This Week I Learned - * Moonshot’s Kimi K3’s weights were released on July 27 under a Modified MIT licence, making the 2.8-trillion-parameter model available for anyone to download, fine-tune and self-host. Giving weights away is a smart distribution strategy as it could potentially turn developers, cloud providers and enterprise IT units into resellers, and make it hard for anyone to under-price you as the base model itself is free. * Jot down annoying things . AI may have a solution. * findphone is a nifty app to locate a nearby Bluetooth device by signal strength, from the macOS command line — for when Find My Phone isn't available due to MDM restrictions * ProHance is a software platform that provides real-time visibility into workforce activities, helping organizations measure productivity, optimize costs, and improve operational efficiency. It tracks employee engagement through metrics such as time spent on applications, mouse and keyboard activity, and task durations, whil...
GitHub has grown far beyond a place to host code — today it's an entire ecosystem covering CI/CD, AI-assisted development, security, package management, and team collaboration. Whether you're new to the platform or just want a single reference point, here's an alphabetical list of GitHub's major products and features, each linked to its official page - GitHub Actions GitHub Advanced Security GitHub Apps GitHub CLI GitHub Code Review GitHub Code Security GitHub Codespaces GitHub Container Registry GitHub Copilot GitHub Copilot Business GitHub Copilot CLI GitHub Copilot Enterprise GitHub Copilot Extensions GitHub Dependabot GitHub Desktop GitHub Discussions GitHub Education GitHub Enterprise Cloud GitHub Enterprise Server GitHub Gist GitHub Importer GitHub Innovation Graph GitHub Issues GitHub Marketplace GitHub Mobile GitHub Models (retiring July 30, 2026) GitHub Packages GitHub Pages ...
In response to a question about the feasibility of effective code reviews for large (e.g., 500-line) AI-generated PRs like those from Claude, especially when reviewers lack deep codebase familiarity in new projects or fast-paced environments, Uncle Bob Martin and Grady Booch have contrasting views Uncle Bob Martin advocates metrics-based oversight (test coverage, complexity, dependencies) and higher-level management over line-by-line AI code review, while Grady Booch stresses manual verification for vulnerabilities, dead code, and performance factors. Uncle Bob Martin : " I don’t review code written by agents . I measure things like test coverage, dependency structure, cyclomatic complexity, module sizes, mutation testing, etc. Much can be inferred about the quality of the code from those metrics. The code itself I leave to the AI. Humans are slow at code. To get productivity we humans need to disengage from code and manage from a higher level." Grady Booch : "Unlike B...
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