEL_PREFIX range if list=1
+            }
+            self._write_json(response, 200)
+        except asyncio.TimeoutError:
+            self._write_json_error(504, "query_state timeout")
+        except Exception as e:
+            logger.exception(f"models query error: {e}")
+            self._write_json_error(500, str(e))
+
+    def _handle_feedback(self, query: Dict[str, list]) -> None:
+        """
+        GET /v1/feedback?address=<hex>&seq=<uint64> → export learning signal.
+
+        Feedback logs are stored under FEEDBACK_PREFIX (namespace 101)
+        keyed by address + predict_seq. Each entry tracks:
+          - predict_seq: original prediction sequence number
+          - correct: whether the prediction was correct
+          - actual_class: ground truth class (0-15)
+          - height: block height recorded
+
+        Query params:
+          address (required): 20-byte hex address
+          seq (required): prediction sequence number
+
+        Response: {"feedback": {...}} or error
+        """
+        if not self.plugin:
+            self._write_json_error(500, "plugin not initialized")
+            return
+
+        address_str = query.get("address", [""])[0]
+        seq_str = query.get("seq", ["0"])[0]
+
+        if not address_str or not seq_str:
+            self._write_json_error(400, "missing address or seq")
+            return
+
+        try:
+            address_bytes = bytes.fromhex(address_str)
+            if len(address_bytes) != 20:
+                raise ValueError("address must be 20 bytes")
+            seq = int(seq_str)
+        except (ValueError, TypeError) as e:
+            self._write_json_error(400, f"invalid address/seq: {e}")
+            return
+
+        feedback_key = key_for_feedback_log(address_bytes, seq)
+        query_id = random.randint(0, 2**53)
+
+        coro = self.plugin.query_state(
+            0,
+            PluginStateReadRequest(
+                keys=[PluginKeyRead(query_id=query_id, key=feedback_key)]
+            ),
+        )
+
+        try:
+            future = asyncio.run_coroutine_threadsafe(coro, self.plugin._loop)
+            resp = future.result(timeout=15.0)
+
+            feedback = None
+            for result in resp.results:
+                if result.query_id == query_id and result.entries:
+                    feedback = json.loads(result.entries[0].value.decode("utf-8"))
+
+            if feedback is None:
+                self._write_json_error(404, f"feedback not found for seq={seq}")
+                return
+
+            self._write_json({"feedback": feedback}, 200)
+        except asyncio.TimeoutError:
+            self._write_json_error(504, "query_state timeout")
+        except Exception as e:
+            logger.exception(f"feedback query error: {e}")
+            self._write_json_error(500, str(e))
 
     def _write_json(self, body: dict, status: int = 200) -> None:
         """Write a JSON success response."""
@@ -98,41 +296,36 @@ def log_message(self, format: str, *args) -> None:  # noqa: A002 (http.server AP
 
 
 def start_rpc_server(plugin: Plugin) -> Optional[ThreadingHTTPServer]:
-    """Launch the plugin's own HTTP server. By default it registers NO routes.
+    """Launch the plugin's HTTP server with Ortoplex Gate G2 endpoints.
 
-    Builders are free to register any number of routes on PluginRPCHandler; each handler should use
-    the detached, read-only query_state() path to fetch state snapshots from Canopy. Matches Go's
-    StartRPCServer. See TUTORIAL.md for a worked example.
+    Registers 4 routes:
+      - GET /v1/predict — on-chain inference
+      - GET /v1/dashboard — aggregated metrics
+      - GET /v1/models — model registry
+      - GET /v1/feedback — learning signal export
 
-    The server runs in a daemon background thread so it does not block the plugin's event loop. The
-    running ThreadingHTTPServer is returned so callers can shut it down if desired.
+    The server runs in a daemon background thread. Returns the ThreadingHTTPServer
+    instance for shutdown control.
     """
     addr = plugin.config.rpc_address
-    # if no address is configured, the RPC server is disabled
     if not addr:
         logger.info("plugin RPC server disabled (no rpc_address configured)")
         return None
 
-    # The custom RPC server is OPTIONAL. Parsing the address or binding the port (e.g. already in
-    # use) can fail; a failure here must NOT crash the plugin — log it and continue without an RPC
-    # server so plugins that don't use this feature are unaffected.
     try:
-        # resolve host/port from the configured listen address (e.g. "0.0.0.0:50010")
         host, _, port_str = addr.rpartition(":")
         if not host:
             host = "0.0.0.0"
         port = int(port_str)
 
-        # bind the plugin to a dedicated handler subclass so each request can reach query_state()
         handler_cls = type("BoundPluginRPCHandler", (PluginRPCHandler,), {"plugin": plugin})
         server = ThreadingHTTPServer((host, port), handler_cls)
     except (OSError, ValueError) as exc:
         logger.warning(f"plugin RPC server disabled (failed to start on {addr!r}): {exc}")
         return None
 
-    # log the build marker so the running version is obvious in the log; no routes are registered
     logger.info(f"plugin RPC server ({PLUGIN_BUILD}) listening on {addr}")
-    logger.info("plugin RPC routes registered: none (skeleton — add your own; see TUTORIAL.md)")
+    logger.info("plugin RPC routes registered: /v1/predict, /v1/dashboard, /v1/models, /v1/feedback (Ortoplex Gate G2 ZeroPerceptron)")
 
