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Testing ideas.
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QA, software, and useful technology work—with room for the work in progress.

On the radar

Interesting ideas. A practical angle. Something worth exploring.

Meet the people & sources

Reviewed collection

Developer tools / GitHub update

Keeping AI agent configurations up to date.

GitHub has added Dependabot version updates for Agent Package Manager dependencies. Supported git-based agent configuration dependencies can now receive update pull requests; the announcement explicitly does not cover security updates.

Testing angle Review generated dependency changes and rerun relevant checks before adopting them.

Read the GitHub changelog

Published · Reviewed November 4, 2026

AI & software development / VS Code

Agent work moves beyond a single editor session.

VS Code's October overview describes an Agent Host that keeps sessions accessible across supported tools, plus integrated browser workflows for checking applications. It is a look at how developers may coordinate and verify longer-running AI-assisted work.

QA angle Handing off a task is only half the job; inspect the resulting behavior and test evidence.

Read the VS Code overview

Published · Reviewed November 4, 2026

Developer research / Octoverse

The developer workflow is changing—what does the data show?

GitHub's 2026 Octoverse reports a sharp increase in agent-started pull requests and activity across its platform. The findings make a useful starting point for examining where review, testing, and human judgment fit into faster delivery.

Practical angle More commits or agent usage should not be mistaken for better software quality.

Explore Octoverse 2026

Published · Reviewed November 4, 2026

QA & AI evaluation / GitHub research

Measure AI code review by what it actually catches.

GitHub introduced ReviewBench, an evaluation approach using representative pull requests, multiple sources of expected findings, and metrics closer to real code-review work. Different reviewers can vary in coverage and noise.

Testing angle Ask which defects a reviewer misses, not simply how many suggestions it produces.

Read about ReviewBench

Published · Reviewed November 4, 2026

QA automation / Product announcement

Autonomous testing still needs a human quality bar.

UiPath has outlined Test Cloud capabilities for agent-led exploration, execution, and Playwright integration. These are vendor-announced capabilities with differing release stages, rather than independent evidence of improved results.

Evaluation angle Compare maintenance effort, false positives, real coverage, and tester oversight in any pilot.

Read UiPath's announcement

Published · Reviewed November 4, 2026

Technology & science / Worth a look

The story behind the headline.

Ars Technica covers computing, technology, and science with room for the details. A useful starting point for finding a story worth reading beyond its headline.

Why it matters Good technical judgment starts with context and evidence.

Read Ars Technica

Resource · Reviewed

Makers & experiments / Worth a look

Give a wild idea a working prototype.

Colin Furze turns inventive ideas into ambitious builds. Explore his projects for the ingenuity, the practical problem-solving, and the journey from an idea to something that works.

Why it matters Building and trying things can reveal what a drawing leaves out.

Explore Colin Furze’s builds

Creator spotlight · Reviewed

Space & engineering / Worth a look

Follow the tests behind the launch.

Marcus House follows spaceflight and the engineering behind it. His channel offers a place to explore launch developments, testing, and the many steps between a plan and a mission.

Testing angle A target date, a test result, and a completed milestone tell different stories.

Watch Marcus House

Creator spotlight · Reviewed

Security & awareness / Worth a look

Recognize the pattern in a scam.

Jim Browning investigates scams and the technology used to carry them out. His channel brings attention to how convincing a fraudulent interaction can look from the other side.

Why it matters Recognizing pressure, impersonation, and suspicious requests is a useful everyday skill.

Watch Jim Browning

Creator spotlight · Reviewed

Community spotlight / Worth a look

Growing food, skills, and community.

Eden’s Rose Foundation describes projects connecting community gardens, food access, and practical learning. Its Wheels Up initiative includes bicycles, bike mechanics, and STEM activities for young people.

Why it matters Useful ideas can make a difference close to home.

Explore Eden’s Rose Foundation

Community resource · Reviewed

Learning & people / Worth a look

Find a route through AI engineering.

Ed Donner’s curriculum brings together courses covering AI building, coding, and engineering. His overview explains the different tracks and provides links to explore the course material on Udemy.

Learning angle Compare the projects and prerequisites with what you want to build.

Explore Ed Donner’s curriculum

Learning resource · Reviewed

Web & accessibility / Worth revisiting

Keep people at the center of the standard.

W3C’s accessibility team discusses the challenges of developing WCAG 3 and balancing user needs with practical implementation. It offers context for a standard that is still being developed.

Testing angle A checklist is useful; the experience of the person using the product still matters.

Read the W3C article

Published · Reviewed October 16, 2026

Testing & tools / Worth a look

Small changes can shift a workflow.

The GitHub Changelog collects product releases, improvements, and retirements. Follow the changes that affect your tools, then check the details before updating a workflow or a testing environment.

Testing angle A toolchain change is a good reason to revisit assumptions.

Read the GitHub Changelog

Resource · Reviewed

Collection updated November 4, 2026. Picks rotate from this saved collection.

Learning & people

A few good places to keep exploring. Explore Udemy

Makers & community Builds, space, security, and local impact
Technology & discovery Reporting, web standards, and science

Curated links for exploration. Course links are unpaid; prices and availability are set by the providers.

01 / WHAT'S NEXT

A place for the work behind the work.

Project notes, testing insights, and practical lessons will live here as they are ready to share.