The lockers package contains various locking mechanism and building blocks.
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Apr 7, 2026 - Shell
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staleness
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Temporal-awareness hook for tool-using LLMs — surfaces freshness verdicts on in-context data so stale information doesn't poison fresh reasoning. Adapters for Claude Code, Antigravity, and any generic harness.
hook freshness rag temporal-reasoning staleness ai-tools llm ollama crewai langgraph antigravity claude-code
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Jun 21, 2026 - Python
QA traceability & LLM test-case generation: versioned doc tree -> LLM test-case drafts -> staleness detection that catches when a test case still looks valid but no longer matches a changed requirement.
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Jul 17, 2026 - Python
W3C PROV knowledge graph on plain Postgres with automatic staleness propagation — a verified-facts bank for AI agents (proof of concept)
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Aug 13, 2026 - Python
Telemetry-based auditor for measuring dynamic memory quality in LLM agents using the MemoryFlow framework.
python ai telemetry evaluation provenance observability ai-safety ai-agents fastapi staleness llm llm-agents agent-memory agent-evaluation memory-quality memory-auditing
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Jul 24, 2026 - Python
Evidence-bound agent memory. Every fact carries an executable condition saying when it stops being true.
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Sep 4, 2026 - Python
Make a derived artifact refuse to pretend it is fresh.
python etl reliability data-engineering dataops software-architecture data-pipeline derived-data freshness data-quality postmortem staleness
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Aug 13, 2026 - Python
Says whether a signal is fresh, stale, or dead, from its real timestamp
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Aug 21, 2026 - TypeScript
Tell whether your data is fresh, not merely rewritten. Four independent freshness layers -- the signal is the divergence between them.
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Aug 19, 2026 - Python
When the network is removed, which failures are silent -- and how often the status artifact an accreditation review receives cannot tell a healthy enclave from one months past its budgets.
python supply-chain compliance measurement enclave observability accreditation air-gapped staleness sovereign-ai
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Aug 30, 2026 - Python
Provenance-aware memory format for AI agents: every claim carries its source, age and boundary.
markdown typescript memory mcp provenance cursor knowledge-base yaml-frontmatter freshness ai-agents grounding staleness claude-desktop mcp-server agent-memory hallucination-prevention
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Sep 4, 2026 - TypeScript
Give your markdown a lifecycle. Prove which docs are stale with git, pack fresh context for AI agents, and hand off state between sessions.
markdown cli documentation typescript mcp developer-tools ai-agents staleness model-context-protocol context-engineering
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Sep 1, 2026 - TypeScript
Fact-level staleness detection for AI agent memory
python ai retrieval memory mcp decision-making knowledge-graph agents fact-checking ai-agents staleness llm llmops agent-memory staleness-detection
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Aug 18, 2026 - Python
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