lordmacu

Bounded auto-iteration for a prompt with explicit stop predicates.

Memory hygiene workflow to classify, deduplicate, and promote durable knowledge across local memory layers.

Bounded simplification pass for a file or hunk that preserves behavior while reducing complexity.

Turn a repeatable workflow into a reusable local SKILL.md with explicit steps, criteria, and safe defaults.

Bounded auto-debug loop for failing build/test commands with evidence-first diagnosis.

Safely update Nexo config files with read-before-write merges, schema-aware mapping, and reload/restart awareness.

Bounded acceptance verification that runs concrete checks and an explicit LLM judge over evidence.

Web search via Brave Search API with clean JSON results and minimal SEO noise.

Verify and fix documented gaps one at a time — reproduce, root cause, minimal fix, wire-test regression, close

Discover undocumented gaps by comparing AxiomDB against MySQL/PostgreSQL — build inventory, run tests, classify, hand off to hunt-gap

Run Criterion micro-benchmarks and 3-Docker comparison benchmarks, verify no regression against MySQL/PostgreSQL

Explore approaches before proposing — read context, ask questions, present 2+ options with trade-offs, write sprint with dependencies

Save session context to a checkpoint file so the next session can resume without losing state

Systematic debug protocol — reproduce with minimal test, 2+ hypotheses, fix root cause, add regression test

Full phase close protocol — tests, clippy, fmt, benchmarks, docs, memory update, commit, push

Fuzz SQL parser and storage with cargo-fuzz — setup targets, run, add regression tests for crashes

Use when adding a capability the IA can call in Chispa's agentic brain — a new ChispaTool (get_speed, clear_dtc, set_brightness, poner_musica, web search, etc.). Triggers — "agregar una tool", "que la IA pueda X", "nueva herramienta del carro", "tool use", "ChispaBrain".

Use when adding a new sensor or input to Chispa — an OBD PID, phone sensor (accel, gyro, light, proximity), GPS speed, or a Maps nav signal. Anything that produces a Stream that feeds the combined AppState. Triggers — "agregar sensor", "leer un nuevo PID", "nueva fuente de datos", "wire X into AppState".

Use when adding or changing a Chispa mood / animation state — a new emotional reaction, its place in the priority cascade, its look (color, eyes, mouth, extras), and its Rive input. Triggers — "agregar un ánimo", "nueva animación", "que reaccione con X", "Mood enum", "mood_resolver", "estado de ánimo".

Use when launching or running the Chispa app on an Android device, or to verify a change works in the real app (not just tests). Triggers — "corre la app", "run on device", "pruébalo en el celular", "ver si funciona en el carro", "instala el APK", "hot reload".