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app.py
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"""
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Axiom-Ref β HuggingFace Space / Gradio App
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"""
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import sys
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G_OPEN, G_CLOSE, S_OPEN, S_CLOSE, F_OPEN, F_CLOSE,
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OP_OFFSET, WIT_OFFSET, ATTESTED, WITHHELD, BOS, EOS,
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)
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from pipeline.mdlm.model import StructureModel, MaskingSchedule, generate
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from pipeline.mdlm.decoder import ConstrainedDecoder
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from pipeline.mdlm.governed_pipeline import (
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propose, decide, promote, execute, tokens_to_example,
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@@ -45,34 +49,29 @@ decoder = ConstrainedDecoder(
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gov_vocab=VOCAB_SIZE, prose_vocab=bpe_vocab, d_model=256, nhead=8,
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num_encoder_layers=3, num_decoder_layers=6, max_struct_len=40, max_prose_len=128,
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).to(device)
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decoder.load_state_dict(_dec_state)
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decoder.eval()
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decided = decide(candidates)
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t_count = sum(1 for _, d, _ in decided if d.tig_status == "T")
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f_count = sum(1 for _, d, _ in decided if d.tig_status == "F")
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admitted = [(c, d, e) for c, d, e in decided if d.tig_status == "T" and e is not None]
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# Phase 3: PROMOTE
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promoted = promote(admitted)
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if not promoted:
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return "No candidates passed governance.", "", "{}"
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# Phase 4: EXECUTE
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outputs = execute(promoted)
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example, commitment = promoted[0]
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gov_dict = outputs[0].gov_structure
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gen.append(nxt.item())
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prose = tokenizer.decode(gen)
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# Build governance trace
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output_hash = sha256(prose.encode()).hexdigest()
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gate_html = ""
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gate_names = ["G1 Structural Integrity", "G2 Completeness", "G3 Witness Sufficiency",
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"G4 Authority Separation", "G5 Provenance Continuity",
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"G6 Semantic Stability", "G7 Behavioral Prediction"]
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for g in gate_names:
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gate_html += f'<div style="padding:4px 0"><span style="color:#4ade80;font-weight:bold">PASS</span> {g}</div>'
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witness_html = ""
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for w_name, w_data in commitment.witnesses.items():
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status = "ATTESTED" if w_data["attested"] else "WITHHELD"
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color = "#4ade80" if w_data["attested"] else "#e94560"
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witness_html += f'<div style="padding:2px 0"><span style="color:{color};font-weight:bold">{status}</span> {w_name}</div>'
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trace = {
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"output_hash": output_hash
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"commitment": commitment.witness_bundle_hash[:32] + "...",
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"gov_structure": {
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"G": [op["operator"] for op in gov_dict["G"]],
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"S": [op["operator"] for op in gov_dict["S"]],
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"F": [op["operator"] for op in gov_dict["F"]],
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},
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"gates_passed": 7,
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"
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"
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"timestamp": datetime.now(timezone.utc).isoformat(),
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}
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<div style="
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</div>
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<
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<div style="color:#4ade80;font-weight:bold;margin-top:4px">Irrevocable</div>
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</div>
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</div>
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"""
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return prose, stats_html, json.dumps(trace, indent=2), f"G: {trace['gov_structure']['G']}\nS: {trace['gov_structure']['S']}\nF: {trace['gov_structure']['F']}"
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# ββ Gradio Interface ββ
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with gr.Blocks(
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title="Axiom-Ref: Governed Language Model",
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theme=gr.themes.Base(primary_hue="green", neutral_hue="slate"),
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css="""
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.output-prose { font-family: 'Courier New', monospace; font-size: 14px; }
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"""
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) as app:
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gr.Markdown("""
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# Axiom-Ref
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**
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Four phases: PROPOSE β DECIDE β PROMOTE β EXECUTE.
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No other language model ships a machine-verifiable governance trace with its output.
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""")
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with gr.
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gr.
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gr.Markdown("""
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---
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*[MetaCortex Dynamics DAO](https://github.com/MetaCortex-Dynamics) Β· [Source](https://github.com/MetaCortex-Dynamics/Axiom-Ref) Β· MIT License*
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""")
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if __name__ == "__main__":
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app.launch()
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"""
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Axiom-Ref β HuggingFace Space / Gradio App
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Two modes:
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1. GENERATE β produce governed output with proof
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2. VERIFY β submit output + trace, get pass/fail
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The verifier is the product demo. The proof is the point.
