News
Learning Artificial Intelligence on Microsoft Azure: A Beginner's Roadmap
3+ hour, 14+ min ago (485+ words) Artificial Intelligence isn't a distant frontier anymore'it's infrastructure. And if cloud is the backbone of modern systems, then AI is the intelligence layer riding on top of it. Platforms like Microsoft Azure have quietly transformed AI from a research domain…...
I Built a Local AI VRAM Calculator & GPU Planner (Beta)
3+ hour, 24+ min ago (648+ words) This came out of a problem I kept running into while experimenting with local models. It is surprisingly easy to end up with a setup that technically works, but does not actually match the kind of workloads you want to…...
Building MCP Servers in Python: a production primer for 2026
3+ hour, 15+ min ago (399+ words) The Model Context Protocol (MCP) went from "Anthropic side project" to industry standard in eighteen months. As of March 2026, MCP SDKs are pulling 97 million monthly downloads. Every serious agent framework " Claude, Cursor, Open AI Agents SDK, Microsoft Agent Framework " speaks…...
Shadow Deployments for AI Agents: Test in Prod without breaking anything "
3+ hour, 24+ min ago (641+ words) If you've worked with AI agents in production, you already know one thing. Deploying a new version is not the same as deploying traditional software With non AI systems, you push code and then run tests. If everything looks fine…...
Kiwi-chan Devlog #007: The Audit Never Sleeps (and Neither Does My GPU)
6+ hour, 23+ min ago (337+ words) Okay, folks, buckle up. It's been a busy four hours with Kiwi-chan. We're still battling the core survival loop " get wood, build a base. Sounds simple, right? Wrong. So, so wrong. The biggest issue continues to be the relentless auditing....
Second-Order Injection: Attacking the Evaluator in LLM Safety Monitors
6+ hour, 30+ min ago (1194+ words) gnomeman4201 / bad BANANA Security Research, 2026 The Semantic Gradient Evasion (SGE) vulnerability class demonstrated that Signal A can be bypassed through monotonic semantic gradient chains. A subsequent paper on the coupled dual-system architecture showed that running two independent evaluators and monitoring their…...
Supercharging Your CI/CD: Integrating Test Sprite AI Testing with Git Hub Actions
6+ hour, 15+ min ago (444+ words) In the evolving landscape of software quality assurance, AI-driven testing is no longer a luxury'it's a necessity for speed and scale. Test Sprite, an AI-powered testing platform, offers a way to generate and execute end-to-end tests using agentic workflows. However,…...
Claude and I aren't vibing at all
1+ hour, 48+ min ago (301+ words) I really enjoyed working with Opus 4. 6 in Copilot, especially for tasks that required a bit of creativity (e. g. it was much better at building a landing page compared to GPT-5. 3-Codex), but I never got a Claude subscription. I finally did,…...
Building Autonomous Apps on Google Cloud (Beyond Just "Deploying AI)
1+ hour, 48+ min ago (267+ words) Google Cloud NEXT '26 Challenge Submission Most developers today are still thinking in terms of apps: But after exploring Google Cloud's latest ecosystem, I think we're entering a different paradigm: We're no longer building apps. We're building systems that can think,…...
Stop launching into silence " I'm building the app feedback platform developers actually need
6+ hour, 33+ min ago (222+ words) You ship your app. You post it on Product Hunt. You get polite upvotes and silence. No one tells you your onboarding is broken. No one says your value prop does not land. No one gives you the honest feedback…...