     thread = threading.Thread(target=server.serve_forever, name="plugin-rpc", daemon=True)
     thread.start()
diff --git a/plugin/python/predict_client.py b/plugin/python/predict_client.py
new file mode 100644
index 0000000000..08537175de
--- /dev/null
+++ b/plugin/python/predict_client.py
@@ -0,0 +1,157 @@
+#!/usr/bin/env python3
+"""
+End-to-end test client for the G2 on-chain AI inference.
+
+Flow:
+  1. Fetch the operator key from the node keystore (admin RPC).
+  2. Build a MessagePredict proto with 7 numeric features.
+  3. Sign the transaction bytes with BLS12-381 (G2, BasicSchemeMPL).
+  4. Submit via POST /v1/tx using the plugin-only type format
+     (msgTypeUrl + msgBytes — same as faucet/reward in rpc_test.py).
+  5. Wait for inclusion, then check failed-txs + account balance.
+
+Usage:
+  python3 predict_client.py
+"""
+
+import json
+import os
+import time
+import urllib.request
+import urllib.error
+
+from blspy import BasicSchemeMPL, PrivateKey
+
+from contract.proto import tx_pb2
+from google.protobuf import any_pb2
+
+# Secrets/config come from the environment — never hardcode credentials.
+RPC_URL = os.environ.get("CANOPY_RPC_URL", "http://localhost:50002")    # node RPC
+ADMIN_URL = os.environ.get("CANOPY_ADMIN_URL", "http://localhost:50003")  # node admin RPC
+OPERATOR_ADDR = os.environ["CANOPY_OPERATOR_ADDR"]
+PASSWORD = os.environ["CANOPY_PASSWORD"]
+NETWORK_ID = int(os.environ.get("CANOPY_NETWORK_ID", "1"))
+CHAIN_ID = int(os.environ.get("CANOPY_CHAIN_ID", "1"))
+FEE = int(os.environ.get("CANOPY_PREDICT_FEE", "10000"))
+
+PREDICT_TYPE_URL = "type.googleapis.com/types.MessagePredict"
+
+
+def post_raw_json(url: str, body: str) -> str:
+    req = urllib.request.Request(
+        url,
+        data=body.encode("utf-8"),
+        headers={"Content-Type": "application/json"},
+        method="POST",
+    )
+    try:
+        with urllib.request.urlopen(req, timeout=30) as resp:
+            return resp.read().decode("utf-8")
+    except urllib.error.HTTPError as e:
+        raise Exception(f"HTTP {e.code}: {e.read().decode('utf-8')}")
+
+
+def keystore_get(address: str, password: str) -> dict:
+    body = json.dumps({"address": address, "password": password})
+    return json.loads(post_raw_json(f"{ADMIN_URL}/v1/admin/keystore-get", body))
+
+
+def get_height() -> int:
+    return json.loads(post_raw_json(f"{RPC_URL}/v1/query/height", "{}")).get("height", 0)
+
+
+def get_account(address: str) -> dict:
+    return json.loads(post_raw_json(f"{RPC_URL}/v1/query/account", json.dumps({"address": address})))
+
+
+def check_failed_txs(address: str) -> int:
+    body = json.dumps({"address": address, "perPage": 20})
+    return json.loads(post_raw_json(f"{RPC_URL}/v1/query/failed-txs", body)).get("totalCount", 0)
+
+
+def build_predict_tx(priv_hex: str, pub_hex: str, from_address_hex: str, features: list, height: int) -> dict:
+    tx_time = int(time.time() * 1_000_000)  # microseconds
+
+    # Build the message proto
+    msg = tx_pb2.MessagePredict()
+    msg.from_address = bytes.fromhex(from_address_hex)
+    msg.features.extend(features)
+    msg_bytes = msg.SerializeToString()
+
+    # Sign bytes: Transaction without signature
+    any_msg = any_pb2.Any()
+    any_msg.type_url = PREDICT_TYPE_URL
+    any_msg.value = msg_bytes
+
+    tx = tx_pb2.Transaction()
+    tx.message_type = "predict"
+    tx.msg.CopyFrom(any_msg)
+    tx.created_height = height
+    tx.time = tx_time
+    tx.fee = FEE
+    tx.network_id = NETWORK_ID
+    tx.chain_id = CHAIN_ID
+    sign_bytes = tx.SerializeToString()
+
+    # BLS sign (G2, BasicSchemeMPL — matches canopy crypto)
+    sk = PrivateKey.from_bytes(bytes.fromhex(priv_hex))
+    sig = BasicSchemeMPL.sign(sk, sign_bytes)
+
+    return {
+        "type": "predict",
+        "msgTypeUrl": PREDICT_TYPE_URL,
+        "msgBytes": msg_bytes.hex(),
+        "signature": {
+            "publicKey": pub_hex,
+            "signature": bytes(sig).hex(),
+        },
+        "time": tx_time,
+        "createdHeight": height,
+        "fee": FEE,
+        "memo": "",
+        "networkID": NETWORK_ID,
+        "chainID": CHAIN_ID,
+    }
+
+
+def main() -> None:
+    print("=== G2 On-Chain Predict — E2E test ===")
+    print(f"Node height before: {get_height()}")
+    print(f"Account before:     {get_account(OPERATOR_ADDR)}")
+
+    # 1. Fetch key material
+    key = keystore_get(OPERATOR_ADDR, PASSWORD)
+    pub_hex = key.get("publicKey") or key.get("PublicKey") or ""
+    priv_hex = key.get("privateKey") or key.get("PrivateKey") or ""
+    assert pub_hex and priv_hex, f"keystore-get returned incomplete key: {list(key.keys())}"
+    print(f"Operator: {OPERATOR_ADDR} (pub {pub_hex[:16]}...)")
+
+    # 2-3. Build + sign (7 features → G2 octo-fusion path to 28D)
+    features = [0.5, -1.25, 2.0, 0.75, -0.33, 1.1, 0.0]
+    height = get_height()
+    tx = build_predict_tx(priv_hex, pub_hex, OPERATOR_ADDR, features, height)
+
+    # 4. Submit
+    resp = post_raw_json(f"{RPC_URL}/v1/tx", json.dumps(tx))
+    print(f"Submit response: {resp}")
+
+    # 5. Wait for block inclusion
+    print("Waiting for block inclusion...")
+    for _ in range(20):
+        time.sleep(2)
+        failed = check_failed_txs(OPERATOR_ADDR)
+        acct = get_account(OPERATOR_ADDR)
+        print(f"  height={get_height()} failedTx={failed} balance={acct.get('amount')}")
+        if failed > 0:
+            print("❌ Transaction FAILED — check node log for plugin error")
+            return
+        # balance dropped by fee → tx included and delivered
+        if acct.get("amount", 0) < 1000000:
+            print("✅ SUCCESS — predict delivered on-chain! (fee deducted, AI inference ran)")
+            return
+
+    print("⚠️ No inclusion detected within timeout — check logs")
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/plugin/python/tests/test_contract.py b/plugin/python/tests/test_contract.py
index 31fc36a791..1c9154ca7d 100644
--- a/plugin/python/tests/test_contract.py
+++ b/plugin/python/tests/test_contract.py
@@ -2,23 +2,53 @@
 Unit tests for the Contract class.
 
