Skip to content Skip to sidebar Skip to footer

How to Scale AI-Assisted Development Without Overloading Git or Weakening Code Review

What Happened GitHub is redesigning its Git infrastructure for repositories where developers and agents work concurrently. Monthly Git events more than doubled between September 2025 and August 2026, reaching 473.3 billion. Its proposed architecture coordinates reference updates while parallelizing other push work, moves maintenance off the serving path, and separates compute from durable storage. GitHub…

Read More

How to Evaluate AI Code Review Tools Before Rolling Them Out

What Happened ReviewBench released a public research preview for evaluating AI code reviewers offline. It contains 219 public pull requests from 187 repositories across 19 languages, selected after an analysis of 103.9 million GitHub pull requests. Its reference findings combine human reviews, author follow-up commits, static tools, and LLM analysis; independent senior engineers agreed with…

Read More

Why Longer GitHub App Tokens Could Break AI Coding Tools—and How to Prepare

What Happened GitHub completed its rollout of stateless GitHub App installation tokens. Newly minted tokens now default to the ghs_APPID_JWT format and are about 520 characters long, up from roughly 40. Repository scoping, permissions, one-hour expiration, and the REST API endpoint are unchanged. GitHub plans to deprecate the temporary X-GitHub-Stateless-S2S-Token header on November 30, 2026.…

Read More

What GitHub’s Latest Copilot and Security API Changes Mean for Developer Tooling

What Happened GitHub added REST and GraphQL support for requesting Copilot code reviews, including a per-request effort setting. Balanced became the default effort level on September 28 for new and existing repositories and organizations; explicit Lite selections remain in place. Settings can be configured at enterprise, organization, repository, and personal levels, with lower levels able…

Read More

Illustration for the Kimbodo News & Research briefing “What GitHub Copilot and JetBrains Air Updates Mean for AI-Assisted Development” (AI Coding & Developer Tools).

What GitHub Copilot and JetBrains Air Updates Mean for AI-Assisted Development

What Happened GitHub expanded Copilot from code assistance into workflow execution. In public preview, computer use lets Copilot CLI and the Copilot desktop app read and control approved macOS or Windows applications, including GUI-only tools. Dynamic workflows, also in public preview, let developers define multi-stage agent processes in code, pass structured results between stages, and…

Read More

AI Coding & Developer Tools — September 29, 2026

Findings [1] 2026-09-29 Repository custom runner settings for Dependabot As a repository administrator, you can now configure the runner type, optional custom label, and optional runner group for Dependabot version and security updates. This extends the runner configuration already available at the organization level, giving you more control over where each repository’s Dependabot jobs…

Read More

AI Coding & Developer Tools — September 28, 2026

Findings [1] 2026-09-28 Self-hosted runner version enforcement date has moved The enforcement date for GitHub Actions minimum version requirements for self-hosted runners on GitHub Enterprise Cloud has changed. The change ships Monday, September 28, 2026, and full enforcement now begins Tuesday, September 29, 2026. This is instead of the date that was previously announced.…

Read More

AI Coding & Developer Tools — September 26, 2026

Findings [1] 2026-09-25 Enterprise managed settings in-product validator You can now use an in-product validator for enterprise managed settings for GitHub Copilot. The validator detects malformed JSON, unsupported configurations, invalid team mappings, and other errors that can prevent policies from being enforced. Review and correct errors in the “Copilot settings validation” section of the…

Read More

AI Coding & Developer Tools — September 25, 2026

Findings [1] 2026-09-25 Private saved views for repository issues and “Relates to” issue relationship is generally available Private saved views for repository issues Repository issues pages now support private saved views, making it easier to create and save personalized views of your issues. “Relates to” issue relationship The “Relates to” issue relationship now works…

Read More

AI Coding & Developer Tools — September 24, 2026

Findings [1] 2026-09-24 Require proof of presence for high-impact actions You can now require an interactive re-authentication or a multi-factor challenge before members take high-impact actions on GitHub Enterprise Cloud accounts. Proof of presence is an expansion of GitHub’s sudo mode for enterprises, enforcing a higher security bar when it’s needed. This public preview…

Read More