The library

bio-annotation · Gene annotation, sequence analysis, or biological data enrichment pipelines

collaborative-problem-solving · Group decision-making, brainstorming, resolving conflicts, or cross-functional ideation

swift-expert · Swift concurrency, SwiftUI, async/await, actor isolation, or Apple platform development

new-column · Schema evolution, adding new data fields, or incremental database schema changes

design-thinking-ps · Problem framing, user research, prototyping, iterative testing, or ill-structured problem solving

terraform-engineer · Managing multi-environment infrastructure as code where state consistency, dependency ordering, and secrets isolation are critical.

manim-skill · Iterating on complex animations by rendering frames and diagnosing visual issues before committing to final video production.

mathematical-problem-solving · Solving proof-based and computational math problems where Polya's phases and Schoenfeld's control prevent dead-end grinding.

test-master · Designing comprehensive test architectures across unit, integration, E2E, performance, and security when coverage gaps risk production failures.

metacognitive-monitoring · Preventing unproductive grinding by actively checking progress every 2-5 minutes and switching strategies when stalled.

the-fool · Stress-testing decisions via pre-mortems and red teams before committing when a single bad choice carries high cost.

env-handler · Securing API keys and secrets in .env.local while distributing safe templates in .env across the team.

problem-comprehension · Avoiding misinterpreted problems by systematically identifying knowns, unknowns, constraints, and problem type before solving.

typescript-pro · Building type-safe APIs where branded types and discriminated unions catch misuse at compile time rather than runtime.

strategy-selection · Matching well-understood problems to their natural solving strategy rather than brute-forcing with trial-and-error.

vue-expert-js · Building Vue 3 Composition API components in JavaScript with JSDoc types when TypeScript setup adds overhead.

team-onboarding · Accelerating new developer ramp-up through structured context transfer, pair programming, and guided codebase tours.

agile-methods · Running iterative sprints with clear ceremonies, retrospectives, and continuous feedback when coordination overhead matters.

vue-expert · Building Vue 3 Composition API components with strict type safety across composables, routing, and state management.

estimation-planning · Breaking large work into estimable pieces and adding contingency buffers when time accuracy drives scheduling.

websocket-engineer · Building real-time bidirectional communication where HTTP polling would waste resources and introduce latency.

quality-assurance · Designing QA workflows that balance automated gate checks with manual exploration when shipping must meet quality bars.

wordpress-pro · Extending WordPress with custom post types and REST endpoints when off-the-shelf plugins don't fit the domain model.

find-bug-root-cause · Isolating elusive bugs using binary search and hypothesis testing rather than random code inspection or blame.

retrospective-learning · Extracting actionable improvements from past work when structured reflection beats informal debrief discussions.

autoresearch · Multi-hypothesis research requiring tight iteration between rapid experiments and systematic discovery.

risk-management · Projects where risk blindsides kill delivery; proactive identification beats reactive firefighting.

implementing-llms-litgpt · Production-grade fine-tuning without abstraction layer overhead; ideal for understanding model internals.

quality-reviewing · Catching ecosystem mismatches before they reach production; complements automatic hook with external verification.

stakeholder-communication · Projects where stakeholder misalignment kills adoption; communication is connective tissue.

mamba-architecture · Long sequences (100K+ tokens), streaming inference, or memory-constrained deployments beating Transformer quadratic scaling.

deliverable-tracking · Client work where explicit tracking + dynamic labels beat unstructured task lists.

behavioral-neuroscience · Understanding brain constraints on behavior, design decisions informed by neural limits, or psychopharmacology reasoning.

nanogpt · Learning transformer internals, quick prototyping, or experimenting with variants without framework overhead.

freshdesk-triage · High-volume support queues where manual triage is the bottleneck.

clinical-foundations · Clinical practice where empirical assessment beats intuition for reliability and ethical practice.

rwkv-architecture · Combining RNN efficiency with Transformer quality when linear-time inference matters.

tables · Organizing structured data where tables provide clarity and queryability.

cognitive-psychology · Understanding decision-making biases, memory constraints, or attention bottlenecks in system design.

developmental-psychology · Designing age-appropriate experiences, understanding delays, or intervening during critical periods.

huggingface-tokenizers · Fast, parallel tokenization when model-specific vocabularies and special tokens matter.

angle-generator · Marketing/comms where the same fact told through different angles reaches different segments.

research-methods-psych · Psychology research where internal/external validity and replicability are non-negotiable.

sentencepiece · Multilingual models or custom vocabularies where language-agnostic approach beats language-specific tokenizers.

nano-banana-blockrun · Generating production-ready images without API keys when you control on-chain payments via USDC micropayments, avoiding vendor lock-in.

social-psychology · Diagnosing why teams conform to poor decisions or explaining how organizational pressure shapes individual behavior beyond rational choice.

blameless-postmortem · Converting incidents into organization-wide learning while protecting the psychological safety required for honest incident reporting, especially in distributed systems and on-call rotations.

ecosystem-alignment · Keeping a custom Claude Code setup in sync with upstream platform updates, preventing drift and discovering new capabilities to adopt.

rca-causal-inference · Incidents with rich quantitative data where you need defensible, reproducible, mathematical causal claims (not just narrative RCA), especially when distinguishing multiple confounding factors.

peft-fine-tuning · Fine-tuning large models (70B+) on consumer hardware by training only 0.17% of parameters in a 6MB adapter, enabling cost-effective task-specific customization without full-model training.