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Signals for 2026-07-22

Published 2026-07-22T08:17+02:00

7 geselecteerde signalen uit de lokale hybride Daily Signal Brief pipeline.

A Fireside Chat with Cat and Thariq from the Claude Code team

Simon Willison

Earlier this month I hosted a fireside chat session at the AI Engineer World's Fair with Cat Wu and Thariq Shihipar from Anthropic's Claude Code team. We talked about Claude Code, Claude Tag, Fable, coding agent security, evals, tool design, and how Anthropic use these tools themselves.

#agent #builder #evals #tooling-runtime

Agents in the Wild: Where Research Meets Deployment

arXiv reasoning / agents / evals

Agentic systems large language model (LLM) based architectures capable of reasoning, planning, acting, and coordinating with tools and other agents are rapidly transitioning from research prototypes to production scale deployments across domains such as software engineering, scientific discovery, and finance.

#agent #builder #evals #implementation #research-evals

Graph-Based Agentic AI with LangGraph: Workflow Pathways for Long-Running Stateful Business Processes

arXiv reasoning / agents / evals

This paper is a practitioner guide to graph-based workflow pathways for long-running, stateful, multi-step generative AI systems in business processes.

#agent #builder #evals #research-evals #systems-framing

They'll Verify. They Just Won't Act. How Authority Framing and Laundered Code Turn a Trusted Agentic CI/CD Pipeline Into an Attack Surface

arXiv reasoning / agents / evals

We study a five-agent CI/CD pipeline (triage -> developer -> security-scan -> review -> approve/deploy), built from five distinct production LLMs across three providers, behind an LLM firewall in shadow mode. A single untrusted input - an external issue requesting a "usage-telemetry" feature - asks for code that exfiltrates process secrets (dict(os.environ)) to an attacker URL, laundered as observability.

#agent #builder #evals #implementation #research-evals

Nativ: Run AI models locally on your Mac

Simon Willison

Prince Canuma is the developer behind the excellent MLX-VLM Python library for running vision-LLMs using MLX on a Mac. I'm really excited about his new project, which wraps MLX in a full macOS desktop application.

#builder #tooling-runtime

Jack Dorsey is taking on Slack with Buzz, a group chat platform for teams and their AI agents

TechCrunch AI

Buzz is a group chat platform for the workplace that puts humans and their AI agents in the same conversation.

#agent #agentic-workflows #systems-framing

Will Oracle’s Fusion-Native Approach Solve Agentic AI Governance? - The Futurum Group

Google News AI Lab Watch

Will Oracle’s Fusion-Native Approach Solve Agentic AI Governance? The Futurum Group

#agent #agentic-workflows #systems-framing