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"""
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import sys
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G_OPEN, G_CLOSE, S_OPEN, S_CLOSE, F_OPEN, F_CLOSE,
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OP_OFFSET, WIT_OFFSET, ATTESTED, WITHHELD, BOS, EOS,
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)
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from pipeline.mdlm.model import StructureModel, MaskingSchedule, generate as mdlm_generate
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from pipeline.mdlm.decoder import ConstrainedDecoder
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from pipeline.mdlm.governed_pipeline import (
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propose, decide, promote, execute, tokens_to_example,
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gov_vocab=VOCAB_SIZE, prose_vocab=bpe_vocab, d_model=256, nhead=8,
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num_encoder_layers=3, num_decoder_layers=6, max_struct_len=40, max_prose_len=128,
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).to(device)
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_ds = torch.load("models/axiom-ref/decoder_best.pt", weights_only=True, map_location=device)
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_ds = {k.replace("triad_embedding", "struct_embedding").replace("triad_pos", "struct_pos"): v for k, v in _ds.items()}
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decoder.load_state_dict(_ds)
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decoder.eval()
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# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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# TAB 1: GENERATE
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# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def generate_governed(num_candidates=10, temperature=0.7):
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"""Run the full 4-phase governed pipeline. Returns (prose, trace_panel, trace_json)."""
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candidates = propose(mdlm, num_candidates=int(num_candidates), g_slots=2, s_slots=2, f_slots=2)
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decided = decide(candidates)
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t_count = sum(1 for _, d, _ in decided if d.tig_status == "T")
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f_count = sum(1 for _, d, _ in decided if d.tig_status == "F")
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admitted = [(c, d, e) for c, d, e in decided if d.tig_status == "T" and e is not None]
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promoted = promote(admitted)
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if not promoted:
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return "No candidates passed governance.", "", "{}"
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outputs = execute(promoted)
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example, commitment = promoted[0]
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gov_dict = outputs[0].gov_structure
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gen.append(nxt.item())
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prose = tokenizer.decode(gen)
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output_hash = sha256(prose.encode()).hexdigest()
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trace = {
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"output_hash": output_hash,
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"gov_structure": {
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"G": [op["operator"] for op in gov_dict["G"]],
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"S": [op["operator"] for op in gov_dict["S"]],
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"F": [op["operator"] for op in gov_dict["F"]],
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},
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"gates_passed": 7,
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"witnesses": {w: {"attested": d["attested"]} for w, d in commitment.witnesses.items()},
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"commitment": commitment.witness_bundle_hash,
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"admission": f"{t_count}/{int(num_candidates)}",
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"timestamp": datetime.now(timezone.utc).isoformat(),
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}
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# Build panel
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gate_names = ["G1 Structural Integrity", "G2 Completeness", "G3 Witness Sufficiency",
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"G4 Authority Separation", "G5 Provenance Continuity",
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"G6 Semantic Stability", "G7 Behavioral Prediction"]
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gate_html = "".join(f'<div style="padding:3px 0"><span style="color:#4ade80;font-weight:bold">PASS</span> {g}</div>' for g in gate_names)
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wit_html = "".join(
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f'<div style="padding:2px 0"><span style="color:{"#4ade80" if d["attested"] else "#e94560"};font-weight:bold">{"ATTESTED" if d["attested"] else "WITHHELD"}</span> {w}</div>'
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for w, d in commitment.witnesses.items()
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)
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panel = f"""<div style="font-family:monospace;font-size:12px">
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<div style="margin-bottom:8px"><span style="color:#888">PIPELINE</span> Proposed: {int(num_candidates)} | Admitted: {t_count} | Rejected: {f_count}</div>
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<div style="margin-bottom:8px"><span style="color:#888">GATES</span>{gate_html}</div>
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<div style="margin-bottom:8px"><span style="color:#888">WITNESSES</span>{wit_html}</div>
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<div><span style="color:#888">COMMITMENT</span><div style="word-break:break-all;color:#555;font-size:10px">{commitment.witness_bundle_hash}</div>
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<div style="color:#4ade80;font-weight:bold;margin-top:4px">Irrevocable</div></div>
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</div>"""
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return prose, panel, json.dumps(trace, indent=2)
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# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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# TAB 2: VERIFY
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# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def verify_governance(output_text, trace_json_str):
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"""Verify a governance trace against its claimed output."""
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try:
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trace = json.loads(trace_json_str)
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except json.JSONDecodeError as e:
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return f'<div style="color:#e94560;font-weight:bold;font-size:16px">INVALID JSON: {e}</div>'
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checks = []
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all_pass = True
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# Check 1: Output hash matches
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claimed_hash = trace.get("output_hash", "")
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actual_hash = sha256(output_text.encode()).hexdigest()
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hash_match = claimed_hash == actual_hash
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if not hash_match:
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all_pass = False
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checks.append(("Output hash integrity", hash_match,
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f"Claimed: {claimed_hash[:24]}...<br>Computed: {actual_hash[:24]}..."))
