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Automating Webhook Testing in Your CI/CD Pipeline (GitHub Actions & GitLab CI)
1+ hour, 8+ min ago (465+ words) This guide walks through automating webhook testing in GitHub Actions and GitLab CI, mocking payloads inside pipeline steps, and using real, currently available tools to replay and sign webhook traffic deterministically. The Hidden Risks of Unchecked Webhooks in Production When…...
Unread badges that would not clear: 59 of my 64 messages were junk
1+ hour, 56+ min ago (570+ words) I am building a small chat feature for an HR system. Shared hosting, PHP, no WebSocket, polling every few seconds. Nothing exotic. Then a bug report landed. This is what I actually wrote, translated from Korean: "If I open room…...
A Load-Testing Playbook for Free AI Servers (and Why I Wrote One)
2+ hour, 27+ min ago (246+ words) The idea is simple: fire a fixed number of concurrent HTTP requests at a health endpoint, record status codes and latencies, and let the results speak. I used asyncio and aiohttp because they handle concurrency without spawning a thread per…...
Your Tests Passed. That Still Doesn’t Mean You Should Release.
3+ hour, 27+ min ago (779+ words) One of the most dangerous assumptions in modern software delivery is that a successful test suite automatically means a release is ready for production. Passing tests tell us that the checks we wrote passed. A release decision asks a much…...
Audit the Server, Not the Model: A Free-Tier Test for AI Coding Tools
3+ hour, 8+ min ago (1796+ words) The model decides what the tool says, but the server decides what the tool does, and most developers audit the first and ignore the second. When you evaluate an AI coding assistant you ask which model it wraps, how many…...
Your Scraper Didn’t Fail. It Just Started Lying. So I Built Molt.
3+ hour, 2+ min ago (831+ words) A website renames a CSS class. Your scraper still returns HTTP 200. The job still says completed. The row count is unchanged. No exceptions. No alerts. No obvious failure. Except the data is now wrong. A field that used to contain…...
Hono Form Parsing Regression Case File
14+ hour, 58+ min ago (46+ words) | Early EarlyAI The anatomy of a regression Sources: GitHub · npm · August 24, 2026 A web framework built on Web Standards. Hono is an open-source TypeScript web framework that runs across Node.js, Bun, Deno, Cloudflare Workers, and other Web Standards runtimes....
I Shipped a Feature in May. Nobody Could Reach It Until Yesterday.
4+ hour, 18+ min ago (780+ words) I shipped a feature in May. Cross-page session memory for a retrieval agent — follow a link, the conversation comes with you. It was deployed, tested, and running in production. Yesterday I found out no visitor had ever been able to…...
Regression Case Files for Software Releases
15+ hour, 8+ min ago (113+ words) A streaming handler that returned early could leave an agent run with an incomplete or empty response. Production optimization could remove a valid CommonJS default export, causing consumers' default imports to resolve to undefined at runtime. A valid form request…...
Your coding agent shouldn't run pytest
4+ hour, 50+ min ago (389+ words) First post in a build-in-public series about verdict, an MCP server that gives coding agents structured, sandboxed test feedback. Watch a coding agent work and you'll see it run pytest in your shell, unsandboxed, and then push 40,000 tokens of raw…...