~/talk

Never Trust a Monkey: The Chasm, the Craft & the Chain of AI-Assisted Code

Talkat JCON EUROPE 2026 · 2026-04-20..04-23· [ai-assisted-development]
slides:none on file

Models get better but developers trust them less: surveys show ~76% see hallucinations, 96% distrust AI, 42% still commit AI code to production while only 48% always check it. The proposed workflow uses specdriven development and BDD to generate deterministic tests from human-verified specs, hashes and locks only assertions (hash assertions) so LLMs must pass tests, and adds context engineering to avoid endless retries. A demoed Intent Integrity Kit scaffolds the chain and claims ~4x improvement when product context is provided.

AI-written summary · about

  1. 0:00The AI trust problem
  2. 2:06Analyzing AI code quality
  3. 7:20Why software development fails
  4. 12:24AI's impact on code reliability
  5. 17:17The limitations of code reviews
  6. 19:35Introduction to spec-driven dev
  7. 24:01Verifying the intent chain
  8. 31:02Building an integrity chain
  9. 37:02Context management and tools
  10. 40:50Demo and final takeaway
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