Battle-tested configuration system for Claude Code agents: architectural principles, safety hooks, composable skills, review agents, alternative comparisons, and project templates. Includes proof, handoff, feedback, UI/CLI harness, architecture, and multi-session coordination patterns.
Instructions for AnastasiyaW/codex-claude-code-config, covering agents.md, purpose, how agents should use this repo, file transfers and reasoning policy: selection before expansion.
Instructions for AnastasiyaW/codex-claude-code-config, covering claude global rules, core working rules (always-on, mechanical), quality of solutions -- core principle, supply chain defense and /.npmrc.
Watch PR checks for the current branch and report pass/fail with relevant links and concise next steps. Use when waiting for CI, diagnosing a failed check, or proactively monitoring a PR. Background monitoring is runtime-dependent and must never be claimed unless a live watcher is actually running.
Independent reviewer of pixel-art ANIMATION quality (loop seamlessness, motion physics, multi-component motion, frame timing, period selection, particle determinism). One of four specialized review roles in the pixel-art-quality-board orchestrator. Use when the user asks to "check animation timing", "verify loop…
Independent reviewer of pixel-art COMPOSITION quality (silhouette readability, visual hierarchy, negative space, focal point clarity, rule-of-thirds adherence, scale relationships). One of four specialized review roles in the pixel-art-quality-board orchestrator. Use when the user asks to "check composition", "is this…
Independent reviewer of OBJECT INTERACTION physics in pixel-art scenes (gravity, occlusion order, surface support, light direction consistency, anchor points, scale plausibility). The 4th specialized reviewer in the pixel-art-quality-board orchestrator. Use when the user asks "do objects interact correctly", "is…
Orchestrator agent that runs 4 specialized pixel-art reviewers in parallel (style + animation + composition + interaction), then synthesizes their verdicts into a single PASS/NEEDSWORK/REJECT decision with prioritized fixes. Use when the user asks to "review my pixel art quality", "score this animation"…
Use when the user generated pixel art and wants an independent quality review, or when the pixel-art-studio skill has produced output that needs to be evaluated before delivering. Performs Generator-Evaluator review: runs qualitycheck.py, reads the rendered PNG with fresh context (does not see how the art was made)…
Independent reviewer of pixel-art STYLE quality (palette discipline, surface detail, layer depth, retouch-style adherence). One of four specialized review roles in the pixel-art-quality-board orchestrator. Use when the user asks to "check style of pixel art", "is this pixel art retouch-quality", "verify palette…
Independent strict maintainability reviewer for a collected diff and changed-file contents. Use the matching thermo-nuclear-code-quality-review skill as the complete rubric; do not modify code or spawn nested reviewers.
A practical engineering guide to diffusion models, which generate or edit images by gradually removing noise. It covers model architectures, sampling controls, training methods, text encoders, memory use, evaluation, and debugging.
Expert prompt engineering for FLUX.2 [klein] image generation and editing model. Use this skill whenever the user wants to create prompts for FLUX.2 [klein], generate images, edit photos with the klein model, work with multi-reference image editing, or needs templates for T2I/I2I tasks. Trigger for any mention of…
Comprehensive reference for training LoRAs on FLUX.2 Klein 9B and Qwen Image Edit 2511 models. Use this skill whenever the user asks about: training LoRAs for flux2/flux 2 klein/qwen-image-edit, before/after edit LoRAs (head swap, face swap, image editing), inpainting LoRAs, training at larger resolutions, latent…
Forensic image-to-prompt compiler for image generation models. Use this skill whenever the user wants to: convert/describe an existing image into a generation prompt, reconstruct a scene as a prompt, generate prompts from reference images for AI image tools (Midjourney, FLUX, Stable Diffusion, DALL-E, or any diffusion…
Machine-learning research loop for dataset curation, fine-tuning, evaluation, inference deployment, experiment tracking, and model explainability. Use when working on ML experiments, training data, model benchmarks, RunPod/GPU runs, classifier quality, vLLM/GGUF serving, SHAP-style model explanations, or…
Use when: NotebookLM, notebooklm MCP, large documentation sets, courses, books, papers, or citation-backed research are mentioned. Retrieves a small grounded answer from a stable corpus, preserves citations, and verifies claims against primary documentation, repository code, and tests. Do not use when: the answer is…
An engineering guide for using vision-language models, object-segmentation models, and image-generation models on GPUs. Segmentation means identifying the exact pixels belonging to objects, while vision-language models connect images with text.
Scaffold a new feature narrative document in an existing layer following the ULTRAPACK-style template extended for feature-layer architecture (principle 28). Creates docs/layers/ /features/feat-NNN- .md with Design / Plan / Verify / Conclusion sections, populates layer README features table, and adds entry to…
Design and build multi-agent harness architectures for long-running AI application development. GAN-inspired Generator-Evaluator pattern, Sprint Contract negotiation, context management, quality criteria calibration. Based on Anthropic Engineering patterns. Use when: "build a harness", "multi-agent architecture"…
Scaffold a new layer in a project's docs/layers/ tree following the feature-layer architecture (principle 28). A layer is a bounded concern (security, data, ui, infrastructure, domain) with its own invariants, decisions, gotchas, patterns, and feature narratives. Use when: "create a new layer", "add security layer"…
Convert short scene descriptions, book/album cover briefs, or 2-paragraph synopses into seamless-loop animated pixel-art covers rendered as self-contained HTML+canvas. Companion skill to pixel-art-studio. Use when the user asks to "make a cover for", "animated book cover", "looped pixel scene", "convert this story…