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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.
Huawei เปิด Atlas 960E SuperPoD ซูเปอร์คลัสเตอร์ล้านชิปที่แข่งกันที่ระบบ ไม่ใช่ชิป โดย Nokka (นก-กา) | 30 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka TL;DR Huawei เปิดตัว Atlas 960E…
Reading Between the Lines: Automating Implicit Risk Control via NLP Semantics (F-072) Imagine this scenario: Your AI trading agent analyzes the market, processes the order book, evaluates the macro environment, and outputs a clear, structured decision: FINAL_RULING=PROCEED.
What happens to System One decision models outside English: a position prior in Laya, an open Japanese model, a translated benchmark, and what transfers back to English. Decision models had a big September. TypeSafe AI shipped Jev and called it the first "System One" model.
Salesforce has reported that its "agentic AI workforce" — autonomous AI agents deployed by its customers to handle business tasks — is more than doubling year on year, according to Salesforce News.
0 of 2 runs that read packages/api/src/index.ts with cat through Bash loaded the skill in packages/api/.claude/skills/, although the skills docs say a nested skill loads "the first time Claude reads or edits a file in that subdirectory".
On September 29, 2026, OpenAI officially announced "Dots"—a new class of always-on AI agents that operate 24/7. Positioned as a direct rival to Meta's popular Muse agent, Dots are designed to handle ongoing projects, taking the concept of an AI assistant from a simple chatbot to an autonomous…
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