AI Engineering

LLM Provider adds a new LLM provider that implements the LLMProvider interface with call() and stream() methods, integrates with provider factory, config detection, and usage tracking. Use when adding a new model backend or third-party LLM API.

Save Learning captures user instructions and preferences as persistent project or personal learnings for future AI sessions. Use it when a user says 'remember this', states a convention, or expresses a preference they want applied going forward.

Video Perception analyzes video files and YouTube URLs by extracting frames, transcribing audio, and detecting scene changes. Use it when asked to watch, review, or answer questions about a video.

Writers Pattern adds new platform writer modules in src/writers/ that generate and write agent config files for a supported platform. Use this when adding platform support for a new agent, integrating a new code AI tool, or extending caliber to support new targets.

Agtx Plan analyzes a codebase and writes a detailed implementation plan to .agtx/plan.md, then stops for user approval before any changes are made.

AGTX Research explores the codebase to understand a task before planning, and writes findings to .agtx/research.md without modifying files. Use it during the research phase of an agtx-managed task to identify relevant files, architecture, complexity, and open questions.

Benchmark runs SWE-bench Lite evaluations against agtx coding agent workflows. Use it to configure, execute, and report on benchmark runs for Claude Code, Gemini CLI, or Codex CLI.

Brainstorm Mode helps unpack a feature or enhancement idea through discussion only, without planning or implementation. Use it when you want to explore problems, trade-offs, and unknowns before handing off to the agtx board.

Architecture Agent analyzes software architecture choices, boundaries, and tradeoffs, then documents recommendations or ADRs. Use it when comparing designs, reviewing risks, or planning API and module evolution.

Brainstorm explores user intent, constraints, and alternative approaches before planning or implementation, then preserves an approved design for downstream planning. Use it when an idea is ambiguous or needs design-first ideation.

HWP to Markdown converts Korean HWP, HWPX, and HWPML files into readable Markdown or structured JSON using kordoc. Use it when preparing Korean government or enterprise documents for LLM context, RAG, or review.

Image Agent generates images and visual assets through authenticated multi-vendor routing while preserving prompt clarity, reference-image handling, cost controls, and reproducible output manifests. Use it when you need image generation, vendor comparison, or shared image infrastructure in agent workflows.