AI code review in CI when tests pass but design fails
My coding agent can write a feature, add tests, and hand me a green build. It can also put the right behavior in the wrong place. The application wo…
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Breaking the CI Bottleneck: Architecting Pipelines for the AI Code Era
Originally published on tamiz.pro . The introduction of Large Language Model (LLM)-assisted coding tools has fundamentally altered the velocity of s…
Markdown woes: Looks right, is wrong
Your Markdown can be perfectly rendered and completely wrong Markdown has an unfair advantage: it looks trustworthy. A table lines up, the headings…
Properties First, Fixtures Second, Flakes Never: A Test Contract for Agent Patches
An agent patch is a hypothesis. A test suite is the only evidence a reviewer gets. Most suites fail at that job in three reproducible ways: assertio…
Agent Patches Get Three Gates: Property Checks, Pinned Fixtures, and a Flaky Freeze
An agent's test suite is green. That is the least informative sentence in modern software engineering. Example tests encode what you already thought…
Software Quality Metrics: A Practice Guide for Release Decisions
Software quality metrics only matter when they help a team make a better decision. A startup deciding whether to ship a checkout change needs differ…
Паравиртуализация при отладке графических приложений KasperskyOS в QEMU
Привет! Меня зовут Денис Молодяков, я — тимлид команды графики в KasperskyOS . Мы отвечаем за разработку графического стека полного цикла для микроя…
One Contract, Multiple Enforcement Points for Safe AI Agent Execution
Overview A lot of AI agent safety discussion still stops too early. People talk about: prompts instructions guardrails whether the agent "knows bett…
A Flaky Test Is a Corrupted Reward Signal
Originally published at tddbuddy.com . Related reading: Agents Should Do TDD names why faithful execution of the loop matters; Your Test Suite Is Yo…
Inception в GitLab CI: практическая шпаргалка по вложенным пайплайнам для Middle+
По репозиториям на Git часто видно: вложенные пайплайны в GitLab CI остаются редкой экзотикой, а в проде в основном живут линейные сценарии. Тем не…
What if your CI was just code? Workflows, a typed platform, and a model one function away
Originally published at plain.jxd.dev/blog/ci . Cross-posted here for the dev.to community — the canonical version (and any future updates) lives on…
Why Debugging CI Failures Still Wastes More Dev Time Than Writing Code
The real cost of a red pipeline CI pipelines fail. That's expected — it's literally their job to catch problems. But here's what shouldn't be normal…
Braintrust Autoevals: CI Gates for LLM Regressions
LLM applications need a different kind of regression test. Unit tests can tell you whether a function returns a value, but they do not tell you whet…