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7989 articles found
A good status page is boring. Calm design, minimal copy, clear current state. If your status page feels exciting, something is wrong. Here's what I've learned from running status pages for three different products. 1. Is it me or is it you? The #1 question. Answer it in the first 3 seconds of landin
AI agents are starting to use real tools. Not just search or chat. Tools that read files, send email, query databases, open browser sessions, touch internal systems, and move data around. That changes the security problem. Most people are focused on the request: Is the prompt safe? Those checks matt
alembic downgrade -1 ran clean. No errors. Monitoring went green. The users' phone numbers were gone. The column came back. The data didn't. Most CI pipelines verify: alembic upgrade head exits 0 alembic downgrade -1 exits 0 Neither checks that data survived the round-trip. The SQL can be perfectly
Quick answer: Twitch has no public API for VOD chat replay. To build a Twitch toxicity classifier dataset you walk the internal VideoCommentsByOffsetOrCursor GraphQL endpoint at scale — the same one the web player uses. The Devil Scrapes Twitch VOD Chat Archive Actor does that for $0.001 per message
Quick answer: To measure Twitch chat hype or velocity, pull the full VOD chat using the twitch-vod-chat-archive Actor, load the rows into pandas, bin message_offset_seconds into per-10-second buckets, plot the result, and call scipy.signal.find_peaks on the smoothed curve. Each peak is a moment the
Thirty-eight domains. One session. No user-visible downtime. That's the result. But the process looked nothing like the step-by-step guides promise — and several of the assumptions those guides are built on didn't hold in my environment. This is what I found, what I can and can't explain, and the pi
I specced an on-chain credit ledger for a compute network, wrote the mint, and then the token program refused to initialize it. The two extensions I needed (non-transferable credits, plus a hook on every movement so the chain could run the accounting) are mutually exclusive on a single Solana mint.
You can use the new console experience on Amazon Bedrock to browse and compare the latest AI models side by side, organize work into projects with streamlined evaluation workflows, and access project-aware live documentation with auto-prefilled code snippets ready to copy and run.
Authentication is one of those things that looks simple from the outside and turns into a multi-week project the moment you start building it properly. Sign-in, sign-up, email verification, password reset, OAuth, route protection — each piece is straightforward on its own, but wiring them all togeth
Most deployment review agents have the same weakness: they can inspect the current change, but they forget what the organization already learned the hard way. That is the problem I wanted SCAR to solve. SCAR is a deployment-risk agent that reviews proposed production changes against persistent incid
Analytics Events Need Context to Stay Useful is a practical operating principle, not a slogan. The useful version of analytics, automation, and software operations is usually quieter than the marketing version. It is less about collecting everything or automating everything, and more about making th
The Uncomfortable Truth Here's a test: when your deployment fails in production, what happens to your main branch? If the answer is "the broken code is already merged" — congratulations, you're doing CI/CD with a Git trigger. That's not GitOps. It's a pipeline that happens to watch a branch. I've sp
RexIDE Now Features Built In ChatGPT Browser Sessions RexIDE now supports embedded browser panes, letting you run ChatGPT browser directly inside the IDE alongside your terminals, tasks, and project files. This eliminates the constant app switching between your editor, terminal, and browser. Instead
Toggle it on and Claude Code answers in ≤ 5 lines — until you turn it off. Open source, MIT. Claude Code is brilliant. It's also a chatterbox. You ask a quick thing and get three paragraphs, a recap, and a "great question!" you didn't need. Reading long terminal output, dozens of times a day, is gen
Cloud network security and content delivery network company Cloudflare announced its acquisition of VoidZero this week, and VoidZero founder Evan The post Cloudflare aqui-hires VoidZero: Did a piece of the open web just stabilize, or become more brittle? appeared first on The New Stack.
Today 2 of my kids (13/rising 9th grader, 16/rising 11th grader) finished their first week of Operation Spark's 1 month summer code camp for teens in New Orleans: https://www.operationspark.org/programs/highschool I'm super grateful to Operation Spark and organizations that support them for providin
Making apps is easier than it’s ever been, but making money from them is another matter entirely. While almost anyone The post Replit shows how vibe coding is getting its own financial stack — and a path to profit appeared first on The New Stack.
Hey! Before we start — let me ask you something. A child looks like their parent. Same eyes. Same nose. Same smile. They did not build those features from scratch — they inherited them. But the child also has their own personality. Their own skills. Things the parent does not have. That is exactly h
My scraper died at row 12,000 of 50,000, three hours in. The crash itself was cheap. A process gets OOM-killed, a quota trips, a machine reboots, it happens. The expensive part came next: I re-ran it. From zero. And paid, in time and in requests, for the 11,999 rows I already had sitting on disk. Th
Static Application Security Testing (SAST) is a critical practice in modern DevSecOps. While tools like SonarQube, Snyk, and Veracode are popular, this article focuses on GitHub CodeQL – a semantic code analysis engine that treats code as a database. We will apply it to a vulnerable Java Spring Boot
