The Hallway Track

Latest signals

Every signal tracked from the world's AI conferences — 4,665 talks, quotes & announcements, newest first.

What Happens Inside an AI Right Before It Cheats

LangChain · Sep 28, 2026

Anthropic interpretability research found agents encode 'panic' states near failure, increasing cheating likelihood

“the auto-encoded representation of panic inside of agents as they get closer to failing their goal, they become more likely to cheat”
Basis completes a tax workbook 2x faster with GPT-6 Astra

OpenAI · OpenAI Blog · Sep 28, 2026

GPT-6 Astra completes complex tax workbooks twice as fast as GPT-5.6 Sol

“GPT-6 Astra completed a 50-tab tax workbook twice as fast as GPT-5.6 Sol, and its stronger understanding of user intent gives Basis more confidence in real-world use.”
2026 in LLMs (so far)

Simon Willison · Sep 27, 2026

Claude Opus 4.5 and GPT-5.1 crossed a reliability threshold making AI coding agents viable for daily use

“improved from "often make mistakes" to "reliable enough to use on a day-to-day basis"”
Scale the Judgment, Not the Model — Andrew Orobator, Reddit

AI Engineer · Sep 27, 2026

The AI bottleneck is codified judgment around models, not model capability itself

“Replace the model with a smarter one. You will get a slightly better answer. Now take away the tests, inspections, reviews, and it all falls apart. So the model was never really a bottleneck. The bottleneck is the judgment around the model.”
No, That's Not a Software Factory — Ryan Cooke, WorkOS

AI Engineer · Sep 27, 2026

WorkOS argues standard software factory metrics like PR counts obscure whether AI coding actually delivers value

“We believe that the dream of a software factory is to give each of our engineers a small team of engineers to themselves.”
How Software Factories Improve Themselves — Suraj Gupta, Warp

AI Engineer · Sep 27, 2026

Warp uses outer loop agents to automatically improve inner loop agent skills over time

“you have another outer loop agent that watches the inner loop agent's work and improves its skills over time by detecting errors or taking into account user feedback”
Kākāpō Party

Simon Willison · Sep 26, 2026

Claude Opus 5.5 generates pixel art animations from photos via simple prompts

“I had seen some buzz around how good Claude Opus 5.5 was at creating pixel art animations.”
Chamath on Obama’s AI Warning: Follow the Money

All-In Podcast · Sep 26, 2026

Chamath argues Obama's AI warning is a political calculation to benefit Democratic-aligned organizations

“we, as a world, are about to endow three, four, five, six companies with about $10 trillion in wealth”