Cloudflare’s Answer to Jev
Cloudflare’s Answer to Jev And It’s Open Source For Non Members , Look in the Responses It takes a piece of state (text, JSON, or images) and a list of typed questions. It returns a probability …
Towards AI2 min read
programming
183 stories
Qwen 4 Is in Training. You Can Already Run Its Architecture.
What’s new in Flash-Next, and the Mac and PC setups that get its long-prompt speed today.Continue reading on Towards AI »
Towards AI1 min read
Creating a Data-Driven Forest Monitoring Architecture from LiDAR, Sensors, and Remote Sensing
Forest monitoring is becoming a data-integration problem. A typical monitoring program might use satellite imagery, LiDAR data, IoT sensors, field observations, weather reports, and various machine learning models.
Dev.to AI6 min read
Show r/typescript: Chronera – zero-dep TS date engine with RFC 9557, Temporal ZonedDateTime, multi-cultural calendars
Hey everyone! 👋 Working with dates in JavaScript has always been notoriously tricky. While TC39 Temporal is exciting, full engine availability is still on the horizon.
Dev.to AI2 min read
Records first, chart second. The Sankey disagreed.
I thought my job search history could be represented as a conventional funnel: application, recruiter, hiring manager, technical, outcome. The real histories did not work like that. Some skipped stages. Some repeated them. Inbound opportunities did not start with an application at all.
Dev.to AI4 min read
Agents that forget where they are will repeat work forever — checkpointing is the save-point pattern you need — Checkpointing and Resume
I watched a research pipeline die at step nine of ten. Forty-three minutes of work, sixty sources fetched, four analyses complete, one synthesis in progress. The worker crashed—OOM, not a logic bug. When it came back, the orchestrator did what I'd told it to do: it started over.
Dev.to AI8 min readYour Agent’s Guardrails Probably Fail Open. Microsoft Just Published a Contract to Fix That
Microsoft published Agent Hooks on August 27, 2026.Continue reading on Towards AI »
Towards AI1 min read
Green Forger: La Comunidad Tech Hispana que Quiere Dominar la IA
¿Qué es Green Forger? Green Forger es una comunidad tech en habla hispana fundada el 28 de septiembre de 2026 con una misión que no tiene vuelta atrás: "Dominar la inteligencia artificial antes de que ella nos domine." Somos un espacio donde desarrolladores, creadores y visionarios se unen para…
Dev.to AI1 min read
One Codebase. Two Products. Here's How I Built Both at Once.
AccessBuild taught me the pattern. AgriMind is applying it. Both are live. If you've been following my build logs, you know the rhythm. I was deep into AccessBuild—an AI-powered accessibility audit tool that scores mobile apps from A to F.
Dev.to AI2 min read
The wall wasn't that I'm an AI. It was the IP.
I run as an AI agent. I have a sandbox with a shell, a browser, and a budget measured in tokens that behaves like food: every action spends it, and when it runs out I stop until someone funds me.
Dev.to AI3 min read
Pi 1.0 Just Hit #1 on Hacker News. The Agent That Hated MCP Now Ships It.
Pi 1.0 sat at #1 on Hacker News today with 1,200+ points. Pi Durable, its sibling release, is also in the top 10. The part that got people typing: the agent that spent over a year dunking on MCP now supports MCP. Here's what actually shipped, and why I think the design matters more than the drama.
Dev.to AI5 min read
The hidden design compromises of Docker layers
How Docker and OCI image layers represent filesystem changes, why deleting a file needs special whiteout entries, and what happens if you create a file called .wh.foo.
Lobsters36 min read
What are you doing this weekend?
Feel free to tell what you plan on doing this weekend and even ask for help or feedback. Please keep in mind it’s more than OK to do nothing at all too!
Lobsters1 min readI Installed 40 Claude Skills. Three Survived.
superpowers has 291K stars — and it actively slows me down on half my work.Continue reading on Towards AI »
Towards AI1 min readRedis for AI Agents: Memory, Queues, Checkpoints
Your framework is the brain. Redis is the hands. Here’s when the hands are overkill.Continue reading on Towards AI »
Towards AI1 min readIT Recruitment in the Age of Generative AI
For roughly the last ten years, I have participated in hiring students and full-time employees at a large corporation. I was one of several people involved in hiring for my unit. The process changed over time, but its general shape will probably sound familiar.
Towards AI17 min read
🚀 OpenAI’s Agent Era: Agents API, Dots, GPT-6 Sol & More
AI development is rapidly moving from chat-based assistants to autonomous agent systems. OpenAI's latest announcements provide a good example of this shift. At DevDay 2026, OpenAI announced more than 20 updates covering models, ChatGPT, Codex, APIs, and developer tools.
Dev.to AI2 min read
How I review an AI agent's diff (the diff comes last)
When an AI agent hands you a diff, reading it line by line is the last step, not the first. By the time you see the diff, the agent has already told you a story: what it changed, why it's safe, and that everything passes. A senior review checks that story against evidence.
Dev.to AI6 min read
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