Preparing your dataset https://platform.openai.com/docs/guides/fine-tuning/preparing-your-dataset
https://platform.openai.com/docs/guides/fine-tuning
https://levelup.gitconnected.com/how-to-build-your-own-custom-chatgpt-bot-cf4af959adcc
https://platform.openai.com/docs/api-reference/engines/retrieve#fine-tunes/create-training_file
๐ค ๐๐ก๐ฒ ๐๐จ๐ฎ๐ซ ๐๐ ๐๐จ๐๐ข๐ง๐ ๐๐ฌ๐ฌ๐ข๐ฌ๐ญ๐๐ง๐ญ ๐๐๐๐ฉ๐ฌ ๐๐๐ญ๐ญ๐ข๐ง๐ ๐๐ญ ๐๐ซ๐จ๐ง๐ . ๐๐ง๐ ๐๐จ๐ฐ ๐ญ๐จ ๐ ๐ข๐ฑ ๐๐ญ
The AI coding debate is stuck in extremes. One side says, โAI will write 90% of code next year.โ The other says itโs just a flashy autocomplete. Both are missing the point.
The real question isnโt can AI write code. ๐๐ญโ๐ฌ ๐ฐ๐ก๐ข๐๐ก ๐ญ๐๐ฌ๐ค๐ฌ ๐ข๐ฌ ๐ข๐ญ ๐๐๐ญ๐ฎ๐๐ฅ๐ฅ๐ฒ ๐ ๐จ๐จ๐ ๐๐ญ, ๐๐ง๐ ๐ก๐จ๐ฐ ๐๐จ ๐ฐ๐ ๐ซ๐๐ฌ๐ก๐๐ฉ๐ ๐จ๐ฎ๐ซ ๐ฐ๐จ๐ซ๐ค ๐ญ๐จ ๐ญ๐๐ค๐ ๐๐๐ฏ๐๐ง๐ญ๐๐ ๐?
๐๐จ๐ฎ๐ซ ๐ง๐๐ฐ ๐๐ซ๐ญ๐ข๐๐ข๐๐ข๐๐ฅ ๐ญ๐๐๐ฆ-๐ฆ๐๐ฆ๐๐๐ซ โ ๐๐ญ๐ซ๐๐ง๐ ๐ญ๐ก๐ฌ: Codes like a solid senior engineer, knows a ton of tech, and is lightning-fast with well-scoped tasks. โ ๐๐๐๐ค๐ง๐๐ฌ๐ฌ๐๐ฌ: It designs like a junior, knows nothing about your team or codebase, and forgets everything unless you tell it otherwise.
๐ก ๐๐ก๐ ๐๐จ๐ง๐ฌ๐ญ๐ซ๐๐ข๐ง๐ญ-๐๐จ๐ง๐ญ๐๐ฑ๐ญ ๐๐๐ญ๐ซ๐ข๐ฑ. A simple model to figure out where AI shines: โ ๐๐ข๐ ๐ก ๐๐จ๐ง๐ฌ๐ญ๐ซ๐๐ข๐ง๐ญ + ๐๐ข๐ ๐ก ๐๐จ๐ง๐ญ๐๐ฑ๐ญ: Perfect for AI (e.g., removing a feature flag) โ๐๐จ๐ฐ ๐๐จ๐ง๐ฌ๐ญ๐ซ๐๐ข๐ง๐ญ + ๐๐จ๐ฐ ๐๐จ๐ง๐ญ๐๐ฑ๐ญ: Poor fit (e.g., designing a photo upload feature from scratch)
๐๐จ ๐ฐ๐จ๐ซ๐ค ๐ฐ๐ข๐ญ๐ก ๐๐ ๐๐๐๐๐๐ญ๐ข๐ฏ๐๐ฅ๐ฒ: ๐ ๐๐จ๐ง๐ฌ๐ญ๐ซ๐๐ข๐ง ๐ญ๐ก๐ ๐ญ๐๐ฌ๐ค: Be more directive and break it down. ๐ง ๐๐ซ๐จ๐ฏ๐ข๐๐ ๐ฆ๐จ๐ซ๐ ๐๐จ๐ง๐ญ๐๐ฑ๐ญ: Expand prompts, add memory, and point to examples or docs. ๐ ๏ธ ๐๐๐ฏ๐๐ซ๐๐ ๐ ๐ญ๐จ๐จ๐ฅ๐ฌ: Let the agent search code, read internal docs, or fetch tickets.
๐ Stop treating your AI assistant like a magic box. Start ๐ญ๐ซ๐๐๐ญ๐ข๐ง๐ it like a ๐ฌ๐ฆ๐๐ซ๐ญ ๐๐ฎ๐ญ ๐๐ซ๐๐ง๐-๐ง๐๐ฐ ๐ญ๐๐๐ฆ๐ฆ๐๐ญ๐. Guide it well, and itโll take tons of grunt work off your plate.
๐ Before handing off your ๐ง๐๐ฑ๐ญ ๐ญ๐๐ฌ๐ค to AI, ask: ๐งฉ Is the solution space clear? ๐ Does it have all the context? ๐ If not: reshape the task.
๐ Huge thanks to Pete Hodgson for the brilliant breakdown. Link to the full article is in the comments