The Hallway Track

agentic systems

11 tracked signals on agentic systems.

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”
Give the Agent a Budget, Not a Token — Sachin Malhotra, Anthropic

AI Engineer · Aug 22, 2026

Anthropic's CI team lost 200 workloads in 90 seconds because giving agents a token and tool list isn't enough

“this idea of like here's a token and here's a tool list that is just like not enough like it just doesn't scale when the agent is starting to do some some like real work in production.”
A Developer’s Guide to Managing Models, Cost and Quality in Microsoft Foundry

Microsoft AI Foundry Blog · Jun 02, 2026

Microsoft Foundry positions model operations, not model access, as the core AI challenge

“The hardest part of building AI systems today is no longer getting access to a capable model. It is knowing how to choose, validate, optimize, and operate the right model across the full lifecycle of a real application.”
Building a context-aware AI assistant on AgentCore and OpenClaw

AWS Machine Learning Blog · Oct 06, 2026

AWS AgentCore and OpenClaw enable persistent-memory AI assistants via single CloudFormation deployment

“AgentCore memory, a capability of Amazon Bedrock AgentCore, turns disposable chats into durable knowledge.”