| Speech-to-Text | Local inference, Wayland-native overlay with Rust push-to-talk client and adaptive injection routing for <200ms delivery. | Python (NeMo), Rust, Wayland |
| Financial Ops | Canonical ledger with immutable event logging, deterministic replay for parser drift, and compliance gating. | TypeScript, Convex, Next.js, Vitest |
| EdTech | Agent-assisted flashcard pipeline with schema validation and human-approval-first logic before deck insertion. | Python (FastAPI), React, AnkiConnect |
| AI Orchestration | Board-of-experts router using sequential chains and structured outputs for complex advisory flows. | Python, OpenAI, LangChain |
| AI Safety | Researching hallucination detection and model introspection. | PyTorch, TransformerLens, SAEs |



