AI DevelopmentAdvanced
Agents With The Agent SDKCheatsheet
Run a full agent with built-in tools in your own app, then add custom tools and subagents.
AI DevelopmentIntermediate
Batch Processing & Cost ReductionCheatsheet
Cut AI API costs in half for work nobody is waiting on by submitting it as an asynchronous batch.
AI DevelopmentIntermediate
Reasoning & Extended ThinkingCheatsheet
Turn on adaptive thinking so the model works through hard problems, and tune how hard it thinks with effort.
AI DevelopmentAdvanced
Autonomous Agent LoopsCheatsheet
Build robust ReAct autonomous agent loops with termination conditions, state history management, and recursion limits.
AI DevelopmentBeginner
Calling Model APIsCheatsheet
Connect Node.js and TypeScript applications to modern AI APIs using official SDK clients and secure environment authentication.
AI DevelopmentIntermediate
Audio and SpeechCheatsheet
Transcribe spoken audio, generate timestamped subtitles, and synthesize natural text-to-speech with Whisper and OpenAI.
AI DevelopmentAdvanced
Cloud Chunking and RerankingCheatsheet
Implement recursive character chunking, semantic paragraph splitting, Cohere Rerank cross-encoders, and rank fusion.
AI DevelopmentAdvanced
Running Model-Generated Code SafelyCheatsheet
Generate verified software code, validate syntax via AST parsing, and execute sandboxed scripts with E2B and Docker.
AI DevelopmentIntermediate
Context Window ManagementCheatsheet
Manage token budgets, rolling conversation history, semantic compaction, and prompt summarization in production AI systems.
AI DevelopmentIntermediate
Error Handling & RetriesCheatsheet
Build resilient AI integrations with exponential backoff, rate limit recovery, circuit breakers, and fallback models.
AI DevelopmentAdvanced
Evaluation & BenchmarksCheatsheet
Build automated test suites, implement LLM-as-a-judge rubrics, and track accuracy benchmarks for AI pipelines.
AI DevelopmentAdvanced
Fine-Tuning With OpenAICheatsheet
Prepare formatted training datasets, execute fine-tuning jobs, and evaluate specialized models with OpenAI and LoRA.
AI DevelopmentAdvanced
Moderation & Output GuardrailsCheatsheet
Implement content moderation, PII redaction, output schema guardrails, and refusal cascades for safe AI deployment.
AI DevelopmentIntermediate
Human Approval GatesCheatsheet
Implement human authorization approval gates, state persistence, and audit controls for high-stakes AI tool actions.
AI DevelopmentAdvanced
Model Context ProtocolCheatsheet
Standardize AI agent tool integrations and resource access using Anthropic open-standard Model Context Protocol.
AI DevelopmentBeginner
Model SelectionCheatsheet
Choose a model tier by weighing task difficulty, latency, context size, and cost, then route requests between tiers.
AI DevelopmentAdvanced
Observability and TracingCheatsheet
Monitor LLM latency, track token expenses, trace multi-agent execution spans, and instrument OpenTelemetry telemetry.
AI DevelopmentAdvanced
Parallel Tool CallingCheatsheet
Execute multiple concurrent tool requests simultaneously using Promise.allSettled and rate-limited batch workers.
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