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Series

AI Coding Systems

7 parts
  1. 01 My Vibe Coding Journey - Developing an AI-Powered English Learning Application
  2. 02 Building an English Dictionary with an LLM
  3. 03 ReAct Agents: Building From Scratch - Native Function Calling vs. Custom TAO Parsing
  4. 04 Automated Prompt Optimization in DSPy: Mechanisms, Algorithms, and Observability
  5. 05 One Month of Vibe Coding with GitHub Copilot
  6. 06 GitHub Copilot CLI System Prompt The complete system prompt for GitHub Copilot CLI - a terminal assistant built by GitHub to help with software engineering tasks
  7. 07 GitHub Copilot Model Token Speed Benchmark: Decomposing Latency, Verbosity, and Throughput Across 28 Hosted Models An empirical analysis of 280 sequential benchmark runs across 28 GitHub Copilot-hosted models and 10 scenarios — separating the 8–14s first-token prefill floor from true marginal token streaming speed, verbosity bias, reasoning effort overhead, and polyglot coding performance.