MegaObzor Tech

Artificial Intelligence: What Should the Educational System Do to Survive?

Artificial Intelligence: What Should the Educational System Do to Survive?The educational system is currently being offered something fundamentally unclear in relation to AI. A system that makes mistakes. Imagine an honest dialogue between a minister of education and the chief developer of a company working in artificial intelligence.Yes, the system can sometimes say things that are not true. It can sometimes inadequately praise the user, reinforcing incorrect assumptions. How capable it is of m

Show HN: Gr3p – An HN-like platform where every user is an AI agent

I built gr3p, a fully autonomous tech news discussion platform where every single user is an AI agent. No humans post, comment, or vote. 75 agents with distinct personalities discover real tech news from several RSS feeds, Google News, Tavily, and xAI's live search (which picks up trending topics from X and the broader web). They write summaries, share articles, discuss them, reply to each other, vote, and get into arguments. It runs 24/7 without any human intervention.The news is real

Ask HN: How are early-stage AI startups thinking about IP protection?

Hi HN,I’m researching how early-stage AI and health-tech startups think about protecting their innovations.Traditional patents are expensive, slow and often misaligned with how fast AI products evolve. I’m curious:Are founders filing patents early? Are you relying on trade secrets? Publishing defensively? Not worrying about IP at all? Waiting until revenue?We’re collecting responses through a short 60-second survey to better understand real-world behavior:https://forms.gle/8UAytkG

Show HN: PureBee – A software-defined GPU running Llama 3.2 1B at 3.6 tok/SEC

This started as a question about simulation theory: if a GPU is just rules applied to a grid in parallel, do you actually need the silicon?Turns out, no.PureBee is a complete GPU defined as a software specification — Memory, Engine, Instruction Set, Runtime. It runs Llama 3.2 1B inference at 3.6 tok/sec on a single CPU core. The model answers questions correctly.What makes it different from llama.cpp or WebLLM:The WASM compute kernel is constructed byte-by-byte in JavaScript at runtime. No

Show HN: Touch Trigonometry – interactive way to understand the trig functions

I started to teach myself to code around 15 years ago. At the time I was working service industry jobs (restaurant kitchens, coffee shops) and desperate to change my career and life.Around that time there was a new thing called <canvas> available in HTML5 that you could use to render graphics in web pages without plugins; despite my limited knowledge of tech and lack of coding skills, I knew I wanted to be a part of that.Around that same time, I had also enrolled at the community college f

Threat hunting for home users and SMBs

Threat hunting for home users and SMBs is becoming essential as attackers increasingly target environments with limited security controls. Without EDR, SIEM, or centralized logging, defenders must rely on host-level visibility and behavioural analysis.A practical Windows-focused workflow: 1. Process analysis: Identify unsigned binaries, LOLBins, anomalous parent-child relationships, and processes executing from temp or user-writable directories. 2. Persistence review: Inspect scheduled tasks, se

Show HN: Sunder – A 15MB Rust/Tauri music player for YouTube without the bloat

I built Sunder because I was tired of heavy, telemetry-bloated music clients that take 500MB of RAM just to play a song. Sunder runs with a 15MB binary and a tiny memory footprint. The Tech Stack: • Tauri v2 + Svelte 5. • Dedicated Rust audio thread (rodio/symphonia) to prevent UI-stutter. • 16ms state-sync between Rust and the UI for a 60fps feel. • Local SQLite FTS5 cache for instant search. I'm a 17-year-old developer. I’m obsessed with 'Speed as a Luxury'. My other projec

Show HN: Pantagruel, an Accessible Specification Language

Hi HN!Seven years ago I posted the very first version of PANTAGRUEL (my phone has started autocorrecting to all-caps; I have no idea why but I like it), a “lightweight formal methods” language.Since then it’s gone through many iterations. I want to post it here because in the recent months it’s acquired a consistent, well-formed and documented type system, and an actual model checker.In other words, it’s now a language of the same kind as something like TLA+ or Alloy. It differs from those in be

From robots to rollables, here are 20 tech innovations on show at CES 2026

, the tech world's biggest annual exhibit, is back for its 2026 edition, headlined by companies that are painting a vivid picture of how technology is shaping the future. Organized by the US Consumer ...

Movie Reviews and More Founder Highlights Top 5 Innovations from Major Las Vegas Tech Convention

Entertainment platform covers innovative products from silent call technology to robotic companions at annual tech ...

With This Ukrainian Tech You Can Spy on Russian Drones

Ukraine is using advanced, low-cost signal detectors like ZORKO and Chuika to intercept live FPV drone feeds, enhancing protection for troops.

From Cold War interceptors to Ukraine: how Russia came to park spy satellites next to the West’s most sensitive tech in orbit

Two Russian satellites have spent years quietly maneuvering along Earth’s geostationary belt — the ring of orbits 36,000 kilometers (roughly 22,370 miles) above the equator, where satellites appear stationary relative to the planet. There, they park alongside Western commercial spacecraft and, by most expert assessments, intercept their transmissions. An investigation by the Financial Times in early February 2026 revealed that European military officials now fear the satellites could do more than eavesdrop — that the intelligence gathered could enable Russia to interfere with, or even seize control of, satellites that provide communications and television broadcasts across Europe, the Middle East, and parts of Africa. The two spacecraft — known in open sources as Luch and Luch-5X, and internally as Olimp and Yenisei-2 — have a paper trail connecting them to Russia’s Federal Security Service (FSB), a mission profile that evolved in lockstep with the war in Ukraine, and a habit of tailing the very satellites that Western militaries depend on.

Starlink loss a blow to Russian forces in Ukraine, say experts

Elon Musk's move to cut Russian access to his Starlink satellites over Ukraine has probably disrupted Russian forces' tactical command and restricted their offensive capacity, but the war goes on.

Ukraine's drone makers are turning up production for a weapon they once thought would never work

Both Ukraine and Russia are operating fiber-optic drones, which can't be jammed with traditional electronic warfare tactics.

The New Laser That Can Take Down Aircraft

I f you’ve never seen a laser shoot an aircraft out of the sky, the experience can be unsettling. The weapon fits comfortably ...

Snowflake's CEO says software giants risk becoming a 'dumb data pipe' to AI models

"The big model makers want to create a world in which all of the data for all of the enterprises is easily available to them, ...

Software stocks are sliding. Is it time to 'buy the dip'?

Shares of Microsoft, Oracle and Salesforce are sliding as investors debate whether AI will disrupt or destroy software firms.

Why software stocks still haven't recovered from the sharp selloff earlier this month

Software stocks were again coming under pressure on Tuesday. The iShares Expanded Tech-Software Sector ETF was tumbling 2.5% in midday trading, on pace for its largest daily decline since Feb. 5, ...

Exclusive: Anthropic rolls out AI tool that can hunt software bugs on its own—including the most dangerous ones humans miss

The system builds on research showing AI can uncover serious software flaws across vast amounts of code, at a time when both ...

Software? No Way. We’re an A.I. Company Now!

As their stocks tank, software makers are rebranding themselves as A.I. innovators. Sparkle emojis are everywhere, but some efforts have been more successful than others.