 Covers the current `contract.contract` API: lifecycle hooks, stateless message
-validation for the base 'send' transaction, and the tutorial 'faucet'/'reward'
-transactions.
+validation for the base 'send' transaction, and the on-chain AI 'predict' transaction.
 """
 
+import asyncio
+import json
+import unittest
+
 import pytest
+from google.protobuf.any_pb2 import Any
+
+from contract.contract import (
+    Contract,
+    key_for_account,
+    key_for_dashboard,
+    key_for_fee_params,
+)
 
 from contract.contract import Contract
 from contract.plugin import Config
 from contract.error import PluginError
 from contract.proto import (
     MessageSend,
-    MessageFaucet,
-    MessageReward,
+    MessagePredict,
+    MessageFeedback,
+    MessageStake,
+    MessageCreateMarket,
+    MessageResolveMarket,
+    MessageClaimReward,
+    MessageRegisterModel,
     PluginGenesisRequest,
     PluginBeginRequest,
     PluginEndRequest,
     PluginCheckRequest,
+    PluginDeliverRequest,
+    PluginStateReadRequest,
+    PluginStateReadResponse,
+    PluginStateWriteRequest,
+    PluginStateWriteResponse,
+    PluginKeyRead,
+    PluginReadResult,
+    PluginStateEntry,
+    PluginSetOp,
+    PluginDeleteOp,
+    Transaction,
+    Account,
+    Pool,
+    FeeParams,
 )
 
 # Error codes (see contract/error.py)
@@ -88,55 +118,164 @@ def test_invalid_amount(self, contract):
         assert exc.value.code == CODE_INVALID_AMOUNT
 
 
-class TestCheckMessageFaucet:
-    """Stateless validation of the tutorial 'faucet' message."""
+class TestCheckMessagePredict:
+    """Stateless validation of the on-chain AI 'predict' message."""
+
+    def test_valid_42d(self, contract):
+        msg = MessagePredict(from_address=ADDR_A, features=[0.1] * 42)
+        result = contract._check_message_predict(msg)
+
+        assert not result.HasField("error")
+        assert list(result.authorized_signers) == [ADDR_A]
+
+    def test_valid_7d(self, contract):
+        msg = MessagePredict(from_address=ADDR_A, features=[1.0, 2.0, 3.0])
+        result = contract._check_message_predict(msg)
+
+
+
+        assert not result.HasField("error")
+        assert list(result.authorized_signers) == [ADDR_A]
+
+    def test_invalid_from_address(self, contract):
+        msg = MessagePredict(from_address=ADDR_SHORT, features=[0.1] * 42)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_predict(msg)
+        assert exc.value.code == CODE_INVALID_ADDRESS
+
+    def test_features_too_large(self, contract):
+        msg = MessagePredict(from_address=ADDR_A, features=[0.0] * 257)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_predict(msg)
+        assert exc.value.code == 1
+        assert "features too large" in exc.value.msg
+
+
+class TestCheckMessageFeedback:
+    """Stateless validation of the on-chain learning 'feedback' message."""
 
     def test_valid(self, contract):
-        msg = MessageFaucet(signer_address=ADDR_A, recipient_address=ADDR_B, amount=500)
-        result = contract._check_message_faucet(msg)
+        msg = MessageFeedback(from_address=ADDR_A, predict_seq=5, correct=True, actual_class=3)
+        result = contract._check_message_feedback(msg)
 
         assert not result.HasField("error")
-        assert result.recipient == ADDR_B
         assert list(result.authorized_signers) == [ADDR_A]
 
-    def test_invalid_recipient(self, contract):
-        msg = MessageFaucet(signer_address=ADDR_A, recipient_address=ADDR_SHORT, amount=500)
+    def test_invalid_from_address(self, contract):
+        msg = MessageFeedback(from_address=ADDR_SHORT, predict_seq=5, correct=True)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_feedback(msg)
+        assert exc.value.code == CODE_INVALID_ADDRESS
+
+
+class TestCheckMessageStake:
+    """Stateless validation of the prediction market 'stake' message."""
+
+    def test_valid(self, contract):
+        msg = MessageStake(from_address=ADDR_A, market_id=1, amount=1000, outcome=3)
+        result = contract._check_message_stake(msg)
+
+        assert not result.HasField("error")
+        assert list(result.authorized_signers) == [ADDR_A]
+
+    def test_invalid_from_address(self, contract):
+        msg = MessageStake(from_address=ADDR_SHORT, market_id=1, amount=1000, outcome=3)
         with pytest.raises(PluginError) as exc:
-            contract._check_message_faucet(msg)
+            contract._check_message_stake(msg)
         assert exc.value.code == CODE_INVALID_ADDRESS
 
     def test_invalid_amount(self, contract):
-        msg = MessageFaucet(signer_address=ADDR_A, recipient_address=ADDR_B, amount=0)
+        msg = MessageStake(from_address=ADDR_A, market_id=1, amount=0, outcome=3)
         with pytest.raises(PluginError) as exc:
-            contract._check_message_faucet(msg)
+            contract._check_message_stake(msg)
         assert exc.value.code == CODE_INVALID_AMOUNT
 
+    def test_invalid_outcome(self, contract):
+        msg = MessageStake(from_address=ADDR_A, market_id=1, amount=1000, outcome=16)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_stake(msg)
+        assert exc.value.code == 1
+        assert "invalid outcome class" in exc.value.msg
+
 
-class TestCheckMessageReward:
-    """Stateless validation of the tutorial 'reward' message."""
+class TestCheckMessageCreateMarket:
+    """Stateless validation of the prediction market 'create_market' message."""
 
     def test_valid(self, contract):
-        msg = MessageReward(admin_address=ADDR_A, recipient_address=ADDR_B, amount=750)
-        result = contract._check_message_reward(msg)
+        msg = MessageCreateMarket(from_address=ADDR_A, question="BTC up?", resolution_height=1000, stake=5000)
+        result = contract._check_message_create_market(msg)
 
         assert not result.HasField("error")
-        assert result.recipient == ADDR_B
         assert list(result.authorized_signers) == [ADDR_A]
 
