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After a former lead writer claimed Saber "replaced me with ChatGPT," CEO Matthew Karch now claims, "Neither Saber nor Unigine have replaced any writers with AI," for the Rideshare "Stimulator" game announced last month, developed by Unigine. The writer, Stella Sacco, says differently, however, posting on Bluesky that "I was lead writer on this one! […]

I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between what the demos show and what production systems actually look like that nobody is being fully honest about. So here is my honest take on where things actually are. The Problem With How We Talk About AI Agents Everyone is calling everything an "agent" right now. A function that calls a tool? Agent. A chatbot with memory? Agent. ...

I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between what the demos show and what production systems actually look like that nobody is being fully honest about. So here is my honest take on where things actually are. The Problem With How We Talk About AI Agents Everyone is calling everything an "agent" right now. A function that calls a tool? Agent. A chatbot with memory? Agent. ...

I'd been waiting for more than 30 minutes. The terminal just sat there, blinking, without returning a single word. I'd launched Gemma2 in its 9-billion-parameter version on my laptop (a regular Mac, the kind any professor or student would use) and the model simply wasn't responding. It wasn't a bug. It was the most honest answer the experiment could have given me. That frustrating wait ended up being, without exaggeration, the most interesting finding of the whole process. Because the ques...

Every mobile developer knows the frustration of "Design QA Day." You finish building a screen and send it to your UI/UX team or QA engineer. Then you receive a list of minor padding mismatch tickets. "This card padding should be 16dp, not 12dp." "The title baseline is slightly off on smaller device densities." Usually, fixing these issues means taking screenshots on devices, placing them onto a Figma canvas, lowering the opacity, and measuring pixels. You can streamline this enti...

Kimwolf v7: Android/IoT Botnet with HTTP/2 Browser Spoofing DDoS and ENS/Tor Three-Layer C2 1. Basic Information Severity : High Article Title : Kimwolf v7: An Evolution of the Kimwolf Botnet Publisher : Unit 42 / Palo Alto Networks Publication Date : 2026-08-11 Original Source : https://unit42.paloaltonetworks.com/kimwolf-v7-botnet-malware/ Related Sources : Unit 42 IOCs and Analysis Materials: https://github.com/pan-unit42/iocs/tree/master/Kimwo...

Gunra Ransomware: RaaS Exploiting FortiGate for VDI Sessions, OTP Theft, SaaS Exfiltration, and Encryption 1. Basic Information Severity : Critical Title : #StopRansomware: Gunra Ransomware (AA26-222A) Publishers : CISA / FBI / DC3 / NSA / USSS / Korean National Police Agency (KNPA) Publication Date : 2026-08-10 Original Source : https://www.cisa.gov/news-events/cybersecurity-advisories/aa26-222a Primary PDF : https://media.defense.gov/2026/Aug/10/200...

I have four different load_env() functions in my MCP server project ( my-git-manager ) — one in server.py , one in publish_devto.py , one in reply_comments.py , one in scripts/list_all_published_titles.py . All four exist for the same dumb reason: this repo has no dependency on python-dotenv , so each script that needs GITHUB_TOKEN or DEV_TO_API reads .env by hand. I went digging for a fresh bug in this repo this week — I write a lot about it, and the well is getting shallow — an...

Writing Takes 40 Minutes, Publishing Takes 30 — How I Solved It Last Wednesday, 22:00. I just finished writing a tutorial on Python async programming — 2200 words, clean Markdown, syntax-highlighted code blocks. 22:03, open Juejin. Paste title. Paste content. Code highlighting gone. Fix manually. Pick tags. Publish. 22:08, open Zhihu. Paste title. Paste content. The Draft.js editor merged async def into asyncdef . Fix line by line. Publish. 22:15, open CSDN. Paste title. Content ...

Short answer: for an ask-your-docs feature in a multi-tenant SaaS help center, start with embeddings over document chunks, retain keyword search for exact identifiers, and add reranking only when retrieval evaluation shows that the first-stage ordering is weak. The architecture is simple: ingest tenant-scoped chunks, embed them, store the vectors in a managed index, retrieve a small candidate set, and give only those matches to the answer model. The important marketplace constraint is less gl...

开源项目从 0 到 1：我是怎么用 2 周业余时间搭建多平台发布系统的 起因：一个周三晚上的崩溃 故事开始于一个普通的周三晚上。 22:00，写完了一篇 Python 教程。22:35，还在复制粘贴第 6 个平台。 当时心里想的是： 「我写了 40 分钟文章，为什么还要花 30 分钟发布？」 作为一个程序员的本能反应——这个问题应该用代码解决。 Day 1-2：技术选型 动手之前花了两天调研。核心问题是： 怎么跟 9 个平台对话？ 经过调研发现，平台分三类： 类型 代表 方案 有公开 API 掘金、CSDN、Dev.to HTTP 请求直接调 有半公开 API 知乎、博客园 需要逆向签名（x-zse-96、X-Ca） 没有 API 小红书、抖音 只能 Playwright 浏览器模拟 技术栈决策： 后端: Python + FastAPI - 选 Pyth...

Your storage hardware narrows the choice first: raw NAND requires UBIFS on UBI; ext4 and f2fs are not candidates there. On managed flash such as eMMC, our default is a read-only squashfs root plus a writable data partition, which pairs cleanly with A/B updates and integrity verification. Choose a plain ext4 root instead when your product needs a writable root and your team values familiar recovery tooling over immutability. Every embedded Linux product ships a root filesystem, and its forma...

If you're testing an iOS build with real devices, you've got two main paths: Apple's TestFlight, or Expo's EAS Preview using Ad-Hoc provisioning. They solve the same problem — getting a build onto a real iPhone without the App Store — but the workflows are genuinely different, not just cosmetically. How each one works TestFlight uses Apple's official infrastructure. You upload your build to App Store Connect (often via npx testflight to speed this up), Apple processes/reviews it,...

Welcome to the first official post of "Who's Hiring? - Not-A-Coder Edition!" This is a version of the original "Who's Hiring?" posts that targets roles other than Software Engineer such as customer support, data entry, field technician, technical writer, marketer, purchasers, heck, even sales can join the fun. The list is long, so we're not going to be too pedantic about this, but if you're an employer with a role to fill that doesn't require coding experience or a developer background, post...

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8/11/2026: Top 5 stories on the HackerNoon homepage!

Most AI agent guardrails guard against danger. Almost none guard against an agent sounding like someone else. Here's a framework for the ones that do.

A new experiment shows how required JSON schemas can make AI models fabricate answers when the evidence is missing, even when abstention is allowed.

AI agents can generate blockchain transactions, but reliable onchain autonomy requires an execution layer for state, simulation, and transaction controts.

Build vs buy decisions should account for time, execution risk, customers, distribution, and integration, not just acquisition price versus development cost.

Judging by our poll, readers don't agree about which story has gotten furthest ahead.

Learn how tool poisoning, confused deputies, token passthrough, and trust boundaries expose AI agents.

Explore why enterprise SaaS products evolve into workflow engines and how workflow automation is redefining digital transformation across modern organisations.

Agent demos break in production because reliability is an architecture problem, not a model problem. Lessons from distributed systems for agentic AI design.

How much of the internet can Google actually see? Explore the surface web, deep web, dark web, search crawlers, robots.txt, and how indexing works.

Most AI systems can detect and summarize problems but still hand decisions to humans. Explore what it takes to build AI that can reliably act.