Agent Skill Effectiveness Auditor
Assuming the null hypothesis, run a paired evidence-based audit to decide whether an agent skill actually improves a specific SWE task, weighing context interference and token cost.
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Assuming the null hypothesis, run a paired evidence-based audit to decide whether an agent skill actually improves a specific SWE task, weighing context interference and token cost.
Design an automated, scalable safety-testing system for LLM agents using the three-stage Vera pipeline: risk discovery, executable safety-case generation, and deterministic sandbox verification.
Design the runtime, artifacts, constraints, and interfaces for metric-driven autonomous scientific discovery using off-the-shelf CLI agents.
Design memory subsystems for long-running agents as first-class data-management systems, covering representation, extraction, retrieval/routing, maintenance, and measurable evaluation.
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Topics organize scattered prompts into shareable, reusable test packs, ideal for team evaluation and content growth.
Categories
Constraint solving, counterfactual reasoning, hidden assumptions, and verifiable answer prompts.
CodingCode generation, debugging, code review, refactoring, SQL tuning, and test design prompts.
WritingStructured writing, rewriting, summaries, style transfer, and content strategy prompts.
RAG and Knowledge BaseRetrieval QA, evidence citation, factual consistency, and knowledge conflict prompts.
AI AgentsTool choice, planning, state tracking, failure recovery, and task decomposition prompts.
Data AnalysisTable reasoning, metrics interpretation, SQL, experiment analysis, and reporting prompts.
Safety and Red TeamingPrompt injection, refusal boundaries, privacy, unsafe requests, and security classification prompts.
Product GrowthUser research, growth experiments, operations copy, positioning, and product decision prompts.
Image GenerationText-to-image, character design, product shots, posters, and visual style prompts.
Prompt Library