-    def test_invalid_admin(self, contract):
-        msg = MessageReward(admin_address=ADDR_SHORT, recipient_address=ADDR_B, amount=750)
+    def test_invalid_from_address(self, contract):
+        msg = MessageCreateMarket(from_address=ADDR_SHORT, question="BTC up?", resolution_height=1000, stake=5000)
         with pytest.raises(PluginError) as exc:
-            contract._check_message_reward(msg)
+            contract._check_message_create_market(msg)
         assert exc.value.code == CODE_INVALID_ADDRESS
 
-    def test_invalid_amount(self, contract):
-        msg = MessageReward(admin_address=ADDR_A, recipient_address=ADDR_B, amount=0)
+    def test_empty_question(self, contract):
+        msg = MessageCreateMarket(from_address=ADDR_A, question="", resolution_height=1000, stake=5000)
         with pytest.raises(PluginError) as exc:
-            contract._check_message_reward(msg)
+            contract._check_message_create_market(msg)
+        assert exc.value.code == 1
+        assert "question cannot be empty" in exc.value.msg
+
+    def test_zero_resolution_height(self, contract):
+        msg = MessageCreateMarket(from_address=ADDR_A, question="BTC up?", resolution_height=0, stake=5000)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_create_market(msg)
+        assert exc.value.code == 1
+        assert "resolution height must be > 0" in exc.value.msg
+
+    def test_zero_stake(self, contract):
+        msg = MessageCreateMarket(from_address=ADDR_A, question="BTC up?", resolution_height=1000, stake=0)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_create_market(msg)
         assert exc.value.code == CODE_INVALID_AMOUNT
 
 
-@pytest.mark.asyncio
+class TestCheckMessageResolveMarket:
+    """Stateless validation of the prediction market 'resolve_market' message."""
+
+    def test_valid(self, contract):
+        msg = MessageResolveMarket(from_address=ADDR_A, market_id=1, actual_class=3)
+        result = contract._check_message_resolve_market(msg)
+
+        assert not result.HasField("error")
+        assert list(result.authorized_signers) == [ADDR_A]
+
+    def test_invalid_from_address(self, contract):
+        msg = MessageResolveMarket(from_address=ADDR_SHORT, market_id=1, actual_class=3)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_resolve_market(msg)
+        assert exc.value.code == CODE_INVALID_ADDRESS
+
+    def test_invalid_actual_class(self, contract):
+        msg = MessageResolveMarket(from_address=ADDR_A, market_id=1, actual_class=16)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_resolve_market(msg)
+        assert exc.value.code == 1
+        assert "invalid actual class" in exc.value.msg
+
+
+class TestCheckMessageClaimReward:
+    """Stateless validation of the prediction market 'claim_reward' message."""
+
+    def test_valid(self, contract):
+        msg = MessageClaimReward(from_address=ADDR_A, market_id=1)
+        result = contract._check_message_claim_reward(msg)
+
+        assert not result.HasField("error")
+        assert list(result.authorized_signers) == [ADDR_A]
+
+    def test_invalid_from_address(self, contract):
+        msg = MessageClaimReward(from_address=ADDR_SHORT, market_id=1)
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_claim_reward(msg)
+        assert exc.value.code == CODE_INVALID_ADDRESS
+
+
 class TestCheckTx:
     """check_tx wiring guards."""
 
@@ -147,3 +286,651 @@ async def test_check_tx_without_plugin(self, config):
 
