~/talk

From Hype to Help: An AI Product Journey

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Describes three products: a weeks-to-launch website infobot that surfaces LLM hallucinations and forces grounding and context engineering, a Gemini Enterprise deploy meant to stitch fragmented corporate data that stalls without governance and human-in-the-loop controls, and an AI co‑scientist prototype aimed to cut experimental dead‑ends and shorten lab cycles by roughly 6 months. Uses 50–100 real user prompts as evaluation sets, runs weekly experiments instead of fixed roadmaps, and reports rapid learning but also clear deployment blockers when safeguards are missing.

AI-written summary · about

  1. 0:00Introduction and journey
  2. 1:22AI expeditions and challenges
  3. 4:17Northstar: User needs first
  4. 6:25Safeguards: Tools of trust
  5. 8:34Evaluation: The new PR
  6. 11:46Way finding: Fast experimentation
  7. 13:55Building for help, not hype
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