Roadmap
From foundation through memory, multi-provider, and production hardening — phases, milestones, and what ships next.
Foundation
Phase 0: Foundation — complete.
Core Platform
Phase 1: Core Platform — complete as of 2026-06-05.
Public Web Product
Phase 1.5: Public Web Product — complete.
Single Provider E2E
Phase 2: Single Provider E2E — complete. Authenticated OpenAI-compatible chat, auth cache, directives, sessions, and ClickHouse traces ship on main.
Provider Generalization & Foundation
Generalize the single-provider proxy into a pluggable, multi-backend platform before building the memory engine.
Phase 3
Phase 3 proves memory can be written, deduplicated, conflict-checked, and retrieved correctly and fast — in isolation, testable via direct API calls.
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.
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.
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.
Advanced Retrieval & Graph Memory
Phase 5 upgrades retrieval from single-vector ANN search to hybrid dense+sparse+reranking with graph-aware traversal.
Phase 0 → Phase 1 → Phase 1.5 → Phase 2 → Phase 3 → Phase 4 → Phase 5
See the phases overview for dependencies and exit criteria.