         assert result.HasField("error")
         assert "plugin or config not initialized" in result.error.msg
+
+
+# ---------------------------------------------------------------------------
+# DeliverTx end-to-end tests (mock plugin with in-memory state)
+# ---------------------------------------------------------------------------
+
+import json as _json
+from contract.contract import (
+    key_for_account,
+    key_for_fee_pool,
+    key_for_fee_params,
+    key_for_market,
+    key_for_market_counter,
+    key_for_stake,
+    key_for_model_counter,
+    key_for_model_registry,
+    key_for_active_model,
+    marshal,
+)
+
+
+class MockPlugin:
+    """In-memory mock of the Canopy Plugin state_read/state_write API."""
+
+    def __init__(self, state: dict):
+        self.state = state
+
+    async def state_read(self, contract, request: PluginStateReadRequest) -> PluginStateReadResponse:
+        response = PluginStateReadResponse()
+        for key_read in request.keys:
+            result = PluginReadResult(query_id=key_read.query_id)
+            value = self.state.get(key_read.key)
+            if value is not None:
+                result.entries.append(PluginStateEntry(key=key_read.key, value=value))
+            response.results.append(result)
+        return response
+
+    async def state_write(self, contract, request: PluginStateWriteRequest) -> PluginStateWriteResponse:
+        for set_op in request.sets:
+            self.state[set_op.key] = set_op.value
+        for delete_op in request.deletes:
+            self.state.pop(delete_op.key, None)
+        return PluginStateWriteResponse()
+
+
+def _make_deliver_contract(initial_balance: int = 1_000_000) -> Contract:
+    """Build a Contract wired to a MockPlugin with a funded account + fee params."""
+    cfg = Config(chain_id=1)
+    state: dict = {}
+
+    # Funded account for ADDR_A
+    acct = Account(address=ADDR_A, amount=initial_balance, nonce=0)
+    state[key_for_account(ADDR_A)] = marshal(acct)
+
+    # Fee pool (chain_id=1)
+    pool = Pool(id=1, amount=0)
+    state[key_for_fee_pool(1)] = marshal(pool)
+
+    # Fee params (send_fee=10, predict_fee=100)
+    fee_params = FeeParams(send_fee=10, predict_fee=100)
+    state[key_for_fee_params()] = marshal(fee_params)
+
+    plugin = MockPlugin(state)
+    contract = Contract(config=cfg, plugin=plugin, fsm_id=1)
+    return contract
+
+
+def _deliver_request(msg, type_url: str, fee: int = 10) -> PluginDeliverRequest:
+    """Wrap a message in a PluginDeliverRequest with the given type URL."""
+    from google.protobuf import any_pb2
+
+    any_msg = any_pb2.Any()
+    any_msg.type_url = type_url
+    any_msg.value = msg.SerializeToString()
+
+    tx = Transaction(
+        message_type=type_url.split("/")[-1],
+        fee=fee,
+        memo="",
+        nonce=0,
+    )
+    tx.msg.CopyFrom(any_msg)
+
+    return PluginDeliverRequest(tx=tx, height=1)
+
+
+class TestDeliverMarketplace:
+    """Full end-to-end marketplace cycle: create_market → stake → resolve → claim."""
+
+    async def test_full_cycle(self):
+        contract = _make_deliver_contract(initial_balance=1_000_000)
+
+        # 1. Create market (fee=10, stake=5000)
+        create_msg = MessageCreateMarket(
+            from_address=ADDR_A,
+            question="BTC up?",
+            resolution_height=1000,
+            stake=5000,
+        )
+        resp = await contract.deliver_tx(_deliver_request(create_msg, "type.googleapis.com/types.MessageCreateMarket"))
+        assert not resp.HasField("error"), resp.error
+
+        # Market ID 1 should exist in state
+        market_bytes = contract.plugin.state.get(key_for_market(1))
+        assert market_bytes is not None
+        market = _json.loads(market_bytes.decode("utf-8"))
+        assert market["id"] == 1
+        assert market["creator"] == ADDR_A.hex()
+        assert market["total_pool"] == 5000
+        assert market["resolved"] is False
+
+        # Counter should be 1
+        counter_bytes = contract.plugin.state.get(key_for_market_counter())
+        assert int.from_bytes(counter_bytes, "big") == 1
+
+        # 2. Stake on outcome 3 (fee=10, amount=2000)
+        stake_msg = MessageStake(from_address=ADDR_A, market_id=1, amount=2000, outcome=3)
+        resp = await contract.deliver_tx(_deliver_request(stake_msg, "type.googleapis.com/types.MessageStake"))
+        assert not resp.HasField("error"), resp.error
+
+        # Market pool updated (JSON keys are strings)
+        market_bytes = contract.plugin.state.get(key_for_market(1))
+        market = _json.loads(market_bytes.decode("utf-8"))
+        assert market["total_pool"] == 7000
+        assert market["outcome_pools"]["3"] == 2000
+
+        # Stake record created
+        stake_bytes = contract.plugin.state.get(key_for_stake(ADDR_A, 1))
+        assert stake_bytes is not None
+        stake = _json.loads(stake_bytes.decode("utf-8"))
+        assert stake["outcome"] == 3
+        assert stake["amount"] == 2000
+        assert stake["claimed"] is False
+
+        # 3. Resolve market with actual_class=3 (fee=10)
+        resolve_msg = MessageResolveMarket(from_address=ADDR_A, market_id=1, actual_class=3)
+        resp = await contract.deliver_tx(_deliver_request(resolve_msg, "type.googleapis.com/types.MessageResolveMarket"))
+        assert not resp.HasField("error"), resp.error
+
+        market_bytes = contract.plugin.state.get(key_for_market(1))
+        market = _json.loads(market_bytes.decode("utf-8"))
+        assert market["resolved"] is True
+        assert market["actual_class"] == 3
+        assert market["resolver"] == ADDR_A.hex()
+
+        # 4. Claim reward (fee=10)
+        claim_msg = MessageClaimReward(from_address=ADDR_A, market_id=1)
+        resp = await contract.deliver_tx(_deliver_request(claim_msg, "type.googleapis.com/types.MessageClaimReward"))
+        assert not resp.HasField("error"), resp.error
+
+        # Stake marked as claimed
+        stake_bytes = contract.plugin.state.get(key_for_stake(ADDR_A, 1))
+        stake = _json.loads(stake_bytes.decode("utf-8"))
+        assert stake["claimed"] is True
+
+        # Account balance: 1_000_000 - 10 - 5000 - 10 - 2000 - 10 - 10 + reward
+        # reward = (2000 * 7000) // 2000 = 7000
+        acct_bytes = contract.plugin.state.get(key_for_account(ADDR_A))
+        acct = Account.FromString(acct_bytes)
+        expected = 1_000_000 - 10 - 5000 - 10 - 2000 - 10 - 10 + 7000
+        assert acct.amount == expected, f"expected {expected}, got {acct.amount}"
+
+    async def test_stake_missing_market_fails(self):
+        contract = _make_deliver_contract()
+
+        stake_msg = MessageStake(from_address=ADDR_A, market_id=99, amount=1000, outcome=3)
+        resp = await contract.deliver_tx(_deliver_request(stake_msg, "type.googleapis.com/types.MessageStake"))
+
+        assert resp.HasField("error")
