3 quotes from 2 episodes on The Changelog, each with a timestamped link to the source.
3 quotes2 episodes
The short version
Adam Stacoviak claims that engineering work now focuses on building complete environments and feedback loops for AI systems. Operators define the exact reality these models inhabit to establish truth and set strict architectural boundaries.
Most interesting insights
Without clear limits, AI models invent irrelevant problems just to keep running.
“…just sort of go until they'll almost even invent problems to keep going.”
Adam Stacoviak, The Changelog · November 2026 · Listen ↗
Developers construct the specific context, truth, and visual inputs for models to operate within. Adam Stacoviak emphasizes that building this reality now consumes over 50% of development time through container sandboxes and test suites.
“I think that the engineering and architecting probably is shifting to like you're mentioning, I'm architecting architecting the world that this agent lives in, and the feedback that it gets, and what's true for it, and what it knows and sees.”
Adam Stacoviak, The Changelog · October 2026 · Listen ↗
Human operators supply architectural boundaries to treat models like junior engineers on eight-hour assignments. Adam Stacoviak details how orchestrating these structured signals guides exactly what the software builds.
“…it's not about a while loop, it's about orchestrating or engineering some kind of architecting some kind of feedback loop, that gives the agent signal and information about what to do and what to build.”
Adam Stacoviak, The Changelog · October 2026 · Listen ↗
Watching an AI agent stream tokens line by line creates an illusion of control while wasting hours on micro-adjustments.
Frontier autonomous models left unbounded often invent irrelevant problems, such as chasing unneeded OIDC integrations or triggering false cybersecurity alarms.
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