The library

human-computer-interaction · Creating interfaces where users don't get stuck because system behavior matches their expectations.

evolving-ai-agents · When optimizing agent performance through iterative evolution cycles that automatically mutate prompts, skills, and memory.

autogpt-agents · When building persistent autonomous agents with visual workflows and external triggers without code.

jakobs-law · When deciding whether to follow established UI conventions or justify innovation against user mental models.

crewai-multi-agent · When using crewai-multi-agent is more effective than generic alternatives.

langchain · When using langchain is more effective than generic alternatives.

vue · When using vue is more effective than generic alternatives.

craft-methodology · When using craft-methodology is more effective than generic alternatives.

pinecone · Production RAG where managed infrastructure and low latency (<100ms) are non-negotiable requirements.

qdrant-vector-search · Production RAG requiring on-premise control, Rust performance, or complex payload filtering during search.

dspy · Complex prompt pipelines where you want automatic optimization and compositional abstraction.

langsmith-observability · Multi-step agent debugging when you need visibility into every LLM/tool call and latency bottleneck.

phoenix-observability · Production LLM systems needing detailed observability without vendor lock-in or cost overhead.

audiocraft-audio-generation · Applications requiring controllable, variable-length music generation without licensing constraints.

blip-2-vision-language · Zero-shot image understanding tasks where training data is unavailable and frozen backbones reduce compute.

clip · Quick zero-shot image classification and semantic search when training data unavailable and model is open-source.

evaluating-cosmos-policy · Evaluating vision-language-action models on sim-to-real robotics tasks with detailed latency profiling.

llava · Large Language and Vision Assistant

segment-anything-model · Use when you need to segment any object in images using points, boxes, or masks as prompts, or automatically generate all object masks in an image.

stable-diffusion-image-generation · Use when generating images from text prompts, performing image-to-image translation, inpainting, or building custom diffusion pipelines.

whisper · Robust multilingual ASR on noisy audio; 72.9k GitHub stars, MIT licensed, 680k training hours.

knowledge-distillation · Retaining 90%+ of large-model performance in smaller deployable student (70B→7B).

long-context · Processing long documents (32k-128k+ tokens) by extending pre-trained models with RoPE/YaRN interpolation.

model-merging · Creating specialized models by blending domain expertise (math+coding+chat) in minutes without retraining.

kp-applied-domain · Guiding generation of Applied & Practical tier content across 10 subjects with real-world relevance.

model-pruning · Achieving 50% sparsity with minimal accuracy loss via one-shot pruning without retraining.

kp-content-authoring · Generating consistent, scaffolded educational content across 4 tiers with prerequisite chains.

moe-training · Scaling model capacity without proportional compute via conditional expert routing.

kp-content-validation · Ensuring all tier packs meet quality bars before publishing.

speculative-decoding · 2-8x inference speedup with small draft model validated by large verifier.

kp-core-academic-domain · Structuring foundational knowledge across Math, Reading, Science, Social Studies, Arts, PE, Tech.

academic-plotting · Creating journal-ready plots with minimal code (IEEE/Nature style templates included).

ml-paper-writing · Rapidly drafting ML papers with automatic figure integration and citation formatting.

kp-quality-review · Filtering low-quality tier packs before release; blocks unmet prerequisites.

presenting-conference-talks · Converting research papers to engaging talks with audience-appropriate complexity scaffolding.

kp-specialized-domain · Route specialized domain queries (philosophy, theology, arts, trades, astronomy) to correct curriculum pack.

systems-paper-writing · Structure a 10-12 page OSDI/SOSP/ASPLOS/NSDI/EuroSys paper with authoritatively grounded paragraph blueprints.

electronics · Route electronics learning queries from Ohm's law through PCB design to correct instructional module.

brainstorming-research-ideas · Move from vague curiosity to concrete, defensible research direction via problem-first vs. solution-first analysis and abstraction-ladder exploration.

creative-thinking-for-research · Escape local-optimum thinking via bisociation, problem reformulation, and tension-resolution frameworks grounded in decades of creativity research.

ara-compiler · Ingest papers, code, experiments into falsifiable, agent-traversable knowledge package with cognitive + physical layers and provenance tracking.

cartridge-forge · Generate executable parameter cartridges with reproducible hyperparameters and runtime-compatible loader stubs.

ara-rigor-reviewer · Verify ARA claims are grounded in actual source evidence, detect hallucinations, and flag unsourced assertions before publication.

prompt-master · Create reproducible, version-controlled prompt templates with automated test coverage and performance tracking.

image-to-mission · Capturing design energy from reference images into code without losing emergent (non-pixel) properties

deck-magazine-web · Magazine-editorial presentation where e-ink aesthetic + WebGL fluid effect beats standard slideshow

od-plugin-authoring · Extending Open Design with domain-specific editor features without forking core

ux-feedback · Converting raw feedback into actionable design priorities with confidence

deck-simple · Quick pitch, overview, or study decks that need clean swipe navigation without magazine layout.

vision-to-mission · Convert strategic intent into concrete phases, tasks, and success criteria that a team can execute.