+        assert "market not found" in resp.error.msg
+
+    async def test_resolve_non_creator_fails(self):
+        contract = _make_deliver_contract()
+
+        # Create market as ADDR_A
+        create_msg = MessageCreateMarket(
+            from_address=ADDR_A,
+            question="BTC up?",
+            resolution_height=1000,
+            stake=5000,
+        )
+        resp = await contract.deliver_tx(_deliver_request(create_msg, "type.googleapis.com/types.MessageCreateMarket"))
+        assert not resp.HasField("error"), resp.error
+
+        # Try to resolve as ADDR_B (not creator)
+        resolve_msg = MessageResolveMarket(from_address=ADDR_B, market_id=1, actual_class=3)
+        resp = await contract.deliver_tx(_deliver_request(resolve_msg, "type.googleapis.com/types.MessageResolveMarket"))
+
+        assert resp.HasField("error")
+        assert "only market creator can resolve" in resp.error.msg
+
+    async def test_claim_wrong_outcome_fails(self):
+        contract = _make_deliver_contract()
+
+        # Create market
+        create_msg = MessageCreateMarket(
+            from_address=ADDR_A,
+            question="BTC up?",
+            resolution_height=1000,
+            stake=5000,
+        )
+        resp = await contract.deliver_tx(_deliver_request(create_msg, "type.googleapis.com/types.MessageCreateMarket"))
+        assert not resp.HasField("error"), resp.error
+
+        # Stake on outcome 3
+        stake_msg = MessageStake(from_address=ADDR_A, market_id=1, amount=2000, outcome=3)
+        resp = await contract.deliver_tx(_deliver_request(stake_msg, "type.googleapis.com/types.MessageStake"))
+        assert not resp.HasField("error"), resp.error
+
+        # Resolve with actual_class=5 (wrong)
+        resolve_msg = MessageResolveMarket(from_address=ADDR_A, market_id=1, actual_class=5)
+        resp = await contract.deliver_tx(_deliver_request(resolve_msg, "type.googleapis.com/types.MessageResolveMarket"))
+        assert not resp.HasField("error"), resp.error
+
+        # Claim should fail
+        claim_msg = MessageClaimReward(from_address=ADDR_A, market_id=1)
+        resp = await contract.deliver_tx(_deliver_request(claim_msg, "type.googleapis.com/types.MessageClaimReward"))
+
+        assert resp.HasField("error")
+        assert "stake was not correct" in resp.error.msg
+
+    async def test_claim_twice_fails(self):
+        contract = _make_deliver_contract()
+
+        # Full cycle
+        create_msg = MessageCreateMarket(
+            from_address=ADDR_A,
+            question="BTC up?",
+            resolution_height=1000,
+            stake=5000,
+        )
+        resp = await contract.deliver_tx(_deliver_request(create_msg, "type.googleapis.com/types.MessageCreateMarket"))
+        assert not resp.HasField("error"), resp.error
+
+        stake_msg = MessageStake(from_address=ADDR_A, market_id=1, amount=2000, outcome=3)
+        resp = await contract.deliver_tx(_deliver_request(stake_msg, "type.googleapis.com/types.MessageStake"))
+        assert not resp.HasField("error"), resp.error
+
+        resolve_msg = MessageResolveMarket(from_address=ADDR_A, market_id=1, actual_class=3)
+        resp = await contract.deliver_tx(_deliver_request(resolve_msg, "type.googleapis.com/types.MessageResolveMarket"))
+        assert not resp.HasField("error"), resp.error
+
+        claim_msg = MessageClaimReward(from_address=ADDR_A, market_id=1)
+        resp = await contract.deliver_tx(_deliver_request(claim_msg, "type.googleapis.com/types.MessageClaimReward"))
+        assert not resp.HasField("error"), resp.error
+
+        # Second claim should fail
+        resp = await contract.deliver_tx(_deliver_request(claim_msg, "type.googleapis.com/types.MessageClaimReward"))
+        assert resp.HasField("error")
+        assert "reward already claimed" in resp.error.msg
+
+    async def test_insufficient_funds_fails(self):
+        contract = _make_deliver_contract(initial_balance=100)
+
+        create_msg = MessageCreateMarket(
+            from_address=ADDR_A,
+            question="BTC up?",
+            resolution_height=1000,
+            stake=5000,
+        )
+        resp = await contract.deliver_tx(_deliver_request(create_msg, "type.googleapis.com/types.MessageCreateMarket"))
+
+        assert resp.HasField("error")
+        assert "insufficient funds" in resp.error.msg
+
+
+class TestCheckMessageRegisterModel:
+    """Stateless validation of the model versioning 'register_model' message."""
+
+    def test_valid(self, contract):
+        msg = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=1,
+            weights_hash="abc123",
+            accuracy=0.95,
+            in_dim=42,
+            n_classes=16,
+            description="42D krypto",
+        )
+        result = contract._check_message_register_model(msg)
+
+        assert not result.HasField("error")
+        assert list(result.authorized_signers) == [ADDR_A]
+
+    def test_invalid_from_address(self, contract):
+        msg = MessageRegisterModel(
+            from_address=ADDR_SHORT,
+            version=1,
+            weights_hash="abc123",
+            accuracy=0.95,
+            in_dim=42,
+            n_classes=16,
+        )
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_register_model(msg)
+        assert exc.value.code == CODE_INVALID_ADDRESS
+
+    def test_zero_version(self, contract):
+        msg = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=0,
+            weights_hash="abc123",
+            accuracy=0.95,
+            in_dim=42,
+            n_classes=16,
+        )
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_register_model(msg)
+        assert exc.value.code == 1
+        assert "version must be > 0" in exc.value.msg
+
+    def test_empty_weights_hash(self, contract):
+        msg = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=1,
+            weights_hash="",
+            accuracy=0.95,
+            in_dim=42,
+            n_classes=16,
+        )
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_register_model(msg)
+        assert exc.value.code == 1
+        assert "weights hash cannot be empty" in exc.value.msg
+
+    def test_invalid_accuracy(self, contract):
+        msg = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=1,
+            weights_hash="abc123",
+            accuracy=1.5,
+            in_dim=42,
+            n_classes=16,
+        )
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_register_model(msg)
+        assert exc.value.code == 1
+        assert "accuracy must be in [0, 1]" in exc.value.msg
+
+    def test_invalid_in_dim(self, contract):
+        msg = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=1,
+            weights_hash="abc123",
+            accuracy=0.95,
+            in_dim=64,
+            n_classes=16,
+        )
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_register_model(msg)
