AI Engineering12 min read
Build a coding agent with Claude: a step-by-step guide
How to build a coding agent with Claude in 100 lines of Python. Tool use, file editing, bash, and the loop that ties them together. No frameworks.
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40 posts in total
AI Engineering12 min read
How to build a coding agent with Claude in 100 lines of Python. Tool use, file editing, bash, and the loop that ties them together. No frameworks.
AI Engineering12 min read
How a coding agent loop actually works. The minimal while loop that turns a chatbot into Claude Code, and the 4 states every agent cycles through.
AI Engineering25 min read
Master end-to-end system design for production AI chatbots. Learn streaming architecture, memory management, RAG integration, rate limiting, circuit bre...
AI Engineering25 min read
Learn how to architect a production-ready local financial AI agent that keeps data private and guarantees mathematical accuracy. Deep dive into hybrid a...
AI Engineering7 min read
Learn how to build real-time voice agents with sub-500ms latency using WebRTC streaming pipelines. Understand VAD, STT, LLM, and TTS integration for nat...
Prompt Engineering6 min read
Learn how to improve LLM output quality using Self-Critique and Refinement techniques. Force LLMs to review and improve their own work through iterative...
Prompt Engineering5 min read
Learn how to improve LLM reasoning with Chain-of-Thought (CoT) prompting. Force LLMs to show their work and solve logic problems correctly by breaking d...
Prompt Engineering7 min read
Learn how to extract structured data from LLMs using few-shot prompting, output priming, and tool calling. Build a review analyzer that outputs clean, m...
Prompt Engineering7 min read
Learn how to transform a generic AI bot into an expert agent using explicit instructions, role prompting, and contextual prompting. Build a customer sup...
AI Engineering in Practice8 min read
Learn how to build asymmetric AI systems by choosing the right model for each task. Master the spectrum from Nano LLMs for routing to MoE models for gen...
AI Engineering in Practice18 min read
How engineering works in production. Learn to build a complete AI Bedtime Story Generator from scratch. A practical tutorial covering FastAPI, streaming re
AI Engineering7 min read
Learn how to design production AI systems that handle concurrency gracefully. Covering queue architectures, idempotency, retry strategies, graceful degr...