context-drift

Sync one reviewed context source into native AI-agent files, with privacy-safe evidence receipts that never confuse generation with runtime load.

Guardrails for AI coding agents: run Claude Code, Codex, Gemini CLI, Cursor or Copilot unattended and come back to a reviewed pull request. Implement, review and QA agents, a guard on protected paths, and a tamper-evident audit log.

We formalize the challenge of persona incongruity, revealing how existing methods fail to reconcile stable traits with atypical stances. We propose QUIRKYMIND, a framework coupling semantic stability with expressive control via an alternating discriminative-generative objective.

Context Fabric is an MCP server that automatically captures project state on every git commit, detects when stored context has drifted from codebase reality, and delivers structured, token-budgeted briefings to AI agents — without requiring any developer action.

Autonomous Multi-Turn Agentic Metamorphic Fuzzer & Swarm Consensus Stress-Testing Engine. Formulates Martingale context drift estimators, metamorphic execution DAGs, and Sybil groupthink inoculation filters.

Detects drift between CLAUDE.md/AGENTS.md (or any shared multi-agent state file) and actual git history.

Empirical validation of the Specificity Erosion signal from DriftAlert. Pre-registered (OSF pkr84). Companion to The Nature of Agentic Drift (Rayman, Prakash, Haraldsdottir, 2026).

External Semantic State Synchronization for reproducible long‑horizon LLM behavior.

PAIXBLOX continuity investigation samples for context drift, recovery guidance, and AI conversation reliability.

LLM Context Management System | Memory-Feeding Separation | Context Drift & Pollution Solution | Token Optimization | 大模型上下文管理