The Karpathy reference is apt — personal knowledge bases are becoming the secret weapon for anyone working with LLMs. I've been building something similar for my automation consulting: every client project, workflow pattern, and debugging session gets logged in a structured way that I can feed into Claude as context. The compounding effect is real — after 6 months, my system prompts are significantly better because they draw on actual project outcomes rather than generic best practices. What tools are you using for the knowledge capture layer?
Archit Mittal
The Karpathy reference is apt — personal knowledge bases are becoming the secret weapon for anyone working with LLMs. I've been building something similar for my automation consulting: every client project, workflow pattern, and debugging session gets logged in a structured way that I can feed into Claude as context. The compounding effect is real — after 6 months, my system prompts are significantly better because they draw on actual project outcomes rather than generic best practices. What tools are you using for the knowledge capture layer?