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- Integrate GPU scoring inline into reasoning/multi_path.py (auto-uses GPU when available) - Integrate GPU deduplication into multi_agent/consensus_engine.py - Add semantic_search() method to memory/semantic_graph.py with GPU acceleration - Integrate GPU training into self_improvement/training.py AutoTrainer - Fix all 758 ruff lint issues (whitespace, import sorting, unused imports, ambiguous vars, undefined names) - Fix all 40 mypy type errors across the codebase (no-any-return, union-attr, arg-type, etc.) - Fix deprecated ruff config keys (select/ignore -> [tool.ruff.lint]) - Add .dockerignore to exclude .venv/, tests/, docs/ from Docker builds - Add type hints and docstrings to verification/outcome.py - Fix E402 import ordering in witness_agent.py - Fix F821 undefined names in vector_pgvector.py and native.py - Fix E741 ambiguous variable names in reflective.py and recommender.py All 276 tests pass. 0 ruff errors. 0 mypy errors. Co-Authored-By: Nakamoto, S <defi@defi-oracle.io>
64 lines
2.1 KiB
Python
64 lines
2.1 KiB
Python
"""Trust memory: verified vs unverified, provenance, confidence decay for AGI."""
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from datetime import datetime, timezone
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from typing import Any
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from fusionagi._logger import logger
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def _utc_now() -> datetime:
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return datetime.now(timezone.utc)
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class TrustMemory:
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"""
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Tracks verified vs unverified claims, source provenance, and optional
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confidence decay over time.
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"""
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def __init__(self, decay_enabled: bool = False) -> None:
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self._entries: dict[str, dict[str, Any]] = {} # claim_id -> {verified, source, confidence, created_at}
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self._decay_enabled = decay_enabled
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def add(
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self,
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claim_id: str,
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verified: bool,
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source: str = "",
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confidence: float = 1.0,
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metadata: dict[str, Any] | None = None,
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) -> None:
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"""Record a claim with verification status and provenance."""
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self._entries[claim_id] = {
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"verified": verified,
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"source": source,
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"confidence": confidence,
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"created_at": _utc_now(),
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"metadata": metadata or {},
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}
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logger.debug("Trust memory: claim added", extra={"claim_id": claim_id, "verified": verified})
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def get(self, claim_id: str) -> dict[str, Any] | None:
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"""Return trust entry or None. Applies decay if enabled."""
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e = self._entries.get(claim_id)
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if not e:
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return None
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if self._decay_enabled:
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# Simple decay: reduce confidence by 0.01 per day (placeholder)
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age_days = (_utc_now() - e["created_at"]).total_seconds() / 86400
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e = dict(e)
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e["confidence"] = max(0.0, e["confidence"] - 0.01 * age_days)
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return e
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def is_verified(self, claim_id: str) -> bool:
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"""Return True if claim is marked verified."""
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e = self._entries.get(claim_id)
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return e.get("verified", False) if e else False
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def set_verified(self, claim_id: str, verified: bool) -> bool:
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"""Update verified status. Returns True if claim existed."""
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if claim_id not in self._entries:
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return False
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self._entries[claim_id]["verified"] = verified
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return True
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