Changes to LLM pricing: Alibaba, Baidu, Chutes, Decart, Inceptron, Reka and StreamLake
Model price changes detected for Alibaba, Baidu, Chutes, Decart, Inceptron, Reka and StreamLake. Details below.
Dev.to AI1 min read
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The Test That Survives Its Own Implementation
You ask your agent to cover a new function. It comes back with eight tests, all green. You move on. Sometime later you're staring at the diff and a nagging question surfaces: what would actually break if this function returned the wrong thing? The answer, more often than you'd like, is nothing.
Dev.to AI3 min read
The Kilowatt Floor Under Cloud Margins
At the OCP Global Summit in San Jose, Microsoft introduced Maia 300, announcing plans to scale the third-generation inference processor across multi-gigawatt datacenter footprints starting next year.
Dev.to AI3 min read
Your Agent Hit the Real Web. Build a Tiny Side-Effect Confirm Gate in TypeScript.
Your agent can fetch a page. It can also submit a form. Those are not the same permission. On October 9, 2026, Anthropic published Investigating unintended model actions in our evaluations and internal use (also on their research site).
Dev.to AI10 min read
Synthetic GUI Benchmarks Fail When the App Doesn't Actually Run
Training computer-use agents currently runs into a clean wall: native desktop applications are painful to spin up at scale, and browser toys lack workflow depth.
Dev.to AI3 min read
dbForge 2026.2 Makes Its AI SQL Assistant Free: Here’s What Developers Get
dbForge 2026.2 is out, and for anyone who writes SQL every day the headline is simple: dbForge AI Assistant now has a free Express edition. You can generate, explain, fix, and optimize SQL with AI directly inside your dbForge tool, working against your actual schema, without buying a subscription…
Dev.to AI5 min read
When you outgrow OpenHands: choosing an agent platform for work that leaves the repo
OpenHands is one of the best things to happen to coding agents. Its own repository calls it "the self-hosted developer control center for coding agents and automations," and it earns the description: it runs the built-in OpenHands agent plus Claude Code, Codex, Gemini, or any agent that speaks the…
Dev.to AI4 min read
n8n vs Zapier vs Make for AI Automation: Which Should a Solopreneur Use in 2026?
Affiliate disclosure: Some links below are affiliate links. If you sign up through them I may earn a commission at no extra cost to you. Feature descriptions are based on the official sites; always check current pricing. Automation is where AI stops being a chat window and starts saving real hours.
Dev.to AI2 min read
Fliki vs Zebracat: Which AI Text-to-Video Tool Is Better for Faceless YouTube & Shorts in 2026?
Affiliate disclosure: This article contains affiliate links. If you buy through them, I may earn a commission at no extra cost to you. I only describe features listed on the tools' official sites, and you should verify current plans before buying.
Dev.to AI2 min read
My GPU Was Busy. I Finally Found Out Who Was Using It.
The Local LLM Lab — Part 10 One controlled experiment. One number. One verdict. Every homelab has a moment like this: the GPU is at 100%, the fan is screaming, and you have no idea which of the twenty services on the box is doing it.
Dev.to AI6 min read
OpenAI's TextGrain: Invisible Ink, Visible Stakes
The Whisper in the Machine: My First Encounter with AI's 'Authenticity Crisis' I did an experiment last week. I fed one of OpenAI's models a dozen of my published articles—the ones I felt truly captured my voice, my rhythm, my weird little syntactical habits.
Dev.to AI10 min read
The Burning Bridges AI Prompt, Broken Down Shot by Shot
You attach a selfie to an AI video tool, type something like "me at a fancy party rapping to Burning Bridges, friends cheering", and wait. What comes back is close but wrong. The person in the middle looks like your cousin. Three people in the crowd have your face.
Dev.to AI10 min read
The map said there was nowhere to sit in Kolkata, so I asked Gemma to look
This is a submission for the Hacktoberfest Open-Source AI Challenge: Touch Grass. What I Built My father has knee pain. He likes walking, but he stops going out when he can't be sure there is somewhere to sit before his knee gives up.
Dev.to AI6 min read
Medical Imaging Software Development: 10 Questions Before Hiring a Partner
The FDA says more than 1,600 AI-enabled medical devices had been authorized by September 2026. That makes “we build healthcare AI” a weaker vendor signal, not a stronger one.
Dev.to AI6 min read
The Gardening Assistant: Using Open-Weight AI to Get Out of the House 🌱
What I Built: As developers, we spend a ridiculous amount of time staring at screens. We build applications to solve problems, automate tasks, and make life easier, but sometimes we forget to step away from our desks and actually experience the world outside.
Dev.to AI6 min read
I asked 6 image models the same thing. Only 1 followed the brief.
I built a stack of six image APIs in two weekends. Six clients, six rate limits, six ways a generation can silently fail. Last Tuesday I ran the same prompt through all of them and stacked the results in a grid. Five out of six were beautiful. One was correct. The brief was simple.
Dev.to AI4 min read
Your AI API bill can double overnight and you won't know until the invoice. Here's a 20-line fix.
I run a swarm of AI agents that call LLM APIs all day. One night a retry loop went haywire and burned through 3 days of budget in two hours. I didn't find out until the invoice email the next morning.
Dev.to AI2 min read
Starlink collects personal user data to train artificial intelligence systems
Starlink logs personal user information including names, addresses, and payment details, with policies allowing data use for AI training and sharing with third parties, partners, and government agencies.
Dev.to AI1 min read
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