Roadmap

From foundation through memory, multi-provider, and production hardening — phases, milestones, and what ships next.

Overall79 / 163 milestones · 48%
  1. Phase 0shipped

    Foundation

    Phase 0: Foundation — complete.

    Open phase →

  2. Phase 2shipped20/20

    Single Provider E2E

    Phase 2: Single Provider E2E — complete. Authenticated OpenAI-compatible chat, auth cache, directives, sessions, and ClickHouse traces ship on main.

    Open phase →

  3. Phase 3planned1/14

    Phase 3

    Phase 3 proves memory can be written, deduplicated, conflict-checked, and retrieved correctly and fast — in isolation, testable via direct API calls.

    Open phase →

  4. Phase 3.5planned0/25

    Phase 3.5

    Phase 3.5 closes the learning loop: conversations become memories (extraction) and memories become context on the next request (assembly), wired into the real proxy hot path.

    Open phase →

  5. Phase 4planned0/21

    Operator Platform & Multi-Provider

    Phase 4 is where IBEX stops being a proxy with an API-only backend and becomes an operable product: humans get a management surface, a second LLM provider proves the abstraction, and rate limiting becomes real cost control.

    Open phase →

  6. Phase 4.5planned0/14

    Phase 4.5

    Phase 4.5 makes IBEX observably trustworthy over time: behavioral fingerprinting, drift detection with calibrated statistical methodology, and directive regression testing with LLM-judge evaluation.

    Open phase →

  7. Phase 5planned0/11

    Advanced Retrieval & Graph Memory

    Phase 5 upgrades retrieval from single-vector ANN search to hybrid dense+sparse+reranking with graph-aware traversal.

    Open phase →

Phase 0 → Phase 1 → Phase 1.5 → Phase 2 → Phase 3 → Phase 4 → Phase 5

See the phases overview for dependencies and exit criteria.

Planning evolves with implementation. Follow GitHub for merges and current state for what ships today.