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OpenAI DevDay 2026 had one headline: Dots, always-on agents powered by GPT-6 Astra, each running on its own cloud computer with persistent memory and access to 4,000+ app plugins.
Un agente LLM puede parecer muy capaz durante una demostración y volverse dificil de operar cuando empieza a llamar APIs, crear tickets o consultar datos reales. El problema no suele ser que el modelo “no sepa” la respuesta.
I’ve spent the last few months building projects instead of just following tutorials. And honestly, I’ve learned something important: Building a real project teaches you things that tutorials simply can’t.
Open WebUI is a universal chat interface with connectivity to local or remote LLM providers, custom files, documents, and a knowledge base, with full customization of model capabilities. Application features are configured both personally for a user account and globally by admin users.
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. What I Built Proof Desk is an evidence desk for people researching AI-friendly cash opportunities.
When we look at modern manufacturing plants and semiconductor fabrication cleanrooms from the outside, we see automated machinery running smoothly. But under the hood, engineering teams deal with massive distributed systems challenges: thousands of edge sensors, high-frequency RFID/BLE tracking,…
A few weeks ago I ran into one of those bugs that looked simple enough that I kept thinking the next fix would probably solve it. A small Node.js and TypeScript service was pulling jobs from several APIs, normalizing them and storing them in PostgreSQL.
AI Lead Generation ครบวงจร: ภาพรวม 5 ชั้นของการหาลูกค้าด้วย AI ปี 2026 โดย Nokka (นก-กา) | 28 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล glm-5.3 ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka TL;DR AI lead generation หรือการหาลูกค้าด้วย AI ปี 2026…
How Short-Form Drama Streaming Apps Are Changing Mobile Entertainment Mobile entertainment has evolved rapidly over the past few years. While traditional streaming platforms focus on long episodes and movies, a new category of apps has gained attention by delivering short-form drama content…
Amazon Web Services has introduced cross-region inference for OpenAI's GPT-5.6 models on Amazon Bedrock, its managed model-hosting service. The feature automatically routes inference requests to whichever supported AWS region has available capacity, rather than forcing a customer's application to…
13 agentów. Nie zespół, nie dział, nie mikroserwisy z ładnymi nazwami. Rodzina. Każdy ma pokój. Krosno szuka faktów i nie puszcza nic bez źródła. Soczewka pisze i wie, kiedy przestać. Lustro widzi emocje zanim ktokolwiek je nazwie. Waga liczy, Cień planuje, Próba podważa wszystko — łącznie ze mną.
Everyone's started auditing the first bill. Almost nobody has found the second one. Here's what I mean. Open your agent's context and count what's already loaded before you type a single character. There are two line items, and they come from two different places: MCP tool schemas.
AI Automation Isnt Automation If You Still Babysit It AI automation didn't become interesting because AI learned to automate tasks. It became interesting when we started trusting it with actual work. There’s a big difference between Here’s what you should do next and I already did it for you.
Keeping a model locally also lets you manage generation settings locally. But an output image and a model name do not tell you which workflow ran, with which parameters, on which environment.
First published on openspec-ui.dev. The last article argued that a shared core is what keeps a VS Code extension and a web app from drifting apart. Two days after it went out, a new agent arrived, and it is as good a test of that argument as any: DeepSeek, over the Agent Client Protocol, requested…
Cloudflare has published details of new capabilities that let its network detect and help secure traffic using the Model Context Protocol (MCP), according to the Cloudflare Blog.
Turning a track down can prevent overload later in the playback chain. It cannot, by itself, reconstruct a waveform that has already been flattened. Before changing a prompt, buying a repair plugin, or exporting again, find out which of those situations you have.
Every week another "autonomous AI coding agent" launches, and every week someone I know lets it loose on a production repository, then spends the evening reviewing a 900-line diff that touches files nobody asked it to touch. The fix isn't a better benchmark table. It's a cheap trial.
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