I’m starting with functions for managing functions (create, update, delete, find, etc), and just enough ai ones to create new ones (LLM call, embed, similarity search).
@yoheinakajima
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Leveling Up Diagram Generation with Claude and Mermaid
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I’ve been loving asking Claude to generate mermaid artifacts and iterate via chat. gotta level up your diagram game
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AI Prototype Development: Early Stage Testing Progress
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This screenshot is from an actual prototype! But if you’re asking if I’m actually using it, it’s far from ready for that.
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Microservices Approach for Query Optimization and Reusable Functions
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I’ll probably do another post on it, but with this system, I think you want a micro service inspired approach where every query gets broken down into reusable functions first and then wrapped in a function that uses those. Overtime, you should have to create less low-level
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LLM-Weighted Function Selection for Advanced AI Systems
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Log every function call, store success/error, rate result with LLM, use that to add weights to functions, use weights when calling functions. Advanced methods might include embedding user input and somehow calculate a weight specific to the embedding (is this the right tool for
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Treat Demos Like Blog Posts: Iterate and Scale
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Treat your demos like blog posts. Post a ton, see what resonates, and double down.
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User Interaction Drives AI Self-Improvement and Data Generation
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Thanks! Yeah I think building in user interaction can generate helpful data to continue self-building better and better.
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Function Creation Complexity and Multi-Agent Consensus Approaches
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I tried to keep this high-level but the “Create Function” step to get past level 1 is really complicated and there are tons of approaches/tricks here. Curious about your multi agent consensus.
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Auto-installing imports without user consent raises safety concerns
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That would be smart, but my current system goes as far as auto installing imports without user consent…. no user feedback is baked in
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API Key Management and Automated Access Request System
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1. In my current system I track which functions require what api keys (or secrets), which gets loaded into the environment. Since we know when an api key is required, we could set up a user request feature to ask for help, or give it an email,$, and multi-on access to grab an API