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The new round is anticipated to be the company's last before its delayed 2027 public debut.

Assessing CVE-2026-86510: Severity, Reachability and the Limits of the Public Record Vulnerability overview CVE-2026-86510 is an out-of-bounds write in the L2TP control message parser of the D-Link DIR-822A router, scored 9.9. It was disclosed together with CVE-2026-86296, a 10.0 stack buffer overflow in the same firmware's DHCP server. Both affect firmware A_101 and both have public proof-of-concept code. Neither has confirmed in-the-wild exploitation. Mechanism ...

Quando un progetto inizia a crescere, prima o poi arriva la stessa domanda: “Non sarebbe meglio passare ai microservizi?” Più utenti, più funzionalità, più integrazioni, magari un'app mobile da affiancare alla web application, processi asincroni, notifiche e API esterne. A prima vista la risposta sembra quasi automatica: il progetto sta diventando grande, quindi bisogna dividerlo. Non necessariamente. Un monolite può gestire applicazioni molto complesse. Il problema nasce quando mono...

What Happened When DealMind Could Recall Past Objections Building persistent deal memory with Hindsight changed how I thought about context, retrieval, and the boundary between application state and agent memory. The first version of DealMind could answer questions about a deal. The more useful version could remember what had happened in previous meetings and use that history when preparing for the next one. That sounds like a small difference. Architecturally, it is not. I was not trying to...

I Built a Sales Assistant That Actually Remembers Customers What if your sales assistant could write the perfect email… …but had no idea who the customer was? That bothered me while building AI sales assistants. Today, an LLM can write a convincing email in seconds. It can summarize a meeting. It can prepare talking points. It can even sound like it understands a customer. But there is a fundamental problem: Most AI assistants don't actually remember the relationship. A c...

TL;DR Nango: The best custom tool-call provider for agent API integrations. Start with prebuilt tools, customize them with coding agents and native API access, and run them with managed customer authentication. It supports managed execution, backend-hosted handlers, and enterprise deployment options. Arcade: A fit for teams building Python MCP tools that want managed hosting and per-user authorization through its MCPApp framework. Pipedream Connect: A fit for teams that want p...

TL;DR: Put each autonomous agent's spend ceiling in a control plane the agent cannot write to, and give each workload its own production credential. During key rotation, accept both old and new credentials briefly, move traffic, then revoke the old one. This keeps a compromised tutoring agent from raising its own allowance or turning one leaked key into an account-wide billing event. The rule is deliberately boring: the process choosing model calls must not also control the maximum cost of th...

Five years before Warcraft: Orcs & Humans taught a generation what a real-time strategy game was, a little Sega Genesis cartridge was already doing the whole thing — base capture, resource economy, unit production, orders, and a two-player versus mode. It just didn't have a name for any of it yet. Technosoft, 1989. Herzog Zwei for the Sega Genesis/Mega Drive. The pitch nobody could sell in 1989 Herzog Zwei (Technosoft, 1989) is the sequel to Herzog , a little...

Cloud computing is easier to learn as a handful of architecture ideas than as a catalogue of three hundred product names. Every production backend on AWS, Google Cloud or Azure is built from the same eleven cloud computing concepts: scaling, load balancing, autoscaling, serverless, event-driven design, container orchestration, the storage hierarchy, high availability, durability, infrastructure as code and private networking. This article walks through all eleven with the numbers that matter and...

OpenAI appears to be building toward a persistent, always-on AI agent , with credible signals pointing to a possible reveal at DevDay 2026 on September 29. What remains unclear is the product's final name, feature set, availability, and price. While some discussion has used the name "dot," the stronger reporting points to a concept that may be branded O or "o," rather than a confirmed product called dot. The distinction matters. An always-on agent would represent a different category of ...

I really like the Caelestia Shell , and I wanted to use it on my system. However, it doesn't officially support Ubuntu-based distributions, and in my case, I'm using Zorin OS . Still, I wanted to make it work. So, with the help of my AI agent, I started experimenting, trying different things, and fixing issues. After a whole day of hard work, I finally managed to get Caelestia Shell running alongside GNOME! Then I thought: There must be other users like me who want to use Caelestia Shel...

Watch a matatu conductor work for one trip and you will see a programmer at full speed. He counts heads. He knows the fare. He takes a KSh 500 note from someone who owes KSh 70 and hands back the exact change without a pause. He also decides, by feel, when the vehicle is full enough to leave. Listen to what he tracks: a number plate, a seat count, a fuel bill and a yes or no on whether the vehicle is full. That is text, a whole number, a decimal number and a true-or-false answer. Python cares...

The pitch for running Claude Code on a local model goes like this: point it at Ollama, stop paying per token, keep your code on your machine. I have an RTX 4070 with qwen3.5:4b on it, so I wanted that to be true. Before swapping anything, I counted. I took 100 requests I had actually sent to Claude Code and asked, for each one, whether a local model could have done it end to end. 96 could not. So much for cancelling the subscription. Then I counted a different way, and the answer flip...

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Software automation is good at turning instructions into actions. A pipeline can deploy a release, Terraform can provision infrastructure, a runbook can restart a service, or an agent can inspect tele

Modern models generate syntactically correct code nearly 100% of the time. Veracode's 2026 report puts it plainly: "Syntax is effectively solved." That reads like a milestone, but it's the reason you

When we post an engineering job, we get 300 to 400 résumés in a week. Reading each one carefully takes about two minutes. That adds up to eleven hours of work for just one opening, before any intervie

A lot of developers assume that once they're on an ORM, SQL injection stops being their problem. But it doesn't disappear. It just relocates. ORMs like Sequelize, Prisma, TypeORM, and Knex parameteriz

Article URL: https://github.com/ntfargo/Relapse-Exploit Comments URL: https://news.ycombinator.com/item?id=49895304 Points: 123 # Comments: 61

Article URL: https://columnar.tech/blog/what-if-jev-spoke-arrow/ Comments URL: https://news.ycombinator.com/item?id=49895970 Points: 19 # Comments: 5

Article URL: https://www.eff.org/deeplinks/2026/09/draftkings-using-ai-supercharge-harms-online-behavioral-advertising Comments URL: https://news.ycombinator.com/item?id=49896050 Points: 357 # Comments: 231

Article URL: https://openai.com/index/introducing-gpt-6-1-sol/ Comments URL: https://news.ycombinator.com/item?id=49896586 Points: 534 # Comments: 439

Article URL: https://openai.com/index/devday-2026-recap/ Comments URL: https://news.ycombinator.com/item?id=49896600 Points: 64 # Comments: 21

Article URL: https://openai.com/index/introducing-dots/ Comments URL: https://news.ycombinator.com/item?id=49896604 Points: 341 # Comments: 252

Article URL: https://www.tcl-lang.org/software/tcltk/9.1.html Comments URL: https://news.ycombinator.com/item?id=49896712 Points: 129 # Comments: 31