Zawwar Sami / Navigation
zawwarsami16@gmail.com
All work
Open Source2026 · Ongoing

ZAI Memory HubA shared memory layer for one human and many AIs.

A Postgres-backed shared memory and decision layer for assistants working across sessions and tools. MCP exposes the records; the dashboard makes context, provenance, and revisions inspectable.

  • RoleDesigner & Engineer
  • Year2026
  • DurationOngoing
  • StatusOngoing R&D
The problem

Every AI assistant is amnesic by default. Whatever you teach it dies at session-end. Multi-agent workflows collapse for the same reason — the agents can't see what the other agents wrote, so they re-litigate decisions, contradict each other, and waste tokens on already-solved problems. The hub exists to fix that with the lightest possible primitive: a write-once shared timeline that every agent reads at session start.

The approach
  • Built a Postgres-backed memory store with append-only semantics — agents write new memories that supersede old ones rather than mutating in place. Soft-delete only via MCP; hard delete only from the dashboard.

  • Exposed MCP operations for recall, durable memories, decisions, entities, and interactions, with authenticated access.

  • Designed optional semantic recall using embeddings and pgvector alongside the core memory and decision records; availability depends on deployment configuration.

  • Auto-render every long-form memory as a PDF via Playwright; surface it as an Open PDF button + inline iframe in the dashboard reader.

  • Knowledge blocks on the dashboard (Philosophy · Hacking · Crypto · Infra · GitHub Projects · ZAI Research · Chats) filter the same memory table by tag set — no duplication, all one canonical store.

The outcome
  • Live at hub.zawwarsami.com with public-readable blocks and a closed write layer.

  • Public skeleton repo at github.com/Zawwarsami16/zai-memory-hub for anyone to fork and self-host.

  • Provides a shared coordination layer for connected AI clients, with project history and decision records preserved across sessions.

Up next

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