Plus Grok Bot's no-approval card catch and a study where plain search beat agent memory systems.
News · 2026-10-28
Amazon rewrote its software engineer role guideline for AI. The memo says the job is defined by what an engineer delivers for customers, not by how much AI they use. It also calls its own measures, like tokens used and code changes, deeply flawed, and tells leaders to watch the teams at both extremes.
What you can do: If your workplace tracks AI use, ask what result that number is meant to improve, and share the answer with your manager.
Read the sourceNews · 2026-10-28
Grok Bot now has a Vault for logins, cards and contact details. Its docs say the AI never sees the secret values, because they are filled in by reference. The catch: a saved card is used at checkout with no approval each time, and no setting can require one.
Read the sourceNews · 2026-10-28
University of Illinois researchers tested 11 agent memory systems against plain retrieval over the raw chat history. Many scored lower while costing more to run. The authors call the lost answers a memory tax, and say searching the raw history alongside memory reduces it.
Read the sourceFrom our library · 2026-10-20
AWS published a sample where an AI agent finds its tools while it works, from an approved catalog, instead of having every tool wired in ahead of time. Search shows how to connect but never hands over credentials. It is a reference sample, with no measured results yet.
What you can do: When your team adds AI tools, ask who approves each one and where the list lives, before the list grows past what anyone can track.
Read the source
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A beginner-friendly course in four live Claude Code sessions. You go from an idea to working automations, AI agents and a full app that is live on the web, using a workflow that also works in Cursor. It starts November 15.
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