AIAdvanced
Autonomous Agent LoopsCheatsheet
Build robust ReAct autonomous agent loops with termination conditions, state history management, and recursion limits.
Useful Cheatsheets
Practical cheat sheets for real life.
Direct, one-page reference guides to build software and AI systems, grow personal wealth, and optimize everyday health — designed for quick lookups and visual learners.
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Showing 279 of 279 cheatsheets
AIBeginner
AI API ConnectionsCheatsheet
Connect Node.js and TypeScript applications to modern AI APIs using official SDK clients and secure environment authentication.
AIIntermediate
Audio and SpeechCheatsheet
Transcribe spoken audio, generate timestamped subtitles, and synthesize natural text-to-speech with Whisper and OpenAI.
AIIntermediate
Chain of ThoughtCheatsheet
Elicit step-by-step reasoning, mathematical problem solving, and complex logic through explicit chain-of-thought prompting.
AIAdvanced
Chunking and RerankingCheatsheet
Implement recursive character chunking, semantic paragraph splitting, Cohere Rerank cross-encoders, and rank fusion.
AIAdvanced
Code Generation and ExecutionCheatsheet
Generate verified software code, validate syntax via AST parsing, and execute sandboxed scripts with E2B and Docker.
AIIntermediate
Context Window ManagementCheatsheet
Manage token budgets, rolling conversation history, semantic compaction, and prompt summarization in production AI systems.
AIIntermediate
AI Error HandlingCheatsheet
Build resilient AI integrations with exponential backoff, rate limit recovery, circuit breakers, and fallback models.
AIAdvanced
AI Evaluation and BenchmarksCheatsheet
Build automated test suites, implement LLM-as-a-judge rubrics, and track accuracy benchmarks for AI pipelines.
AIBeginner
Few Shot PromptingCheatsheet
Guide model reasoning, tone, and formatting consistency using balanced input-output in-context demonstration exemplars.
AIAdvanced
Model Fine-TuningCheatsheet
Prepare formatted training datasets, execute fine-tuning jobs, and evaluate specialized models with OpenAI and LoRA.
AIAdvanced
Guardrails and SafetyCheatsheet
Implement content moderation, PII redaction, output schema guardrails, and refusal cascades for safe AI deployment.
AIIntermediate
Human In The LoopCheatsheet
Implement human authorization approval gates, state persistence, and audit controls for high-stakes AI tool actions.
AIAdvanced
Model Context ProtocolCheatsheet
Standardize AI agent tool integrations and resource access using Anthropic open-standard Model Context Protocol.
AIBeginner
AI Model SelectionCheatsheet
Select the optimal artificial intelligence model tier by evaluating latency, context size, reasoning capacity, and token costs.
AIAdvanced
Observability and TracingCheatsheet
Monitor LLM latency, track token expenses, trace multi-agent execution spans, and instrument OpenTelemetry telemetry.
AIAdvanced
Parallel Tool CallingCheatsheet
Execute multiple concurrent tool requests simultaneously using Promise.allSettled and rate-limited batch workers.
AIIntermediate
Prompt CachingCheatsheet
Slash AI latency and token costs by up to 90 percent using Anthropic and OpenAI prompt caching breakpoints.
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