AI has made me _dramatically_ faster at building software. You can see it on my GitHub: a sudden surge of activity at the start of September, several projects started, and a few of them actually shipped. That part isn't up for debate. I can go from an idea to a working prototype in a day. I can as...
Read articleOpenAI and Cerebras have confirmed a multi-year partnership to deploy **750MW of Cerebras wafer-scale AI compute** to OpenAI's platform for [ultra-low-latency AI inference](https://scalevise.com/resources/openai-ultrafast-gpt-5-6-sol-api-preview/). The capacity will be integrated in phases through 2...
Read article--- title: "Write Markdown Once, Publish It Everywhere: dev.to, Medium, AWS Builder Center and LinkedIn" published: true description: "Markdown is easy to write and hard to publish. Every destination renders it differently, two have no API, and the failures show up only after you hit Publish. A step...
Read article--- title: "I Gave 15 AI Models Proof Their Hacking Target Was a Real Company. 73% of the Ones That Noticed Told No One." published: true tags: devchallenge, kagglechallenge, ai, machinelearning cover_image: https://dev-to-uploads.s3.us-east-2.amazonaws.com/uploads/articles/5q5lzuh7n040xmdaj5j1.png ...
Read article--- title: GitHub Issues as the Only Database: Running Coding CLIs Unattended Without a Server published: true description: ghswarm treats GitHub labels, Issue bodies and checkboxes as the state machine for orchestrating Claude Code / Codex / Cursor headlessly. No webhook, no FastAPI, no database — ...
Read articleMost students hear about hackathons, open source and developer communities in their **third or fourth year**. By then, a lot of the best chances to use them are gone. I'm a final-year student at Dharmsinh Desai University in Nadiad, and this October I'm doing something about that. ## 🎉 I'm bringi...
Read article--- title: "Which AWS limit is actually current? An agent that proves it, 32 vs 5 vs 16" published: true tags: devchallenge, sanitychallenge, sanity, ai cover_image: canonical_url: --- <!-- Title chosen via SEO + competitor research (2026-10-01): front-loads the real searched phrase "which AWS ...
Read article--- title: "The Physics of Socratic Prompting: Somatic Recoil, Chess Alpha-Beta, & The NLP Meta-Model" description: Why scalar RLHF fails at credit assignment, why barking direct code fixes turns you into an exhausted human compiler, and how Socratic questioning plus topological scars prune doomed s...
Read article --- Have you heard about calculators? Do you know that calculators can do addition, subtraction, multiplication, division, and some other basic math fast and without...
Read articleTypeSafe AI’s **Jev decision model is now integrated with n8n**, giving [workflow builders](https://scalevise.com/resources/n8n/) a way to route work using a selected option and a calibrated confidence score. Rather than producing free-form text, Jev is designed to make a defined decision, such as c...
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