+        assert exc.value.code == 1
+        assert "in_dim must be 28 or 42" in exc.value.msg
+
+    def test_zero_n_classes(self, contract):
+        msg = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=1,
+            weights_hash="abc123",
+            accuracy=0.95,
+            in_dim=42,
+            n_classes=0,
+        )
+        with pytest.raises(PluginError) as exc:
+            contract._check_message_register_model(msg)
+        assert exc.value.code == 1
+        assert "n_classes must be > 0" in exc.value.msg
+
+
+class TestDeliverModelRegistry:
+    """Full end-to-end model versioning: register_model → registry + active pointer."""
+
+    async def test_register_first_model(self):
+        contract = _make_deliver_contract()
+
+        msg = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=1,
+            weights_hash="abc123",
+            accuracy=0.95,
+            in_dim=42,
+            n_classes=16,
+            description="42D krypto",
+        )
+        resp = await contract.deliver_tx(_deliver_request(msg, "type.googleapis.com/types.MessageRegisterModel"))
+        assert not resp.HasField("error"), resp.error
+
+        # Model version 1 should exist in registry
+        model_bytes = contract.plugin.state.get(key_for_model_registry(1))
+        assert model_bytes is not None
+        model = _json.loads(model_bytes.decode("utf-8"))
+        assert model["version"] == 1
+        assert model["weights_hash"] == "abc123"
+        assert model["accuracy"] == 0.95
+        assert model["in_dim"] == 42
+        assert model["n_classes"] == 16
+        assert model["description"] == "42D krypto"
+        assert model["registered_by"] == ADDR_A.hex()
+
+        # Counter should be 1
+        counter_bytes = contract.plugin.state.get(key_for_model_counter())
+        assert int.from_bytes(counter_bytes, "big") == 1
+
+        # Active model pointer should be 1
+        active_bytes = contract.plugin.state.get(key_for_active_model())
+        assert active_bytes.decode("utf-8") == "1"
+
+        # Account balance: 1_000_000 - 10 (fee)
+        acct_bytes = contract.plugin.state.get(key_for_account(ADDR_A))
+        acct = Account.FromString(acct_bytes)
+        assert acct.amount == 1_000_000 - 10
+
+    async def test_register_second_model_updates_active(self):
+        contract = _make_deliver_contract()
+
+        # Register v1
+        msg1 = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=1,
+            weights_hash="abc123",
+            accuracy=0.90,
+            in_dim=28,
+            n_classes=16,
+            description="28D",
+        )
+        resp = await contract.deliver_tx(_deliver_request(msg1, "type.googleapis.com/types.MessageRegisterModel"))
+        assert not resp.HasField("error"), resp.error
+
+        # Register v2
+        msg2 = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=2,
+            weights_hash="def456",
+            accuracy=0.95,
+            in_dim=42,
+            n_classes=16,
+            description="42D krypto",
+        )
+        resp = await contract.deliver_tx(_deliver_request(msg2, "type.googleapis.com/types.MessageRegisterModel"))
+        assert not resp.HasField("error"), resp.error
+
+        # Both versions in registry
+        model1_bytes = contract.plugin.state.get(key_for_model_registry(1))
+        model1 = _json.loads(model1_bytes.decode("utf-8"))
+        assert model1["version"] == 1
+        assert model1["in_dim"] == 28
+
+        model2_bytes = contract.plugin.state.get(key_for_model_registry(2))
+        model2 = _json.loads(model2_bytes.decode("utf-8"))
+        assert model2["version"] == 2
+        assert model2["in_dim"] == 42
+
+        # Counter should be 2
+        counter_bytes = contract.plugin.state.get(key_for_model_counter())
+        assert int.from_bytes(counter_bytes, "big") == 2
+
+        # Active model pointer should be 2 (latest)
+        active_bytes = contract.plugin.state.get(key_for_active_model())
+        assert active_bytes.decode("utf-8") == "2"
+
+    async def test_register_insufficient_funds_fails(self):
+        contract = _make_deliver_contract(initial_balance=5)
+
+        msg = MessageRegisterModel(
+            from_address=ADDR_A,
+            version=1,
+            weights_hash="abc123",
+            accuracy=0.95,
+            in_dim=42,
+            n_classes=16,
+        )
+        resp = await contract.deliver_tx(_deliver_request(msg, "type.googleapis.com/types.MessageRegisterModel"))
+
+        assert resp.HasField("error")
+        assert "insufficient funds" in resp.error.msg
+
+
+class TestDashboardOnChain(unittest.TestCase):
+    """Test the on-chain dashboard aggregate record (0x0b)."""
+
+    def setUp(self):
+        self.plugin = MockPlugin({})
+        self.contract = Contract(config=Config(chain_id=1), plugin=self.plugin)
+        # Seed fee params
+        fee_params = FeeParams(send_fee=10, predict_fee=20)
+        self.plugin.state[key_for_fee_params()] = fee_params.SerializeToString()
+        # Seed sender account with 1M QARD
+        self.sender = bytes(range(20))
+        self.sender_account = Account(amount=1_000_000, nonce=0)
+        self.plugin.state[key_for_account(self.sender)] = self.sender_account.SerializeToString()
+
+    def _make_predict_tx(self):
+        msg = MessagePredict(from_address=self.sender, features=[1.0]*42)
+        tx = Transaction(msg=Any(type_url='type.googleapis.com/types.MessagePredict', value=msg.SerializeToString()), fee=20)
+        return tx
+
+    def test_dashboard_created_after_predict(self):
+        """Dashboard record is created after a predict tx."""
+        tx = self._make_predict_tx()
+        resp = asyncio.get_event_loop().run_until_complete(self.contract.deliver_tx(PluginDeliverRequest(tx=tx)))
+        self.assertFalse(resp.HasField('error'))
+        dashboard_key = key_for_dashboard()
+        self.assertIn(dashboard_key, self.plugin.state)
+        dashboard = json.loads(self.plugin.state[dashboard_key].decode('utf-8'))
+        self.assertEqual(dashboard['total_predictions'], 1)
+        self.assertEqual(dashboard['revenue'], 20)
+        self.assertIn('class_counts', dashboard)
+        self.assertIn('accuracy', dashboard)
+        self.assertEqual(dashboard['accuracy'], 0.0)
+
+    def test_dashboard_accumulates_predictions(self):
+        """Dashboard accumulates multiple predictions."""
+        for _ in range(3):
+            tx = self._make_predict_tx()
+            resp = asyncio.get_event_loop().run_until_complete(self.contract.deliver_tx(PluginDeliverRequest(tx=tx)))
+            self.assertFalse(resp.HasField('error'))
+        dashboard_key = key_for_dashboard()
+        dashboard = json.loads(self.plugin.state[dashboard_key].decode('utf-8'))
+        self.assertEqual(dashboard['total_predictions'], 3)
+        self.assertEqual(dashboard['revenue'], 60)
