Isaac Flath

@isaac-flath.bsky.social

isaacflath.com

I spent months building MonsterUI. Now, when people ask if they should use it, I hesitate. MonsterUI redefined what I love to build, yet I couldn't explain why I stopped using it. I felt uncomfortable admitting that I failed Here's what happened and what I learned isaacflath.com/writing/lear...

Learning from Failure: MonsterUI | Isaac Flath

Read "Learning from Failure: MonsterUI" - Technical writing by Isaac Flath on software development, AI, and machine learning.

isaacflath.com

I quit my job ~6 months ago to focus on learning and having a bigger impact. The AI coding course with Eleanor Berger is one (of several) projects that is better than I imagined on both fronts Cohort 1 was a huge success, and Cohort 2 in January is gonna be even better 😄

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Q: Why is semantic search for code coming back? (Cursor, mgrep, etc) A: Multi-vector architecture Q: Why do I care? MUCH less token usage + better responses if used Q: What makes it work? A: Token (not chunk) level embeddings with extreme quantization Here's what I learned 🧵

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Using Alpine.js in Python frameworks like Air, Fasthtml, or Dash often means you end up writing code in strings Writing code inside a string is a terrible dev experience and hard to maintain. But I also kinda hate jinja TBH

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Building in prior version rollback for AI agents is a pain (code and db). Neon’s new snapshots API solves this. Save a complete snapshot of your db, schema, and data with each agent turn. It's efficiently done with copy-on-write vs full copies too. elite-ai-assisted-coding.dev/p/build-che...

Build Checkpoints for Your Agent with Neon Snapshots

If you build apps with an AI agent, you probably want a way to go back in time to prior agent turns.

elite-ai-assisted-coding.dev

AI suggested a dependency I didn't understand. Instead of accepting or rejecting, I asked why The debate and research taught me more about my async stack than a tutorial ever could AI suggestions are opportunities to learn Details + more examples 👇 elite-ai-assisted-coding.dev/p/i-argue-w...

I Argue With My AI Pair Programmer, and It Makes My Code Better

Sometimes AI teaches me something and sometimes AI is a better rubber duck. Both are useful

elite-ai-assisted-coding.dev

What happens when a whole engineering team learns to use AI together? They build a common language & framework for prompts, context, tools, and automations. This mean effective collaboration, faster problem-solving, and code that is consistent across your team.

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