The library

comparative-religion · Understanding religious frameworks systematically when you need historical and comparative analysis, not apologetics.

tensorboard · When debugging deep learning models with real-time metric visualization and experiment comparison across runs.

ethics-and-practice · When comparing how religious traditions ground moral claims in sources, virtue, law, and contemplative practice.

weights-and-biases · When managing production ML experiments that need team collaboration, automatic metric logging, and hyperparameter optimization.

commit · When creating git commits that reflect user intent and preserve reasoning for future context.

mysticism-and-contemplation · When analyzing contemplative experiences and mapping apophatic vs kataphatic approaches across traditions.

aktenstruktur-und-dokumentenintake · When organizing German legal personnel files and identifying missing documentation in administrative disputes.

philosophical-theology · When evaluating whether theological claims survive rational scrutiny or examining how philosophy engages divine attributes.

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

scripture-and-interpretation · When using scripture-and-interpretation is more effective than generic alternatives.

sql-patterns · When using sql-patterns is more effective than generic alternatives.

systematic-theology · When using systematic-theology is more effective than generic alternatives.

formax-skill-capture · When using formax-skill-capture is more effective than generic alternatives.

apprenticeship-pedagogy · When using apprenticeship-pedagogy 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.

chroma · Open-source RAG prototyping where self-hosted storage is preferred over managed cloud.

gemini-deep-research · Multi-source synthesis tasks where systematic web search + AI analysis beats single-prompt research.

materials-and-fit · Trades specification when wide panels, metal beams, or humidity-sensitive assemblies are involved.

faiss · High-throughput vector search where metadata filtering is not required and GPU acceleration helps.

measurement-and-tolerance · Specification work when parts must interface precisely and function depends on dimensional stability.

tool-and-machine · Tool justification and apprenticeship teaching where understanding the tool-machine spectrum matters.

workshop-practice · Workshop setup when efficiency over sustained periods depends on physical layout and tool discipline.

sentence-transformers · Text embedding when you need semantic vectors that are domain-tuned or when you want pure open-source.

context-handoff · Multi-agent orchestration where agents must hand off work and restore full execution context.

ecosystem-alignment · Agent design review when the agent lives in a multi-stakeholder ecosystem with competing interests.

guidance · Structured extraction when you need 100% format compliance and can define the grammar precisely.

instructor · Extraction tasks where you want automatic validation and retry without building your own harness.

refinery-merge · Data programming when multiple weak sources must be reconciled into clean training sets.

outlines · Batch generation where you need guaranteed valid JSON/SQL/code and sampling speed is critical.

security-hygiene · Production agent deployment where adversarial input and prompt injection are realistic threats.

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

session-awareness · Resuming work after interruption when project state matters more than fresh context.

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

expository-writing · Academic papers, op-eds, and reports where logical rigor and audience trust depend on visible reasoning.

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

narrative-craft · Fiction and story-driven nonfiction where emotional truth and structural integrity matter equally.

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

poetry-form · Poets seeking formal discipline and readers wanting to understand how sound and structure create meaning.

research-writing · writing research papers, evaluating sources, constructing academic arguments, or teaching research methodology

llava · Large Language and Vision Assistant

revision-editing · Use when revising drafts, editing for clarity, running workshops, or teaching the revision process.

voice-style · Use when developing voice, analyzing style, adapting register, or teaching style awareness.

aminet-browser · Use when searching, browsing, or managing package collections.

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.

aminet-emulator · Use when configuring emulation, managing ROMs, or launching Amiga software.

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

toss-push · Use for toss-push tasks and operations.

aminet-index · Managing complete Aminet package database lifecycle with incremental RECENT-based updates.

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