AI Engineering

Flow Next Map wraps `clawpatch map` to build a semantic feature index in `.clawpatch/features/*.json`. Use it to initialize clawpatch, run the map step, and pass through extra map arguments when needed.

Flow Next Plan creates structured build plans from feature requests or Flow IDs. Use it when turning an understood request into a spec and task breakdown in .flow/ before implementation.

Flow Next Prospect generates and critiques candidate ideas from the repo, then writes a ranked prospect artifact for handoff to interview or plan. Use it when deciding what to pursue next from a focus hint, path, or constraint.

Beta Program Management helps plan closed or open betas that produce actionable signal before GA. It covers participant selection, feedback loops, and graduation criteria for teams validating a feature near launch.

Chatbot Flow Design outlines conversational flow architecture for website chatbots and AI agents. It is used to define intents, branching, fallbacks, grounding, and escalation when a chatbot is first scoped or starts failing edge cases.

Skillgrade Graders authors deterministic and LLM rubric graders for skillgrade evaluations. Use it when creating scoring scripts, writing evaluation rubrics, or combining multiple graders with weighted scoring.

Codemap analyzes codebase structure, dependencies, diffs, and handoffs to provide code-aware context. Use it before coding, when tracing files or imports, or when resuming work across agents.

Dynamic Resources provides a shared resource layer loaded by the dynamic-resources extension. Use it when an agent needs local-first memory or context shared across coding tools.

Memorix routes Claude Code to shared workspace memory, reasoning, session handoff, git memory, and troubleshooting tools. Use it when an agent needs to recall context, coordinate work, or recover prior decisions.

Memorix Git Memory helps an agent find repository evidence in commit history, such as what changed, when a fix shipped, and which commit introduced a change. Use reasoning memory for intent and tradeoffs.

Memorix Memory provides a shared workspace memory layer for prior context, decisions, bugs, and handoff state. Use it before continuing work, searching old fixes, or storing durable project knowledge.

Memorix Memory helps agents retrieve prior workspace context, decisions, bugs, and handoff state before continuing coding work. Use it when past project knowledge would inform changes or troubleshooting.