Local-first agent intelligence layer

CL / 004.005 · MEMORY OPERATIONS

Stop giving your agents amnesia.

The local-first intelligence layer that gives AI agents durable continuity, explainable retrieval, portable context, and verified learning across harnesses.

CLI first + durable continuity + evidence receipts + portable context + verified learning
01 Local-first 02 Open public lane 03 CLI is the primary interface 04 Dashboard-visible proof 05 Current: v4.0.5

THE INTELLIGENCE LOOP / 01–05

The mission survives the model.

ContextLattice reconstructs the work, selects the evidence, carries it safely, and records what actually worked.

02 / SELECT

Explainable retrieval

Spend the context window on evidence with visible ranking and omissions.

Retrieval receipts
03 / MOVE

Portable context

Carry signed, bounded continuation across agents and machines.

Context Passport
04 / EARN

Verified skill evolution

Promote repeated wins only after holdouts, proof, and human approval.

Skill Foundry
05 / COMPOUND

Aggregate Signal

Learn from clipped, opted-in statistics while raw memory remains local.

Controlled preview

FIRST RUN / UNDER FIVE MINUTES

One command. One memory contract.

Install locally, verify the runtime, then give every detected agent the same durable context spine.

BUILDERS Stop replaying the brief.

Codex, Claude, Cursor, OpenCode, and custom MCP clients reopen the same mission.

OPERATORS See what the system knows.

Inspect source health, retrieval pressure, token economics, and proof in the dashboard.

QUICKSTART.ZSH
$ gmake quickstart
  1. 01 Secure local bootstrap
  2. 02 Runtime health proof
  3. 03 Agent integration
  4. 04 Write + recall check
Open the CLI reference →

PROOF, NOT POSTURE

Every claim leaves a receipt.

Source state, ranking decisions, degradation, latency, and release evidence stay inspectable.

Current release and deployment detail

PUBLIC RELEASE

Public v4.0 (current release train)

  • Current public release: v4.0.5
  • Primary interface: CLI workflows for install, context, resume, remember, finish, correct, and doctor; dashboard, HTTP, and MCP are companion surfaces

CONTROL PATH

Agent or appPublic v4.0Gateway :8075

Hugging Face / Glama lite

  • App version lane: Public v4.0.x
  • Compatibility-first single-container surface.
  • 2–4 vCPU · 4–8 GB RAM

Lite mode

  • App version lane: Public v4.0.x
  • Local-first default for laptops and development.
  • 2–4 vCPU · 8–12 GB RAM

Full mode

  • App version lane: Public v4.0.x Full
  • Deeper recall, observability, and operator controls.
  • 6–8 vCPU · 12–20 GB RAM

OPEN AN AGENT. ALREADY THERE.

Give the work somewhere to continue.

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