Cognitive memory
Skill S3YED/appie-kit/skills/autonomous-ai-agents/cognitive-memory
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Implementation and troubleshooting of the Cognitive Memory (Cognify) system in Hermes Agent.
SKILL.md
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Cognitive Memory (Cognify)
The Cognitive Memory system (PR #727, codenamed "Cognify") provides Hermes Agent with semantic recall, auto-encoding, contradiction detection, and exponential forgetting.
Architecture
cognitive_memory/: Core logic (store, embeddings, recall, encoding, extraction).tools/cognitive_memory_tool.py: Agent-facingcognitive_recalltool.- Database:
~/.hermes/cognitive_memory.db(SQLite).
Setup & Configuration
Enable in ~/.hermes/config.yaml:
cognitive_memory:
enabled: true
embedding:
model: "text-embedding-3-small"
Known Issues & Workarounds
Dependency: litellm
Cognify depends on litellm. On macOS systems with Homebrew Python, you may encounter pyexpat errors related to Symbol not found: _XML_SetAllocTrackerActivationThreshold.
Fix:
export DYLD_LIBRARY_PATH=/opt/homebrew/opt/expat/lib
python3.13 -m pip install litellm --break-system-packages
Manual Installation (from PR branch)
If the system is not yet merged, files must be extracted from the cognitive-memory branch:
git fetch origin pull/727/head:cognitive-memorygit show cognitive-memory:path/to/file > path/to/file- Tools must be registered in
tools/registry.py(standard auto-discovery usually handles this ifcognitive_memory_tool.pyis in thetools/dir).
Tool usage: cognitive_recall
action='store', content='...': Saves to semantic memory.action='recall', query='...': Retrieves by meaning.action='forget', query='...': Deletes matching items.action='status': Shows database stats.