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Eager to find more public AI-related companies that may do as well as Nvidia, Wall Street investors think they've found a winner with Micron.

Video demo link : https://youtu.be/vSjeTkrou1s?si=qTcrWyz0HSWDiWSF If you run Claude Code, Codex, or other AI agents, you know the pain: the terminal floods with generated output while you're still typing — and your keystrokes lag, characters "drag." TawTerminal fixes that. Your keystrokes go straight to the screen on a separate path from shell output, so typing stays instant even while an AI agent streams thousands of lines. What you get: ⚡ Zero input lag — GPU-accelerated (Web...

After writing drivers for NVMe storage, my bare-metal kernel could load files and run JIT code. However, I was still typing commands into a text-only COM1 serial terminal. I needed a graphical interface. Last night, the second agent took over to build a double-buffered visual rendering compositor on top of the UEFI Graphics Output Protocol (GOP) framebuffer. The V.E.L.O.C.I.T.Y.-OS 12-Part Roadmap We are building a bare-metal, self-healing operating system running entirely inside...

Traditionally, evaluation of the agent monitoring mechanisms involves an attempt to game them, as it was my case when I attempted to test whether monitors would be able to identify the problem in the run and not in the beginning. The input prompt may look perfect until a certain issue pops up down the line, such as using the wrong file or changing the scope of the task execution. Single pass filter would not identify it since it does not consider the steps of the procedure in order. There are...

We built our first "multi-agent system" by accident. What started as a single agent that could research a topic, draft a report, check it against source data, and send a summary email had grown into a 2,000-token system prompt and a function list so long that the model kept forgetting tools existed. It wasn't a system — it was a monolith pretending to be intelligent. Breaking it apart into coordinated agents fixed most of the problems. It also introduced a new category of problems we hadn't t...

Give a capable coding agent a real, multi-week project and watch what breaks. It isn't intelligence. It's continuity. Every session starts cold or half-remembered. Context windows fill up and compact. The thread of what we decided, what's true, and what's done starts to fray. Over a long horizon the same failures keep coming back: the agent claims state it never actually verified, reports something done with no proof it ran, quietly drifts from the project's conventions, and loses hard-won conte...

With the Synaptic Canvas GUI rendering, my bare-metal kernel was fully functional. However, as I expanded the OS features, I ran into multitasking bottlenecks: how do I run background compilation, model inference, and GUI rendering concurrently without crashing the system? Last night, I solved this by implementing three core infrastructure services: Nexus Swarms , Beacon Headless Streaming , and Zero-Downtime OTA Hot-Patching . The V.E.L.O.C.I.T.Y.-OS 12-Part Roadmap We are bu...

Hello everyone! Me and my friend. We are still learning, and recently we tried to make a very simple, hobby antivirus/security project written in C. We call it, F4us. It is far from perfect and still in a very early development phase. We just wanted to learn how some basic security concepts work under the hood. What we tried to build: A simple honeypot script to log suspicious access. A basic entropy function to check file structures. A background daemon loop to monitor files. ...

AgentJr — The AI Junior Developer That Manages Your Entire Freelance Business While You Sleep Most "AI developer tools" do one thing: write code. AgentJr does everything a real junior developer does. Code. Clients. Communication. Deployment. Testing. Invoices. Social media. All of it. Automatically. While you sleep. The Real Problem With AI Coding Tools Today Claude Code writes code. Devin writes code. Copilot writes code. But writing code is maybe 40% of what a f...

I had arrived at the final frontier. My bare-metal kernel was booting in QEMU, driving NVMe block storage, running multi-agent swarms, and rendering a force-directed canvas. But to make V.E.L.O.C.I.T.Y.-OS a truly next-generation system, I needed to close the loop: the operating system had to be able to evolve and compile itself without human intervention. The V.E.L.O.C.I.T.Y.-OS 12-Part Roadmap We are building a bare-metal, self-healing operating system running entirely insid...

Eight months ago, a CS exam forced me to write pseudocode when I already knew how to code. Instead of studying, I rage-built an app. Today examintelligence.app is live. Here’s exactly how I got here—from vibe-coded POCs to a production hybrid AI pipeline—without the curated startup gloss. The Philosophy Behind the Build I’ve always believed studying for marks ≠ actually learning. When I was first introduced to organic chemistry, I hated it. Then I ran into GNNs in M...

