Local-first memory for AI agents and teams, with skills for shared memory across bots on one machine, KV caching of repeated reads, compressing large text to save context space, and role-based governance of team workspaces.
@qualixarCross-bot memory on a shared computer (Grok Bot, Cursor plugin, any host where several agents share one machine). Explains…
@qualixarKV cache for repeated reads — call slm_cache_get(key) first; on a miss do the expensive operation then slm_cache_set(key, value,…
@qualixarCompress large text, tool output, or transcripts to reduce context-window usage while keeping the full 1M window intact — call…
@qualixarFirst-session orientation for SuperLocalMemory on a headless bot host (Grok Bot, or any Cursor-format plugin install with no…
@qualixarGoverned-workspace behavior for SuperLocalMemory. Covers roles (admin/member/viewer) and company mode, who administers a…
@qualixarIndex and query a codebase as a structural graph — build the code graph, trace blast radius of a change, find…
@qualixarGate-verified bounded loops with SuperLocalMemory as the durable ledger. Use when a task has a checkable acceptance condition and…
@qualixarSave pictures and PDFs in SuperLocalMemory and find them again by describing them. Covers when to save a picture or document,…
@qualixarCross-session peer coordination via the SLM mesh network. Lets multiple AI agent sessions on the same machine, and web apps the…
@qualixarMemory profiles (separate namespaces inside one SuperLocalMemory store) and MCP tool sets (which tools your host sees). Use…
@qualixarSearch and retrieve facts, decisions, and past context from SuperLocalMemory. Use when the user asks to recall, find, search, or…
@qualixarCapture durable facts, decisions, constraints, and gotchas into SuperLocalMemory. Use when the user says "remember that", "save…
@qualixarAdvises on scope, roles, compliance, and GDPR use in SuperLocalMemory. Consult this advisor when working in a governed enterprise…
@qualixarRuns a task as a bounded loop backed by SuperLocalMemory: iterate until an INDEPENDENT gate passes — never the agent's own claim.…
@qualixarAdvises the main agent on using SuperLocalMemory well — when to call session_init, remember, recall, and search; how to phrase…
@qualixarApplies SuperLocalMemory's context-optimization rules — reversible compression of large tool output and KV-caching of repeated…
@qualixarRun a task as a bounded, gate-verified loop backed by SuperLocalMemory — iterate until an independent gate passes, never on the…
@qualixarShips with superlocalmemory: Open-source governed, local-first memory control plane for AI agents and teams. arXiv:2608.08253
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