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Oak Codex

Oak Codex

De : Steve Oak
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 AI, Tech, DesignSteve Oak
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    • I Built My Own AI Memory System. Here's What I Learned

      I Built My Own AI Memory System. Here's What I Learned
      Jan 30 2026

      AI forgets everything past its context window. And when it forgets, it starts making stuff up. I built SOKK, a career assistant that dropped hallucination from 24% to under 3% using dual-gate verification. Then I built UOCE, a context engine that reduced token usage by 67-95%. This episode breaks down the architecture, the research backing it, and what I'd do differently. If you work with LLMs, this might change how you think about memory.
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      11 min
    • How We Built an AI Waste Classifier to Solve a $640B Problem

      How We Built an AI Waste Classifier to Solve a $640B Problem
      Jan 30 2026

      Four devs. Four months. One $640 billion problem.

      We built an AI waste classification app for California's SB 1383 compliance. In this episode: why context engineering beats prompt engineering, the CapacitorJS tradeoffs nobody warns you about, building an AI assistant that isn't ChatGPT slop, and how gamification actually got people to care about recycling.

      Honest takes on what broke, what worked, and why we're not making this a startup.
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      12 min
    • Vibe Coding Won't Make Your Product Stand Out. Here's What Will.

      Vibe Coding Won't Make Your Product Stand Out. Here's What Will.
      Jan 17 2026
      You're paying for AI. Of course you want it to be magic. That psychology is the trap.In this episode:• Why 82% of AI sites look identical (the slop epidemic)• The hierarchy that actually works: specialized solutions first, AI as leverage• Real proof: how we transformed a generic Next.js site into a trust-building asset
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      6 min
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