The library

rca-classical-methods · Linear, single-cause shop-floor incidents (5 Whys), or multi-pathway quality incidents (Fishbone), or safety-critical system design review (FTA/FMEA) where classical techniques have proven power.

rca-distributed-systems · Production incidents in microservice meshes (Kubernetes, Istio, Linkerd) where the fault could originate in any of 10-100 services and the causal path runs through network hops, retries, and timeouts.

nnsight-remote-interpretability · Running the same interpretability code on GPT-2 locally and Llama-405B remotely without code changes, enabling scalable mechanistic interpretability research on massive models.

rca-human-factors · Safety-critical industries (aviation, healthcare, emergency response, nuclear) where understanding why the operator's action was reasonable from their perspective reveals system design flaws to fix.

pyvene-interventions · guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework

distress-screening · screening for nonspecific psychological distress or tracking symptom burden over time

rca-systems-theoretic · investigating incidents in healthcare, aviation, nuclear, autonomous systems, distributed microservices, or any system where multiple act...

sparse-autoencoder-training · guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable f...

push · Solving push challenges

critical-reading · evaluating arguments, identifying bias, assessing source reliability, analyzing rhetoric, or synthesizing across multiple texts on the sa...

transformer-lens-interpretability · guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints a...

information-literacy · conducting research, evaluating sources, navigating digital information environments, teaching research skills, or addressing plagiarism ...

nemo-curator · GPU-accelerated data curation for LLM training

literary-analysis · interpreting literary texts, analyzing author craft, applying critical lenses, discussing theme and symbolism, or exploring how literary ...

ray-data · Batch inference and preprocessing on 100GB+ datasets across multi-node clusters.

riverpod-cancel · Flutter apps cancelling requests when user navigates or triggers rapid refreshes.

phonics-decoding · Teaching early literacy and diagnosing reading errors via Running Records.

grpo-rl-training · Teaching specific output formats (XML, JSON) and verifiable tasks without preference pairs.

reading-comprehension · Teaching comprehension when decoding is automatic and meaning-construction needs scaffolding.

variant-interpretation · Automated clinical variant reporting with ACMG evidence codes.

vocabulary-development · Teaching Tier 2 academic vocabulary when explicit word learning is needed.

ralph-specum-status · Real-time verification of spectrum analyzer readiness before measurement campaigns.

model_engineer · Designing end-to-end ML systems from task spec to production deployment.

data-fidelity · Discovering data quality issues before training to avoid garbage-in-garbage-out.

simpo-training · Quick preference optimization without reward model or RL infrastructure.

claude-typescript-sdk · Integrating Claude into TypeScript backends and Node.js scripts.

research-engine · Rapid multi-source research synthesis with transparent evidence chains.

sentry-known-pitfalls · Quick diagnosis of Sentry setup failures and error categorization issues.

research-mission-generator · Decomposing business goals into actionable research programs.

phpstan-resolver · Migrating PHP codebases to strict type checking incrementally.

fine-tuning-with-trl · Multi-phase RLHF pipelines (SFT→Reward→PPO) where you control each alignment stage.

data-analysis-sci · When you have raw measurements and need to extract honest conclusions with proper error analysis.

pnpm · Monorepos needing deterministic builds, strict dependency isolation, and centralized version catalogs.

earth-life-systems · When you need to design long-term ecological studies or extract causal claims from field observations.

constitutional-ai · When you want safety alignment without human labels and need explainable reasoning in refusals.

diff-since-my-commit · Code review workflows where you need to see what others changed to your files.

experimental-design-sci · When you must isolate causal effects and design has constraints (ethics, cost, timescale).

llamaguard · Production input/output filtering where you need a specialized 7B moderation model instead of general LLM.

pubfi-dsl-server-contract · When you need strict input validation and reject SQL/unknown-field queries server-side.

history-philosophy-science · When teaching or designing science curricula and need historical/philosophical grounding.

nemo-guardrails · When you need stateful conversational guardrails beyond single-turn content moderation.

gitlab-protected-branches · Multi-team workflows where you must enforce review gates and prevent force-push accidents.

science-communication · When translating peer-reviewed findings for policy, education, or public audiences.

prompt-guard · When you need lightweight client-side jailbreak detection before sending to LLM.

scientific-method · When teaching or designing any empirical study and need a repeatable framework.

huggingface-accelerate · When you have a standard PyTorch training loop and need easy multi-GPU scaling.

citations · When generating bibliographies and need fast, accurate formatting across styles.

3d-interaction-design · When designing immersive/VR interfaces where 2D principles fail.

datenexport-portabilitaet · When implementing data portability rights (GDPR Art. 20) or migration tooling.

augmented-reality-tracking · Diagnosing why virtual AR content does not register with physical world; guides technique selection.