Work
Every project here is some version of the same question: what should a system keep, what should it go and find, and when should it admit it isn't getting anywhere.
Hybrid retrieval RAG framework
A retrieval framework that fuses dense and lexical signals with Reciprocal Rank Fusion, benchmarked on legal and compliance documents across five custom metrics including faithfulness and cross-document reasoning.
Predictive memory orchestrator
A predictive memory orchestrator pairing a multi-modal next-context transformer with a PPO-trained cgroup v2 tier policy. Beat the Android App Standby Buckets baseline on both warm rate and latency at a fixed 400MB budget.
Contradiction-aware shared memory server (MCP)
An MCP memory server that treats a changed fact as evolution with preserved history rather than an overwrite — aimed at a benchmark gap where every system evaluated scores in single digits.
Semantic circuit breaker for AI agents
A detector that trips on semantic information stagnation rather than textual repetition, so autonomous agent loops can be stopped when they stop making progress — not merely when they start repeating themselves.