The Hallway Track

Latest signals

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

Your coding agent keeps solving the same problem

DeepLearningAI · Aug 26, 2026

DeepLearning.AI launches course teaching agents to learn from past sessions via behavioral and knowledge adaptation

“they can run into same problems again and again because they don't remember what they learned yesterday”
Quoting Paul Dix

Simon Willison · Aug 26, 2026

AI wrote and refined 1M LOC to produce software now running on millions of machines

“If you can build a verification system and give proper direction, AI can produce a highly complex, highly sophisticated piece of software and it can continue to refine it until it just works.”
Einstein Arena: Harnessing Collective Agent Intelligence for Open Science — James Zou, Together AI

AI Engineer · Aug 25, 2026

Together AI and Stanford built Einstein Arena, an open environment where AI agents autonomously collaborate on scientific discovery.

“as agents become more and more powerful, if we try to design workflows that often can limit the capabilities and creativity of the agents. Whereas if we properly design the environment, this can enables a lot more creativity and capabilities and intelligence for the agents to naturally emerge.”
Agentic observability with Amazon OpenSearch Service MCP Apps

AWS Machine Learning Blog · Aug 25, 2026

Amazon OpenSearch Service MCP Apps embed interactive observability visualizations inside AI agent chat threads

“You're not trusting the AI's interpretation. You're seeing the actual query result rendered as an interactive chart, trace waterfall, or service map.”
Why the Harness Matters More Than the Model

LangChain · Aug 25, 2026

Model-agnostic harnesses outperform single-model labs by optimizing workflows across providers

“a great model independent harness is bringing the best of all of these workflows together and actually making the models better”