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TDPO: two-stage differentiated prompt optimization for image classification

Scientific Reports, Published online: 26 September 2026; doi:10.1038/s41598-026-72568-x TDPO: two-stage differentiated prompt optimization for image classification

We haven't written up this one. Scientific Reports has the full story — the link below goes straight to it.

Read the original at nature.com →

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Block Joins x402 Foundation to Drive Agentic Commerce Standards

Block has joined the x402 Foundation to help advance open, agentic commerce, Steve Reis, head of product, Block Financial Platform, said in a Thursday (Sept. 24) blog post. As a member of this open standard for agentic payments, Block will bring its experience across payments and consumer products to the Foundation’s working groups…

Your agent keeps guessing your conventions. Write the file it actually reads.

Every team I have watched adopt Cursor, Claude Code or Codex hits the same wall in week two. The agent writes plausible code that does not fit the repo. It invents a test command.

  • Cursor, Claude Code, and Codex share same issue after two weeks
  • Missing conventions file leads to agent's incorrect assumptions
  • ContextForge creates snapshot to generate accurate instructions

SHIPCHECK: An Autonomous ReAct Agent That Stops Cloud Outages Before They Happen

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content . What I Built Modern engineering teams increasingly rely on autonomous AI coding agents (Claude Code, Cursor, GitHub Copilot) to generate code and push infrastructure pull requests.

  • SHIPCHECK prevents cloud outages by checking code deployments.
  • Uses Sanity Content Lake and Model Context Protocol for dependency checks.
  • Systematically deconstructs proposed changes and provides remediation steps.

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