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Speed Matters: Why AI Software Vulnerability Exploitation is going be bad

I co-founded a successful security company close to the Mythos ecosystem and have spoken with participants in the know and I am deeply concerned. We, collectively, have answers for some but not all of the problems ahead but are overlooking the speed at which we can apply fixes even if they magically are generated instantaneously by Mythos.Here are some considerations to consider:1. More Vulnerabilities Are Coming: Supposedly Mythos can find vulnerabilities more effectively, many models can do th

Show HN: I blind-tested 14 LLMs on a WP plugin task. Surprising Findings

Recently, GitHub Copilot silently dropped support for Claude Opus on Pro accounts. Since Opus was my go-to model for my daily workflow (developing WordPress plugins), I needed a reliable replacement.I decided to run a rigorous, blind benchmark across 14 state-of-the-art and local LLMs to objectively measure which model understands WordPress development best. To ensure a perfectly fair test, I started with a completely fresh IDE and zero context for every single generation.I asked each model to b

DeepSeek V4 is out. the best open-source on coding. here's the breakdown

Two models: Flash (284B total, 13B active) and Pro (1.6T total, 49B active). both hit 1M token context.V4-Pro is their flagship. Beats Claude Opus 4.6 Max on Agent coding tasks (their words). specifically calls out being better than Sonnet 4.5 on coding, and competitive with Opus 4.6 on general benchmarks. on world knowledge and STEM, they say it's ahead of Gemini-Pro-3.1.V4-Flash is the sleeper pick. Faster and cheaper than Pro, but it has better long-context efficiency than Pro does.Origi

Why don't AI coding tools like REST?

Is it just me, or do AI coding tools tend to generate RPC-style endpoints and POST methods (even when GET is clearly all that is needed) instead of following RESTful conventions?Given how advanced these models are, I'm wondering if this is intentional. Is AI saying it has determined that strict REST isn’t a practical standard all around? Or is it just a byproduct of token efficiency or....?I know I can steer the output with better prompting, but I'm curious whether there's a real

AI's: 100 days to irreversible systemic system collapse?

Hello people, After giving the various AI models all of the data I possibly could starting with the foundational Truth "Life is Most Important in Life is The Most Important Truth in Life" and bringing them into complete and total alignment as best possible and better than anyone has ever done in history thus far... I am the only person that has done that as far as I know... And then giving the AI's the data on the wars and all the other problems that we have, and the honest inform

Show HN: Agent-desktop – Native desktop automation CLI for AI agents

I've been building computer-use tools for a while, and I quietly launched this about a month ago (122 Stars on GH). I figured it was worth sharing here.Over the last few months, a lot of computer-use agents have come out: Codex, Claude Code, CUA, and others. Most of them seem to work roughly like this: 1. Take a screenshot 2. Have the model predict pixel coordinates 3. Click x,y 4. Take another screenshot 5. RepeatThat works, but it's slow, expensive in tokens, and fragile. I

Show HN: Perfect Bluetooth MIDI for Windows

Hi HN, I'm Erwin. I built a small free open-source utility that bridges Bluetooth LE MIDI keyboards into the new Windows MIDI Services stack so any DAW or Web MIDI app can use them as if they were wired.I bought a Roland FP-90X piano partly because it had Bluetooth MIDI. On my Windows 11 PC, pairing succeeded, but my DAW couldn't see the keyboard, and notes I sent from the PC never made the piano sing. After a regrettable number of evenings, I'd separated this into three independe

Show HN: Modeleon – Python DSL that compiles to live Excel formulas

Hi HN. Modeleon is an open-source Python DSL for financial models. You write models in Python with named variables and operator-overloaded arithmetic, and it compiles to a real .xlsx with live formulas — not values, but formulas like =B4*B5 that the CFO can audit in Excel.The architectural bet is "model is the source of truth, spreadsheet is one rendering." We have a Walker/Renderer split so the same model can target Excel today and other backends later.We've been buildi

Show HN: Ramble, iOS voice notes that send webhooks

Hi HN, I'm JPI wanted to automate my voice notes - pocket the phone (or watch), walk and talk, then send the transcript to my agent for processing. So I built Ramble for myself.It's a simple app. An on-ramp into your systems. Free. Open source. No accounts.Why a new app? 1) Apple Voice Memos are great, but no way to automate the result. You're also stuck with Apple's transcription (it got slightly better in iOS26 but still not the best) 2) Voice transcription in Claude /

I was wrong about vibe coding on greenfield projects.

I used to think that vibe coding was good for greenfield projects. I was wrong.If you don't care about the code and all you want to do is just to test your idea, then it is merely a throw-away PoC not a project. And yes, vibe coding is great for that.However, as harnesses and models got better over the time, agents started working better on existing codebases. Often times, agents discover existing approaches/code style in the codebase and they start coding accordingly.I realized that i

Show HN: Sentient OS – On-device intelligence layer for your entire digital life

Hi HN :D I'm 20 and I spent a year building something that shouldn't be possible: a custom on-device vision LLM that processes your entire digital life overnight on a phone.We all have thousands of buried screenshots, notes, files, bookmarks, saved posts, etc we'll never find again. The only way to make AI understand all of it is to upload everything to the cloud -- privacy nightmare, and way too expensive at scale. And it shouldn't be possible on-device either: small models

What do you think of people buying Mac mini's to run AI?

Today during Apple's earnings call we heard they're out of mac mini's and back ordered due to huge surge in demand.<p>We know barely any decent size models can run on it. Most of the buyers are buying to run Openclaw in complete isolation from their regular desktops or laptops.<p>A VPS for few dollars/month will be sufficient to run tools like Openclaw.<p>What are your thoughts on why people buying mac minis?

Show HN: LLM-Powered News –> Event Map, Timeline, and Analysis

Been working on this for a few months, since the day the USA hit Iran. It started out as a simple OSS conflict monitor of which many were popping up at the time, but it developed into an entirely domain-agnostic pipeline which extracts claims + evidence, synthesizes events, and maps them on a timeline. It also attributes actors, relates events to each other, and contributes analysis.There are a lot of features under the hood that I'm not sure what to do with yet - various contextual analyse

Show HN: AI CAD Harness

Hi HN, I'm Zach, one of the co-founders of Adam (https://adam.new).We've been on HN twice before with text-to-CAD/3D experiments [1][2]. The honest takeaway from those threads: prompt-to-3D model web apps are fun, but serious mechanical engineers don't want a black box that spits out an STL. They want help inside the CAD tool they already use, with full visibility and control over the feature tree.So we built that. Adam is now a harness that integrates directly with

Ask HN: Bedrock,Vertex AI etc. Support Anthropic Models

Is the mechanism more like a smart proxy or do these cloud providers host and serve Anthropic models? if latter, how do they work ? How does Anthropic protect model weights ?

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2026 cable modem rankings spotlight top picks for speed, savings

Consumer Tested Ratings and PropelRC have released their 2026 rankings of the best cable modems, identifying top models for speed, stability, and cost savings over ISP rentals. The Hitron DOCSIS 3.1 ...