July 20, 2026 / Daily Edition / 3 stories in this issue
Lead Story Sources +4

The Diff Can't Be Guesswork Once an Agent Writes

OpenClaw is making a simple rule explicit: when an agent writes a file, a review surface should show the patch it can prove—and show uncertainty when it cannot.

A rough marker diagram shows a known prior file producing a green patch receipt while oversized, binary, or unknown files produce a red uncertainty card.
Diagram Punka review surface should not invent the half of a write it cannot prove.
repos openclaw/openclaw + openai/codex evidence
4 source signals 2 repos commit 1ef99e6
Evidence: commit 1ef99e6 / July 20, 2026 / Daily Edition
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Agent Atlas

How AI Agents Work

The long-form map behind the daily paper: context, tools, loops, memory, delegation, safety, interface, and trust.

Open Atlas
3 articles 3 repos detected 10 source signals 10 atlas chapters