Modular Intellegence Systems

Deterministic AGI architecture built around a reasoning-first core, verifiable memory, and production-grade tooling.

Mission: separate thinking from storage so agents remain lightweight, reproducible, and auditable.
Architecture: Reasoning Core <> Memory Brain <> Tooling Mesh, governed by the Consciousness Controller roadmap.
Quality Bar: Flagship standard with zero hacks, measurable evidence, and continuous governance.

What We Build

Reasoning Core: planning and decision pipelines with traceable execution and golden tests.
Memory Brain (MindFabric): long-term graph-vector memory streaming relevant context in real time.
Tooling Mesh: MCP and HTTP adapters that turn plans into action across platforms.
CONTEXT/1.2: shared capsule format ensuring module interoperability and third-party integrations.
Consciousness Controller (roadmap): supervisory layer that aligns goals, load, and outcomes.

Design: Domain-Driven Design, Ports and Adapters, Modular Monolith first.
Code: zero mocks/fakes/stubs, coverage >=85 percent, cyclomatic complexity <=10.
Process: make review before every merge, documented ADRs, evidence packets in each PR.
Data Quality: golden suites, reproducible environments, strict input/output validation.

Area	Delivered	Next Focus
CONTEXT/1.2	Specification, golden suite, `goldens.yml` CI.	Expand negative scenarios and publish registry.
Memory Brain	MindFabric with SQLite and OpenAI Vector Store backends.	Launch managed service, hold latency under 150 ms.
Tooling Mesh	MCP plugins and HTTP adapters.	Build action catalog with SLOs and automated recovery playbooks.
Consciousness	ADR 0001 and exploratory experiments.	MVP task controller and cognitive load metrics.

Read AGENTS.md plus repository roadmaps.
Bootstrap locally: run make bootstrap and make review until golden tests pass.
Select an issue, submit a concise design brief, align scope, then open a PR with evidence.
Join discussions in GitHub Discussions and weekly Flagship sync calls.

Contact: magraytlinov@gmail.com (Discord or other channels shared after intro call).

Context: CONTEXT/1.2 specification and reference tooling.
Memory Brain (upcoming public repo): MindFabric integrations and telemetry.
Experiments: deterministic prototypes that graduate through the Flagship review flow.

ULX Corporate Brief (EN), Solo Feasibility, Operations Playbooks.
Quarterly roadmap snapshots and Flagship metric reviews (determinism, latency, cost, freshness).
Every release ships with a changelog plus a quality digest.

We build modular intelligence you can audit, scale, and trust. Share the standards, join the work, and take the next module to Flagship readiness.