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My favorite use-case for AI is writing logs


One of my favorite AI dev products today is Full Line Code Completion in PyCharm (bundled with the IDE since late 2023). It’s extremely well-thought out,...

July 17, 2025 One of my favorite AI dev products today is Full Line Code Completion in PyCharm (bundled with the IDE since late 2023). The local requirement eliminates any model inference engines like vLLM, SGLM, or Ray which implement KV cache optimization like PagedAttention First, they train a GPT-2 style Transformer decoder-only model of 100 million parameters, including a tokenizer (aka autoregressive text completion like you’d get from Claude, OpenAI, Gemini, and friends these days).

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