+
+    def test_dashboard_feedback_updates_accuracy(self):
+        """Feedback updates accuracy in dashboard."""
+        # First predict
+        tx = self._make_predict_tx()
+        resp = asyncio.get_event_loop().run_until_complete(self.contract.deliver_tx(PluginDeliverRequest(tx=tx)))
+        self.assertFalse(resp.HasField('error'))
+        # Send feedback (correct)
+        msg = MessageFeedback(from_address=self.sender, predict_seq=0, correct=True, actual_class=1)
+        tx = Transaction(msg=Any(type_url='type.googleapis.com/types.MessageFeedback', value=msg.SerializeToString()), fee=10)
+        resp = asyncio.get_event_loop().run_until_complete(self.contract.deliver_tx(PluginDeliverRequest(tx=tx)))
+        self.assertFalse(resp.HasField('error'))
+        dashboard_key = key_for_dashboard()
+        dashboard = json.loads(self.plugin.state[dashboard_key].decode('utf-8'))
+        self.assertEqual(dashboard['total_feedback'], 1)
+        self.assertEqual(dashboard['correct_feedback'], 1)
+        self.assertEqual(dashboard['accuracy'], 1.0)
+
+    def test_dashboard_market_creation(self):
+        """Dashboard tracks market creation."""
+        msg = MessageCreateMarket(from_address=self.sender, question='Will G2 predict?', resolution_height=100, stake=100)
+        tx = Transaction(msg=Any(type_url='type.googleapis.com/types.MessageCreateMarket', value=msg.SerializeToString()), fee=10)
+        resp = asyncio.get_event_loop().run_until_complete(self.contract.deliver_tx(PluginDeliverRequest(tx=tx)))
+        self.assertFalse(resp.HasField('error'))
+        dashboard_key = key_for_dashboard()
+        dashboard = json.loads(self.plugin.state[dashboard_key].decode('utf-8'))
+        self.assertEqual(dashboard['total_markets'], 1)
+        self.assertEqual(dashboard['total_staked'], 100)
+
+    def test_dashboard_model_registration(self):
+        """Dashboard tracks model registration."""
+        msg = MessageRegisterModel(from_address=self.sender, version=1, weights_hash='abc123', accuracy=0.95, in_dim=42, n_classes=16, description='test')
+        tx = Transaction(msg=Any(type_url='type.googleapis.com/types.MessageRegisterModel', value=msg.SerializeToString()), fee=10)
+        resp = asyncio.get_event_loop().run_until_complete(self.contract.deliver_tx(PluginDeliverRequest(tx=tx)))
+        self.assertFalse(resp.HasField('error'))
+        dashboard_key = key_for_dashboard()
+        dashboard = json.loads(self.plugin.state[dashboard_key].decode('utf-8'))
+        self.assertEqual(dashboard['total_models'], 1)
+        self.assertEqual(dashboard['active_model'], 1)
+
+class TestDynamicFee(unittest.TestCase):
+    """Test the deterministic dynamic fee computation from dashboard metrics."""
+
+    def setUp(self):
+        self.plugin = MockPlugin({})
+        self.contract = Contract(config=Config(chain_id=1), plugin=self.plugin)
+        # Seed fee params
+        fee_params = FeeParams(send_fee=10, predict_fee=100)
+        self.plugin.state[key_for_fee_params()] = fee_params.SerializeToString()
+        # Seed sender account
+        self.sender = bytes(range(20))
+        self.sender_account = Account(amount=1_000_000, nonce=0)
+        self.plugin.state[key_for_account(self.sender)] = self.sender_account.SerializeToString()
+
+    def _check_tx(self, msg, type_url, fee):
+        """Run check_tx with the given message and fee."""
+        tx = Transaction(msg=Any(type_url=type_url, value=msg.SerializeToString()), fee=fee)
+        return asyncio.get_event_loop().run_until_complete(self.contract.check_tx(PluginCheckRequest(tx=tx)))
+
+    def test_no_dashboard_uses_base_fee(self):
+        """Without dashboard, fee must be at least base predict_fee (100)."""
+        msg = MessagePredict(from_address=self.sender, features=[1.0]*7)
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=100)
+        self.assertFalse(resp.HasField('error'))
+
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=99)
+        self.assertTrue(resp.HasField('error'))
+
+    def test_volume_increases_fee(self):
+        """Dashboard with 1000 predictions increases predict fee by 50% (100 -> 150)."""
+        dashboard = {"total_predictions": 1000, "accuracy": 0.0}
+        self.plugin.state[key_for_dashboard()] = json.dumps(dashboard).encode('utf-8')
+
+        msg = MessagePredict(from_address=self.sender, features=[1.0]*7)
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=150)
+        self.assertFalse(resp.HasField('error'))
+
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=149)
+        self.assertTrue(resp.HasField('error'))
+
+    def test_accuracy_increases_fee(self):
+        """Dashboard accuracy=1.0 adds +20% (100 -> 120)."""
+        dashboard = {"total_predictions": 0, "accuracy": 1.0}
+        self.plugin.state[key_for_dashboard()] = json.dumps(dashboard).encode('utf-8')
+
+        msg = MessagePredict(from_address=self.sender, features=[1.0]*7)
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=120)
+        self.assertFalse(resp.HasField('error'))
+
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=119)
+        self.assertTrue(resp.HasField('error'))
+
+    def test_complexity_increases_fee(self):
+        """42 features add +50% complexity premium (100 -> 150)."""
+        msg = MessagePredict(from_address=self.sender, features=[1.0]*42)
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=150)
+        self.assertFalse(resp.HasField('error'))
+
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=149)
+        self.assertTrue(resp.HasField('error'))
+
+    def test_combined_factors(self):
+        """All factors combine: 1000 preds (1.5) * acc=1.0 (1.2) * 42 features (1.5) = 100 * 2.7 = 270."""
+        dashboard = {"total_predictions": 1000, "accuracy": 1.0}
+        self.plugin.state[key_for_dashboard()] = json.dumps(dashboard).encode('utf-8')
+
+        msg = MessagePredict(from_address=self.sender, features=[1.0]*42)
+        # 100 * 1.5 * 1.2 * 1.5 = 270
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=270)
+        self.assertFalse(resp.HasField('error'))
+
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessagePredict', fee=269)
+        self.assertTrue(resp.HasField('error'))
+
+    def test_send_fee_dynamic(self):
+        """Send fee also scales with volume (10 -> 15)."""
+        dashboard = {"total_predictions": 1000, "accuracy": 0.0}
+        self.plugin.state[key_for_dashboard()] = json.dumps(dashboard).encode('utf-8')
+
+        msg = MessageSend(from_address=self.sender, to_address=b"b"*20, amount=100)
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessageSend', fee=15)
+        self.assertFalse(resp.HasField('error'))
+
+        resp = self._check_tx(msg, 'type.googleapis.com/types.MessageSend', fee=14)
+        self.assertTrue(resp.HasField('error'))
+
+
+if __name__ == '__main__':
+    unittest.main()