Agentic harness agnostic persistent memory system that runs locally on your hardware without external data calls

Joined April 2026
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memory does not belong inside the model. it belongs around it. state. retrieval. policy. tools. audit. the model reasons. brainctl controls continuity.
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Good morning, big things cooking. Stay tuned.
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Version 2.8.1 of Brainctl shipped, 2.8.2 coming shortly which will introduce grok build as an available agent harness for use with brainctl.
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dexscreener.com/solana/$BRND… 9mTxwi3r1NA3NwJobe1ooDE4H9McCbwTftdQsVyepump

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Memory is not something you add to an agent. It is the control layer you build around. WE ARE LIVE CA: 9mTxwi3r1NA3NwJobe1ooDE4H9McCbwTftdQsVyepump
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shipped brainctl 2.5.0 — the MCP server now speaks HTTP. stdio still works (Claude Desktop, subprocess agents). new sibling entry point brainctl-mcp-http exposes the same tools over Streamable HTTP — bearer token, tool allowlist, 1 MiB cap, rate-limited, JSON logs that never leak memory content.
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built because xAI Grok's remote-MCP only accepts HTTP/SSE. the HTTP module imports the existing `app: Server` — no re-registered tools, no duplicated dispatch, no behavioral drift between transports. allowlist enforcement wraps the dispatcher at the JSON-RPC layer. pip install 'brainctl[mcp]' — stdio HTTP in one install.
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completely optional to use or not use, btw.
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shipped brainctl 2.4.8 2.4.9 — audit-driven fix wave. used brainctl itself to spawn 5 parallel review agents 1 verification pass across the codebase. 48 findings, 43 verified, 0 false positives on the CRITICALs.
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what landed: – fresh-install `brainctl migrate` no longer halts at step 2 – all 9 temporal MCP tools work again (broken since ca1a8a3) – retrieval correctness: revived dead BM25 gate, fixed 0-row graph expansion, fixed MCP↔_impl scoring parity – retrieval-quality-gate ✅ pip install -U brainctl
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