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Agents

A Longitudinal Study of AI Adoption in an Enterprise

A longitudinal study of an enterprise '2x mandate' to double merged pull requests per engineer found that throughput eventually reached 2.09x the pre-mandate baseline, with gains linked to AI adoption and usage intensity. Code review was restructured, with automated review overtaking human review and reviewer load doubling.

  • In a panel of 802 developers and 196,212 pull requests, per-capita throughput doubled to 2.09x baseline.
  • Gain attributed to AI adoption and usage, not the mandate itself, via staggered difference-in-differences.
In-site article

How to Debug Coding Agents with LangSmith Traces

Use LangSmith to trace coding agents across Claude Code, Codex, Cursor, Copilot, and more. Inspect tool calls, subagents, errors, costs, and retries.

  • Coding agents are black boxes; LangSmith provides unified visibility across different agents.
  • Traces include model calls, tool calls, subagents, errors, timing, and costs.
In-site article

Celebrating 25 years of visual search innovation

Google Images turns 25 with new browseable home and image generation in AI Overviews, plus a look back at major milestones in visual search.

  • New browseable home for Google Images with dynamic, immersive gallery tailored to user interests.
  • Image generation in AI Overviews using Nano Banana model to create custom visuals from text.
In-site article
Research

The Ramanujan Challenge for AI

Researchers released a set of formulas for fundamental mathematical constants designed to evaluate AI mathematical skills. The problems include proven (temporarily encrypted) and unproven formulas, testing AI's reasoning capabilities.

  • New benchmark features formulas for constants like π, e, and Catalan's constant.
  • Some formulas have known proofs that are encrypted; others are unproven.
In-site article
Tools

Google Search will let you instantly generate AI images for free - here's how

With the latest update to Google Images, you can generate your own images directly inside the AI Overviews.

  • Google Images is getting two new features: image generation in AI Overviews and a real-time updating gallery with collections tabs.
  • Image generation will roll out in English over the coming weeks, using Google's Nano Banana model.
In-site article

The Google Images homepage will recommend photos even before you search

To celebrate its 25th anniversary, Google is overhauling the Google Images homepage, replacing the mostly blank search page with a dynamic, immersive gallery of images tailored to user interests. Users can also save images to collections. Additionally, Google Search's AI Overviews will soon generate images for visualizing ideas like home decor. The new homepage rolls out in the coming weeks to signed-in desktop users in the US.

  • Google Images homepage will feature a browseable, dynamic gallery with personalized recommendations before search.
  • Users can save images to collections that appear as tabs above the feed.
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