~/talk

From hallucinations to hard truths

Talkat LeadDev New York 2025 · 2025-10-15..10-16· [ai-assisted-development, security]
slides:none on file

A field report on what actually breaks and what fixes it: demos that went nowhere after rushing to build; the first AI feature that takes six months to launch and the pivot to embed AI engineers into product teams that finally ships; governance rules like PII never touches the model and an eval framework tying model accuracy to cost, revenue and latency; Gartner warnings—85% sponsor failure and ~40% agent projects cancelled—and a six‑figure cost variance from unoptimized models.

AI-written summary · about

  1. 0:00Introduction
  2. 0:50Solving the wrong problem
  3. 2:14Impact versus effort
  4. 2:35Lack of executive sponsors
  5. 3:59Team not built to ship
  6. 5:25Hype around agentic AI
  7. 6:51Ignoring AI evals for ROI
  8. 7:54Biggest risk is not the model
  9. 9:18Model slow and expensive
  10. 10:21Summary
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