Blog

What we're learning about AI-generated code, quality drift, and keeping velocity without the mess.

App Clinic 26 min read

App Clinic: cal.com

A dissection of the cal.com codebase — how it works, what the team does well, where the technical debt sits, and what other projects can learn from it. The full Octokraft clinic.

App Clinic 28 min read

App Clinic: Grafana

A dissection of the Grafana codebase — how it works, what the team does well, where the technical debt sits, and what other projects can learn from it. The full Octokraft clinic.

Benchmark 14 min read

Does Your Language Choice Determine Code Quality?

Rust, Go, TypeScript, Python, PHP, and Swift scored by the same pipeline across 24 open source projects. Rust's compiler sets a floor no other language matches. But Go proves the same toolchain can produce a 97.9 and a 50.1, depending on the team.

Deep Dive 14 min read

Next.js vs Its Vibe-Coded Alternative: What the Analysis Shows

One engineer and 800 AI sessions built a Next.js replacement in under a week for $1,100. Octokraft's analysis pipeline gave it a 99.6 on security. Then external researchers found 31 vulnerabilities that static analysis never caught.

Benchmark 18 min read

Coding Agent Showdown: Two Experiments, Zero Clean Passes

Four AI coding agents received the same weather service to port and the same bug to fix. Three ports work. All four scored D- or worse. Two agents fixed the root cause. The data shows what these tools produce without human review.

Benchmark 18 min read

Heritage vs AI-Heavy: 24 Open Source Projects, One Benchmark

The same analysis pipeline scored 24 open source repositories. Heritage projects averaged 76.0. AI-heavy projects averaged 74.4. The methodology does not predict the score. Language choice and engineering discipline do.

Engineering 12 min read

When Good Analysis Misses Critical Problems

OpenClaw looked great by every standard metric. Clean code, strong architecture, massive test suite. It also had 8 CVEs. Here's why good analysis isn't enough.

More articles coming soon.

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