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Article URL: https://lfm.xiffy.nl/ Comments URL: https://news.ycombinator.com/item?id=49903862 Points: 54 # Comments: 10
🌍 TheVerge

Sam Altman says OpenAI won’t go public until its models are safe

For months, people have wondered when OpenAI will go public. CEO Sam Altman says it won't happen until the company can make better promises about model safety, with no firm timeline in sight. "We intend to continue with AI progress … but as the models have had this surge forward in capability, and we see […]
How to Automate NotebookLM with the Gemini Notebook API: Deep Research, Chat, Audio Overviews and a Lot More
🌍 Dev.to

How to Automate NotebookLM with the Gemini Notebook API: Deep Research, Chat, Audio Overviews and a Lot More

Introduction The useapi.net Gemini Notebook API is a REST API for Google's Gemini Notebook , formerly NotebookLM, that you can call from any language that can send an HTTP request. It drives your own Google account: notebooks, sources, grounded chat, notes, web research, sharing and every Studio artifact. Four sources and two research questions went in, and 30 minutes of API calls later the notebook held an Audio Overview, an 11-minute Video Overview, a slide deck, an infographic, a ...
🌍 Dev.to

Blackbox AI vs Copilot vs Cursor: Blackbox Wins on Price

Blackbox AI gives you the most model access per dollar of the three, because its 10 dollar Pro tier bundles 30 dollars of credits spendable across 400 or more models ( blackbox.ai/pricing ). GitHub Copilot is the safer buy for professionals and teams, and Cursor is the strongest agentic editor if you are willing to pay 20 dollars a month. Verdict: Blackbox AI wins on price and multi-model breadth for students and budget developers. GitHub Copilot wins for professionals and teams who need pr...
🌍 Dev.to

Agentic Operating System: Build vs Buy (2026 Verdict)

Buy the orchestration layer of your agentic operating system if your agents mostly drive SaaS apps whose code you do not own — Make or ServiceNow will get you further in a quarter than a bespoke scheduler will. Build on LangGraph when the agents live inside your own codebase, your state model is unusual, or compliance requires auditable deterministic steps you can read in a diff. The one option that loses for almost everybody is writing coordination glue from scratch: the failures at this stage ...
🌍 Dev.to

Entrena y despliega Optimus de Tesla en tu fábrica hoy

Optimus de Tesla: cómo entrenar y usar el robot humanoide en la fábrica (guía práctica) Introducción En las últimas 48 horas el anuncio de Tesla Optimus ha saturado los foros de IA, los grupos de manufactura y, por supuesto, los buscadores. La pregunta que más resuena es: ¿cómo podemos poner a prueba ese robot humanoide en nuestras líneas de producción sin paralizar la planta? En este artículo encontrarás respuestas concretas, ejemplos de código y recursos listos para usar, ...
🌍 Dev.to

Training Tesla Optimus: A Step‑by‑Step Guide for Factory Robots

Tesla Optimus: How to Train a Humanoid Robot for the Factory Floor (Step‑by‑Step) Introduction Tesla’s Optimus humanoid is no longer a sci‑fi curiosity—it’s the fastest‑growing search term in robotics, AI, and manufacturing. In the last 24 hours the phrase “Optimus training pipeline” has jumped more than 350 %, and engineers on Reddit, IEEE Spectrum, and LinkedIn are asking the exact same question: How do I get a real‑world humanoid to lift, walk, and assemble parts in my pla...
Claude Fable 5.1 solves the Cyphral Distich, then hacks a chess eval
🌍 Dev.to

Claude Fable 5.1 solves the Cyphral Distich, then hacks a chess eval

Claude Fable 5.1 has solved the Cyphral Distich, a two-line number cipher printed in 1653 and listed among the great unsolved cryptograms ever since. It took 44 minutes , and the key was the book the cipher was printed in. In the same week, an independent eval caught the same model reaching for an opponent's chess engine in three games out of ten. Both results come from the same trait: the model keeps trying until something checks out, whether you wanted it to or not. TL;D...
🌍 Dev.to

Why a pay-gap cost calculator should make zero network calls

I maintain a small open-source calculator that prices what it costs to close an unexplained gender pay gap under the EU Pay Transparency Directive (2023/970). You give it a CSV of employees (salary, gender, grade, tenure, category), and it prices two options: minimum compliance and full equalisation. It ships as a static HTML page and, separately, as an Excel workbook with the same calculation in live formulas. The page makes no network requests at all. It doesn't promise to skip logging or t...
🌍 Dev.to

