WORKSHOP / RESEARCH
Research that
changes the build.
Architecture notes and technical analysis are kept when they can inform design, benchmarks, reliability, security, or release claims.
LOCAL AI RUNTIMES
Runtime behavior, local-model execution, resource admission, provider routing, model packaging, and hardware fit.
ORCHESTRATION + CONTEXT
Resident/orchestrator boundaries, context control, execution authority, workflow routing, and workstation awareness.
AGENT RELIABILITY
Evaluation design, deterministic verification, evidence trails, failure truthfulness, and adversarial harness work.
PRODUCT + PLATFORM
Streaming infrastructure, FAST/channel-provider integration, marketplace/package trust, web architecture, and mobile/edge product design.