Most engineers don't think seriously about Kafka partitioning until something breaks in production. A topic that worked fine at low volume starts falling behind. Events that should be in order aren't. All of it traces back to a partitioning decision that was made quickly and never revisited. Why Partitioning Actually Matters Partitions are the unit of parallelism in Kafka. Every consumer in a group is assigned one or more partitions, and it processes those partitions alone. No...

A scheduled post fires. The request to publish it goes out. The network hangs. After 30 seconds, our client times out. We retry. The tweet publishes. Then the original request completes too — and a second, identical tweet goes out. That's a double-post. On a personal account it's embarrassing. On a client account at an agency it's a support ticket and a credibility hit. Either way, it's the single most visible failure mode in any posting system, and it's caused by one of the most common condi...

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Let's learn about Growth Hacking via these 399 free blog posts. They are ordered by HackerNoon reader engagement data. Visit the Learn Repo or LearnRepo.com to find the most read blog posts about any technology. Learn, from people that walk the walk, how best to help new and existing companies acquire and retain customers. 1. Instagram Scraper: How to Scrape Data From Instagram [2023] Scrape Instagram followers, hashtags, comments, stories, posts, likes, emails, bio and other da...

Policy-driven security in Kubernetes AI platforms enables organizations to enforce governance automatically across AI workloads, including LLMs, RAG systems, and vector databases. By using RBAC, network policies, admission controllers, Kyverno, and OPA Gatekeeper, teams can implement policy-as-code to ensure consistent security, prevent misconfigurations, and maintain continuous compliance. Integrating these controls into CI/CD pipelines helps shift security left and reduces risks in fast-moving...

After trusting Villefort’s promise of release, Edmond Dantès is escorted through dark corridors and secretly transferred by night across the harbor to the feared Château d’If. Realizing too late that he has been betrayed, he briefly considers escape but submits, believing justice will prevail. Locked in isolation, denied answers and contact with Mercédès, his hope begins to collapse into despair and the first signs of madness emerge.

AI products break traditional SaaS billing because infrastructure costs happen before invoices are generated. This guide compares six usage-based billing platforms across real-time authorization, invoice-based metering, pricing flexibility, contracts, and self-hosting. Credyt leads for real-time balance debit, Metronome and Orb for enterprise billing, Lago for open source, and Stripe Billing and Chargebee for subscription-first models.

After imprisoning Edmond Dantès to protect his political future and conceal his father’s ties to Bonapartists, Villefort rushes back to the Saint-Mérans and secretly prepares for a career-making trip to Paris. Mercédès desperately seeks answers but is turned away. Villefort briefly feels crushing guilt yet chooses ambition over justice. Meanwhile, Morrel fails to help, Danglars celebrates, Fernand waits beside Mercédès, and old Dantès suffers in helpless fear.

Article URL: https://github.com/openai/codex/issues/2847 Comments URL: https://news.ycombinator.com/item?id=48706714 Points: 95 # Comments: 69

Article URL: https://github.com/rochus-keller/MUMPS/blob/main/docs/MUMPS_Primer.adoc Comments URL: https://news.ycombinator.com/item?id=48706796 Points: 28 # Comments: 12

Article URL: https://aresluna.org/the-curious-case-of-the-disappearing-polish-s/ Comments URL: https://news.ycombinator.com/item?id=48706814 Points: 89 # Comments: 24

Article URL: https://www.cbc.ca/radio/ideas/humboldt-education-system-bildung-1.7172093 Comments URL: https://news.ycombinator.com/item?id=48706877 Points: 60 # Comments: 21

Article URL: https://www.cnbc.com/2026/06/28/google-limits-metas-use-of-its-gemini-ai-models-ft-reports.html Comments URL: https://news.ycombinator.com/item?id=48707103 Points: 71 # Comments: 23

Article URL: https://www.bloomberg.com/news/articles/2026-06-28/austria-lobbies-eu-to-host-anthropic-after-us-access-curbs Comments URL: https://news.ycombinator.com/item?id=48707146 Points: 75 # Comments: 64