AI Engineering

Oracle convenes an existential panel to deliberate major life choices using your own context. Use it for career changes, life direction, or questions about meaning, identity, and change.

React Native MMKV documents the synchronous key-value storage API for React Native apps. Use it to create instances, read and write values, manage listeners, handle encryption, and migrate from AsyncStorage.

React Native VisionCamera Realtime helps design and review low-latency VisionCamera v5 pipelines for GPU, ML, CV, Skia, and WebGPU overlays. Use it when frame budgets, zero-copy interop, and latency profiling matter.

Remember writes a concise handoff note so the next session can continue from the current state. Use it when you need to save progress, next steps, and any important context before ending work.

Skill Miner finds repeated workflows in agent session history, transcripts, and local work to identify candidates for new Agent Skills. Use it when you want evidence-based skill ideas from real usage instead of brainstorming.

Skill Personalizer audits and adapts newly created or installed skills to a user's tools, paths, habits, and workflow. Use it when triggers feel wrong, noisy, generic, or misaligned with local conventions.

Swift designs, implements, and reviews Swift APIs and Apple-platform code. Use it for .swift files, Swift concurrency, Foundation or AVFoundation APIs, and Swift-backed React Native Nitro Modules.

Alpha Evolve evolves a model or program with parallel SEARCH/REPLACE mutations, cascade-evaluated runs, and a MAP-Elites archive across islands. Use it for bounded, diversity-preserving search over code or ML experiments rather than a single refine loop.

Check Connector verifies whether Nowledge Mem is running, detects the current agent, and guides the best connector setup. Use it when setup, configuration, or memory access is failing.

Claim Verify Loop checks each discrete claim in a results draft against the underlying dataset, then stress-tests it for outliers, confounds, and subgroup effects. Use it before publishing when a data-backed draft needs adversarial verification and revision.

Distill Memory saves durable facts, decisions, preferences, and procedures from a conversation into searchable memories. Use it when a session produces insight that should be reused later.

Distill Memory captures durable facts, decisions, preferences, and lessons from a conversation when they are likely to save time later. It suggests saving insights after breakthroughs, resolutions, or other high-value moments.