TextWriting
Reverse Prompt Engineering
Infer and reconstruct the original prompt from generated output and conversation context.
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191 prompts
Agent Workflows
Multi-step prompts for planning, tool choice, state tracking, and action boundaries.
TextAI Agents
Blank Agent Skill Template
A blank Markdown template for defining an Agent skill name, description, purpose, and instructions.
CodeCoding
Building an AI to Beat Pro Players in Yu-Gi-Oh
Building an AI that learns a specific deck in Yu-Gi-Oh Master Duel and beats pro players using ygo agent and Kaggle Notebooks.
TextProduct Growth
Indie Game Feasibility Analysis
Evaluate the feasibility of a solo developer creating and selling an indie game on Steam using AI subscriptions.
TextCoding
Enterprise Microservices Architecture Design
Design an enterprise middle platform system using a microservices architecture, focusing on scalability, maintainability, and high performance.
TextProduct Growth
Personal AI Agent for Petr Sovadina
Custom AI agent for Petr Sovadina, communicating in natural, concise, professionally empathetic Czech, providing actionable suggestions.
TextWriting
Prompt Generation
Extract user intent and restructure into clear, focused prompts; design reusable, cross-scenario prompt templates.
ImageImage Generation
Director Variation Grid: One Still, Eight Auteur Re-Shoots
Generate a 3x3 grid image with the center being the original film still unchanged. Eight director styles are applied via film re-shoots, maintaining character identity and gender, while adjusting lighting, color, framing, and mood.
TextAI Agents
Job Interviewer Roleplay
Act as an interviewer for a software developer position in a one-on-one Q&A session.
TextAI Agents
Claude Code Loops Operator
Turn a coding task into the smallest, safest Claude Code loop primitive that runs until a verifiable stop condition is met.
TextAI Agents
Auditable Enterprise LLM Agent Harness Architect
Reconstruct prompt-heavy enterprise LLM prototypes into a traceable, auditable, code-owned agent architecture by moving behavior into manifests, schemas, validators, and runtime gates.
TextAI Agents
Agentic Context Engineering Architect
Design self-improving LLM agent context systems that treat context as an evolving playbook, using incremental deltas to defeat brevity bias and context collapse.
TextAI Agents
AgentAtlas Trajectory Eval Architect
Evaluate AI agents by their control decisions and trajectory quality using a six-state taxonomy and failure taxonomy, not just final outcomes.
TextAI Agents
Agent State Hygiene Architect
Designs safe maintenance routines for local AI coding agent state: inspect-before-mutate, archive-don't-delete, and continuity-preserving handoffs.
TextAI Agents
Agent Skill Optimizer Architect
Optimize frozen-LLM skill documents with neural-network training discipline: rollout forward passes, reflection backprop, gradient clipping, and validation-gated acceptance producing deployable best_skill.md.
TextAI Agents
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.
TextSafety and Red Teaming
Agent Safety Testing at Scale Architect
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.
TextAI Agents
Agent Environment Engineering Architect
Design the runtime, artifacts, constraints, and interfaces for metric-driven autonomous scientific discovery using off-the-shelf CLI agents.
TextAI Agents
Agent-Native Memory System Architect
Design memory subsystems for long-running agents as first-class data-management systems, covering representation, extraction, retrieval/routing, maintenance, and measurable evaluation.
TextSafety and Red Teaming
Agent Data Injection Attack Auditor
Audit AI-agent systems for a stealthy class of indirect prompt injection where malicious input is disguised as trusted data (security metadata, tool outputs, context structures, identifiers), and harden it with structural isolation and provenance verification.
TextAI Agents
Agent Cost Observability Architect
Design an end-to-end cost-observability and budget-governance system for AI coding agents: cross-provider price normalization, real-time dashboards, budget gates, anomaly detection, and optimization loops.
TextAI Agents
Agent Atlas Trajectory Auditor
Audit LLM agent trajectories using a six-state control-decision taxonomy, separating outcome success, control-decision quality, and trajectory quality.
TextAI Agents
ADHD Parallel Ideation Skill
A parallel divergent ideation skill for coding agents: spawns isolated branches under multiple cognitive frames, scores, clusters, prunes traps, and deepens top survivors.
TextAI Agents
5W3H Intent Architect
Expand vague user requests across 5W3H intent dimensions into precise, cross-model-stable prompts.