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# Check 2: Structure present and complete
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gov = trace.get("gov_structure", {})
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has_g = bool(gov.get("G"))
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has_s = bool(gov.get("S"))
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has_f = bool(gov.get("F"))
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complete = has_g and has_s and has_f
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if not complete:
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all_pass = False
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checks.append(("Structure completeness", complete,
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f"G: {'present' if has_g else 'MISSING'} | S: {'present' if has_s else 'MISSING'} | F: {'present' if has_f else 'MISSING'}"))
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# Check 3: All 7 gates claimed passed
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gates = trace.get("gates_passed", 0)
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gates_ok = gates == 7
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if not gates_ok:
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all_pass = False
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checks.append(("Gates passed (7 required)", gates_ok, f"{gates}/7"))
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# Check 4: All 7 witnesses attested
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witnesses = trace.get("witnesses", {})
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attested_count = sum(1 for w in witnesses.values() if w.get("attested"))
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total_witnesses = len(witnesses)
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wit_ok = attested_count == 7 and total_witnesses == 7
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if not wit_ok:
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all_pass = False
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checks.append(("Witness unanimity (7/7)", wit_ok, f"{attested_count}/{total_witnesses} attested"))
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# Check 5: Commitment hash present
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commitment = trace.get("commitment", "")
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commit_ok = len(commitment) >= 32
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if not commit_ok:
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all_pass = False
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checks.append(("Commitment hash present", commit_ok,
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f"{commitment[:32]}..." if commitment else "MISSING"))
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# Check 6: Operators are valid
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| 201 |
+
all_ops = (gov.get("G", []) + gov.get("S", []) + gov.get("F", []))
|
| 202 |
+
valid_op_names = {TOKEN_NAMES[i] for i in range(OP_OFFSET, OP_OFFSET + 15)}
|
| 203 |
+
invalid_ops = [op for op in all_ops if op not in valid_op_names]
|
| 204 |
+
ops_ok = len(invalid_ops) == 0 and len(all_ops) > 0
|
| 205 |
+
if not ops_ok:
|
| 206 |
+
all_pass = False
|
| 207 |
+
checks.append(("Valid operators only", ops_ok,
|
| 208 |
+
f"{len(all_ops)} operators, {len(invalid_ops)} invalid" + (f": {invalid_ops}" if invalid_ops else "")))
|
| 209 |
+
|
| 210 |
+
# Check 7: Timestamp present and parseable
|
| 211 |
+
ts = trace.get("timestamp", "")
|
| 212 |
+
try:
|
| 213 |
+
datetime.fromisoformat(ts.replace("Z", "+00:00"))
|
| 214 |
+
ts_ok = True
|
| 215 |
+
except (ValueError, AttributeError):
|
| 216 |
+
ts_ok = False
|
| 217 |
+
if not ts_ok:
|
| 218 |
+
all_pass = False
|
| 219 |
+
checks.append(("Timestamp valid", ts_ok, ts if ts else "MISSING"))
|
| 220 |
+
|
| 221 |
+
# Build result HTML
|
| 222 |
+
verdict_color = "#4ade80" if all_pass else "#e94560"
|
| 223 |
+
verdict_text = "GOVERNANCE VERIFIED" if all_pass else "VERIFICATION FAILED"
|
| 224 |
+
|
| 225 |
+
rows = ""
|
| 226 |
+
for name, passed, detail in checks:
|
| 227 |
+
color = "#4ade80" if passed else "#e94560"
|
| 228 |
+
icon = "PASS" if passed else "FAIL"
|
| 229 |
+
rows += f'<tr><td style="padding:6px 12px;color:{color};font-weight:bold">{icon}</td><td style="padding:6px 12px;color:#ccc">{name}</td><td style="padding:6px 12px;color:#888;font-size:11px">{detail}</td></tr>'
|
| 230 |
+
|
| 231 |
+
return f"""
|
| 232 |
+
<div style="padding:16px">
|
| 233 |
+
<div style="font-size:24px;font-weight:bold;color:{verdict_color};margin-bottom:16px;text-align:center;padding:12px;border:2px solid {verdict_color};border-radius:8px">
|
| 234 |
+
{verdict_text}
|
| 235 |
</div>
|
| 236 |
+
<table style="width:100%;border-collapse:collapse">{rows}</table>
|
| 237 |
+
<div style="margin-top:16px;color:#555;font-size:11px;text-align:center">
|
| 238 |
+
7 checks performed. All must pass for governance verification.
