AI Engineering

Architecture Extract turns a scanned codebase into a concise view of module boundaries, data flows, service relationships, and the architectural pattern. Use it during bootstrap before memory ingestion.

Bootstrap LLM Synthesis constructs a prompt from project scans, optional tree-sitter context, and Q&A answers, then calls an LLM to produce validated memory entries. Use it in Stage 3 of the /gaai:bootstrap pipeline when raw project signals need to be distilled into structured, traceable notes.

Business Adventures Analysis uses John Brooks’s *Business Adventures* as a diagnostic lens for business failures, market panics, governance issues, and innovation questions. Use it to map a live situation to recurring patterns like hubris, incentive drift, and institutional fragility.

CAS provides persistent memory and task tracking across sessions for coding agents. Use it to remember context, manage dependencies, and search past work instead of ephemeral built-in tools.

CAS Memory Management stores and retrieves persistent memories for facts, preferences, learnings, and context that should survive across sessions. Use it after finding patterns, fixing bugs, or learning how unfamiliar code works.

Cas Supervisor coordinates workers to plan EPICs, assign tasks, track progress, and verify completion. Use it when supervising multi-agent coding work with branch-based coordination and handoffs.

Compact Memory Implementation shows how to add memory compaction to an agent by triggering a forked compactor, generating a structured summary, and restoring it in later sessions. Use it when building context compression or persistence with Claude Agent SDK or the Anthropic API.

Competitor Gaps analyzes competitive channels, audiences, content, positioning, and execution to find structural advantages a bootstrapped founder can exploit. It is used for the think-tank gap-analysis stage, based on existing enrichment outputs rather than web research.

Contagious Viral Content Berger applies Jonah Berger's STEPPS framework to diagnose why content spreads or stalls. Use it to engineer shareability with social currency, triggers, emotion, public visibility, practical value, and stories.

Context Building assembles a minimal execution context bundle from retrieved memory, governed artefacts, and applicable rules. Use it after memory retrieval and before planning or implementation on complex tasks.

Contextualize detects when an output is technically correct but does not fit the current application context. Use it after execution to surface applicability mismatches for review, routing, or adaptation.

Create Skill helps author a new GAAI skill that follows the agentskills.io spec and GAAI conventions when adding reusable capability to the skills catalog. It covers naming, inputs and outputs, file structure, and index updates.