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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…
https://www.youtube.com/watch?v=l0tlBS_BB74 AI革命能否成功，取决于开发者的心理安全感——与Erin Doyle的访谈 说明：基于文档token总量估算各部分起止百分比，代表内容在整篇文稿的位置占比。 第（一）部分 嘉宾介绍：没有架构师头衔，但长期承担架构师工作（0%‑12%） 1 播客背景与嘉宾履历介绍 这是《Architects Podcast》播客节目，节目聚焦探讨架构师的定位与实际工作方式。本期嘉宾Erin…
OpenAI has released GPT-5.6, describing it as a model that combines "frontier intelligence" with "frontier efficiency" — the company's framing for a model that matches or exceeds prior top-tier reasoning benchmarks while costing less to run per query.
AMD ซื้อ World Labs 8.2 พันล้าน ดึง Fei-Fei Li นั่งหัวหน้านักวิทยาศาสตร์ 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 AMD ประกาศเมื่อวันที่ 28…
I'm a software engineer with 16 years behind me, now halfway through a double MSc in AI (EPITA × EM Normandie, the AIMS programme). In October I start looking for my end-of-studies internship. I needed one thing first: a short video that tells my story on LinkedIn. I don't do motion design.
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