Local-first Windows UI Automation memory for AI agents
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Updated
Jun 6, 2026 - Python
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workflow-memory
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Observable-only workflow memory for long-running agents: promotes raw short-term traces into verified, receipt-bound workflow memory without relying on hidden meta-evaluators.
python self-improvement ports-and-adapters rag model-independent ai-agent llm proof-carrying agent-memory long-running-agents observable-only action-gate workflow-memory workflow-verification evidence-manifest memory-admissibility
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Updated
May 5, 2026 - Python
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