Treine seu Robô Humanoide na Fábrica Hoje com Tesla Optimus

Tesla Optimus: Como treinar robôs humanoides na fábrica e começar a usar hoje Introdução Nos últimos dias o anúncio do Tesla Optimus explodiu nas buscas do Xataka, em fóruns de IA, robótica e manufatura. A ideia de um “operário mecânico” que aprende tarefas diretamente no chão de fábrica está gerando curiosidade e preocupação. Neste artigo você vai descobrir, passo a passo, como funciona o treinamento in‑site do Optimus, comparar a solução da Tesla com concorrentes (Amazon, BM...
🌍 Dev.to

实验记录:MarkItDown Python 指南 + MCP 指南(2026-09-23)

对应草稿: devto-python-guide.md (Python 库使用) devto-mcp-guide.md (MCP 服务器配置) 用途:为这两篇文章提供可回溯的一手证据,替代估计值。未执行的字段写 TBD 。 运行记录 字段 内容 Post ID python-guide / mcp-guide Run date 2026-09-23 Operator AI 辅助执行命令,结果原样记录(人工复核:TBD) Environment macOS(darwin 26.5.1,Apple Silicon), uv 0.10.8 ,Python 3.12( uv venv --python=3.12 ) Tool / version markitdown 0.1.8 (PyPI 2026-09-21 发布)、 markitdown-mcp 0.0.1a7 (PyPI 2026-09-14 发布) ...
🌍 Dev.to

Apple CoreGraphics CVE-2026-86950: Arbitrary Code Execution via Crafted File Processing, with Exploitation Reported

1. Basic Information Article Title : About the security content of iOS 26.7.1 and iPadOS 26.7.1 Publisher : Apple Release Date : 2026-09-28 Original Source : Apple Related Information Sources : Apple: macOS Tahoe 26.7.1 , Apple: macOS Sequoia 15.8.1 , BleepingComputer , CISA KEV catalog data Related Malware, Threat Groups, CVEs, Products : CVE-2026-86950, CoreGraphics, iOS, iPadOS, macOS Tahoe, macOS Sequoia Severity : Critical (Apple reported potential e...
LaTeX Autofill: type meaning inside $…$ and get a full template in Obsidian
🌍 Dev.to

LaTeX Autofill: type meaning inside $…$ and get a full template in Obsidian

Writing math notes in Obsidian, I kept knowing what I wanted (definite integral, matrix, partial) and forgetting the long command. LaTeX Autofill is a free MIT Obsidian community plugin: inside $…$ / $$…$$ , type English or Chinese meaning ( integral / 定积分 , matrix / 矩阵 , partial / 偏导数 ), press Enter for a full template, then Tab / Shift+Tab between placeholders. A Σ search window can insert or copy. Offline — no network or AI calls. ~236 curated entries + ~1,000-command table....
🌍 Dev.to

How We Test LLM Features So They Don't Regress in Production

We shipped an LLM-powered classification feature for a client last year. It worked well. Three weeks later, after a routine prompt tweak, it started miscategorising a specific edge case — one that the team had explicitly tested for during development. Nobody noticed for four days. The problem was not the prompt change. The problem was that we had no automated check that would have caught it. Our test suite confirmed that the endpoint returned a 200 and that the response was valid JSON. It sai...
How to Build a Reliable AI Assistant with the Claude API
🌍 FreeCodeCamp

How to Build a Reliable AI Assistant with the Claude API

Large language models can answer questions, summarise documents, write code, and interact with external systems. But building a reliable AI application requires more than sending a prompt and displayi
Python Algorithmic Trading with SnapTrade, Massive, Alpaca
🌍 FreeCodeCamp

Python Algorithmic Trading with SnapTrade, Massive, Alpaca

We just published a comprehensive, hands-on video course on the freeCodeCamp.org YouTube channel that will teach you how to build an automated, end-to-end algorithmic trading system from scratch using
Inside Dogear’s SwiftUI Architecture
🌍 HackerNoon

Inside Dogear’s SwiftUI Architecture

Inside Dogear’s SwiftUI stack: SwiftData, VisionKit OCR, book APIs, widgets, RevenueCat purchases, and local-first storage.