Technical deep dives, architecture guides, and research from the Codeward team on eliminating technical debt, autonomous code review agents, and microVM test execution.
Technical Debt · May 24, 2026 · 9 min read
Technical debt doesn't accumulate in production — it accumulates in the fifteen seconds between 'looks good to me' and merge. Here's how we catch it before it ships.
AI Agents · May 18, 2026 · 10 min read
One large prompt asked to 'review this PR for everything' produces shallow findings across the board. Here's why we split code review into specialized agents instead.
Security · May 12, 2026 · 8 min read
Signature-based scanners only catch what's already been named. Here's how PR-time analysis catches the vulnerability classes that don't have a CVE yet.
Architecture · April 30, 2026 · 9 min read
Five specialized agents produce five sets of opinions. Something has to decide what actually matters. That's the orchestrator's entire job.
Infrastructure · April 15, 2026 · 8 min read
Reviewing a pull request means executing code you've never seen, written by someone you don't control, from a repository that might be compromised. Here's how we sandbox that safely.
Productivity · April 02, 2026 · 7 min read
Lines of code and PRs merged per week measure motion, not progress. Here's what we think actually correlates with a healthy, fast-moving engineering org.
Architecture · March 20, 2026 · 10 min read
The riskiest part of refactoring a monolith isn't the redesign. It's the thousand small PRs afterward that each have a chance to quietly undo it.
Compliance · March 05, 2026 · 7 min read
A compliance checklist filled out once a quarter tells you what was true on the day someone filled it out. Enforcement embedded in the PR pipeline tells you what's true right now.
Static Analysis · October 22, 2026 · 11 min read
Static code analysis software reads your source code without running it to catch security holes, bugs, and technical debt. Learn how AST analysis works, compare static vs dynamic testing, and avoid alert fatigue.
Comparisons · October 22, 2026 · 10 min read
Looking for the best open-source SonarQube alternatives? Compare Codeward, Semgrep, Codacy, Gerrit, and DeepSource on pricing, self-hosting, PR branch analysis, and automated fixes.