property-based-testing
Property-based testing with fast-check (TypeScript/JavaScript) and Hypothesis (Python). Generate test cases automatically, find edge cases, and test…
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Property-based testing with fast-check (TypeScript/JavaScript) and Hypothesis (Python). Generate test cases automatically, find edge cases, and test…
Language-specific auto-lint/format/typecheck pipeline. Supports Python (ruff+pyright), TypeScript (prettier+eslint+tsc), Go (gofmt+golangci-lint). Auto-fix and…
Lean solo-developer workflow for rapid spec-to-implementation with minimal overhead.
Document chunking with multiple strategies including semantic, recursive, and fixed-size chunking
Für Individualabrede 305b: erstellt Entwurf mit Antrag, Beweis und Anlagen; Ergebnis: Schriftsatz mit Begründungs- und Anlagenlogik.
Für Individualklage Verteidigung: erstellt Entwurf mit Antrag, Beweis und Anlagen; Ergebnis: Schriftsatz mit Begründungs- und Anlagenlogik.
Für Insolvenzverkauf AGB: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize…
Deep analysis of a single paper — generate structured notes with figures, evaluation, and knowledge graph updates
Search existing paper notes by title, author, keyword, or research domain
Criar solicitação de mudança com análise de impacto e plano de rollback. Use quando propor mudança de sistema ou processo que precisa de aprovação, documentar…
Rastrear requisitos de compliance e prontidão para auditoria. Use quando precisar de compliance, preparação para auditoria, LGPD, requisito regulatório, ou…
Documentar um processo de negócio — fluxogramas, RACI e SOPs. Use quando formalizar um processo que vive na cabeça de alguém, construir RACI para deixar claro…
Aggregate a candidate, strategy, or portfolio across explicit scenarios under a declared robust-decision rule such as worst-case score, minimax regret,…
Maintain a diverse population of candidate solutions, mutate/recombine variants, select under explicit fitness and novelty criteria, and iterate while…
Execute one test/attack and record outcome, evidence, and severity. Tool use is runtime-selected.
Use to summarize persona goals, pains, proof points, and questions for
Use when crafting tiered ABM messaging, offers, and creative variants.
Use when defining dynamic content rules, tokens, and conditional offers
Win/loss pattern analysis for B2B sales. Pulls deal data from ANY CRM (Attio, HubSpot, Salesforce, Pipedrive, etc.), enriches with emails, call transcripts…
Create a detailed video brief for a new YouTube video through a structured, collaborative process. This is a STEP-BY-STEP, interactive process — never output a…
Stage 4 of the Ben AI publishing chain. Generates chapters with accurate timestamps and a tag string for a Ben van Sprundel video. Pulls the timestamped…
Automate Make (Integromat) tasks via Rube MCP (Composio): operations, enums, language and timezone lookups. Always search tools first for current schemas.
Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is…
R-to-Python translation for data analysis. Maps R packages (tidyverse, ggplot2, fixest, survey, sf, plm) to Python equivalents (polars, plotnine, pyfixest,…
Redistricting analysis in R using the redistverse ecosystem. Use whenever the user is working with redist, redistmetrics, ggredist, geomander, adj, alarmdata,…
Systematic audit and review by Referee 2. Two modes — "deck" reviews slide presentations for rhetoric, visual quality, and compile cleanliness; "code" performs…
Problem-solving strategies for propositional logic in mathematical logic
Produce a prioritized performance-optimization roadmap across frontend, backend, and infrastructure. Use as an explicit/manual helper after bottlenecks are…
Prowler documentation style guide and writing standards. Trigger: When writing documentation for Prowler features, tutorials, or guides.
Batch embedding generation with caching, rate limiting, and multiple provider support
Hybrid search combining semantic and keyword retrieval for RAG pipelines. Implement BM25 + dense vector search with fusion strategies.
Query expansion, HyDE, and multi-query generation for improved retrieval
Für IP Nutzungsrechte: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Für AGB und Ipr Art 6 Rom I Verbraucher: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt. Fachgebiet:…
Schaltet sich ein, wenn in Agb Recht Prüfer ein juristisches Arbeitsprodukt tragfähig begründet werden muss; verbindet konkrete Aktenfundstellen mit…
Extract figures from papers — prioritizes arXiv source package for high-quality images
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need…
Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running…
Analisar e melhorar processos de negócio. Use quando o processo está lento, como podemos melhorar, simplificar esse workflow, muitos passos, gargalo, ou quando…
Identificar, avaliar e mitigar riscos operacionais. Use quando precisar de avaliação de riscos, registro de riscos, o que pode dar errado, ou quando avaliando…
Criar ou atualizar runbook operacional para tarefa ou procedimento recorrente. Use quando documentar tarefa que o time de ops precisa rodar repetidamente,…
Execute the approved Research Spec phase by phase, producing checkpointed research state and a final summary.
Represent a problem/research space as validated dimensions and values, enumerate compatible combinations, and optionally map occupancy, detect gaps, prioritize…
Extract the causal strategy/mechanism by which a biological analog achieves its function, including boundary conditions and trade-offs.
Use when structuring positioning statements, message houses, and proof
Methodology for defining product-qualified lead (PQL) signals, scoring,
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