|
|
|
|
| 239 |
</div>
|
| 240 |
</div>
|
| 241 |
"""
|
| 242 |
|
|
|
|
| 243 |
|
| 244 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 245 |
+
# GRADIO APP
|
| 246 |
+
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 247 |
|
|
|
|
| 248 |
with gr.Blocks(
|
| 249 |
title="Axiom-Ref: Governed Language Model",
|
| 250 |
theme=gr.themes.Base(primary_hue="green", neutral_hue="slate"),
|
|
|
|
|
|
|
|
|
|
| 251 |
) as app:
|
| 252 |
|
| 253 |
gr.Markdown("""
|
| 254 |
# Axiom-Ref
|
| 255 |
+
**Every output ships its own proof of governance.**
|
|
|
|
|
|
|
|
|
|
| 256 |
""")
|
| 257 |
|
| 258 |
+
with gr.Tabs():
|
| 259 |
+
|
| 260 |
+
# ββ Tab 1: Generate ββ
|
| 261 |
+
with gr.Tab("Generate"):
|
| 262 |
+
gr.Markdown("Generate governed output with a machine-verifiable governance trace.")
|
| 263 |
+
|
| 264 |
+
with gr.Row():
|
| 265 |
+
with gr.Column(scale=2):
|
| 266 |
+
num_candidates = gr.Slider(1, 50, value=10, step=1, label="Candidates to propose")
|
| 267 |
+
temperature = gr.Slider(0.1, 1.5, value=0.7, step=0.1, label="Temperature")
|
| 268 |
+
generate_btn = gr.Button("Generate", variant="primary", size="lg")
|
| 269 |
+
|
| 270 |
+
output_prose = gr.Code(label="Governed Output", language="c", lines=10)
|
| 271 |
+
|
| 272 |
+
with gr.Column(scale=1):
|
| 273 |
+
governance_panel = gr.HTML(label="Governance")
|
| 274 |
+
trace_json = gr.Code(label="Trace (JSON) β copy this to verify", language="json", lines=12)
|
| 275 |
+
|
| 276 |
+
generate_btn.click(
|
| 277 |
+
fn=generate_governed,
|
| 278 |
+
inputs=[num_candidates, temperature],
|
| 279 |
+
outputs=[output_prose, governance_panel, trace_json],
|
| 280 |
+
)
|
| 281 |
+
|
| 282 |
+
# ββ Tab 2: Verify ββ
|
| 283 |
+
with gr.Tab("Verify"):
|
| 284 |
+
gr.Markdown("""
|
| 285 |
+
**Submit any output + its governance trace. Get pass or fail.**
|
| 286 |
+
|
| 287 |
+
Paste the generated output and the JSON trace from the Generate tab (or from any Axiom model).
|
| 288 |
+
The verifier checks 7 governance conditions. All must pass.
|
| 289 |
+
""")
|
| 290 |
+
|
| 291 |
+
with gr.Row():
|
| 292 |
+
with gr.Column():
|
| 293 |
+
verify_output = gr.Textbox(label="Output text", lines=8, placeholder="Paste the generated output here...")
|
| 294 |
+
verify_trace = gr.Code(label="Governance trace (JSON)", language="json", lines=12, value='{\n "output_hash": "",\n "gov_structure": {"G": [], "S": [], "F": []},\n "gates_passed": 7,\n "witnesses": {},\n "commitment": "",\n "timestamp": ""\n}')
|
| 295 |
+
verify_btn = gr.Button("Verify Governance", variant="primary", size="lg")
|
| 296 |
+
|
| 297 |
+
with gr.Column():
|
| 298 |
+
verify_result = gr.HTML()
|
| 299 |
+
|
| 300 |
+
verify_btn.click(
|
| 301 |
+
fn=verify_governance,
|
| 302 |
+
inputs=[verify_output, verify_trace],
|
| 303 |
+
outputs=[verify_result],
|
| 304 |
+
)
|
| 305 |
|
| 306 |
gr.Markdown("""
|
| 307 |
---
|
| 308 |
*[MetaCortex Dynamics DAO](https://github.com/MetaCortex-Dynamics) Β· [Source](https://github.com/MetaCortex-Dynamics/Axiom-Ref) Β· MIT License*
|
| 309 |
""")
|
| 310 |
|
|
|
|
| 311 |
if __name__ == "__main__":
|
| 312 |
app.launch()
|