404prophet retweeted
a brand new model paradigm! introducing 𝚌𝚕𝚊𝚒𝚛𝚒𝚌: a system one model for extracting, computing, estimating, and predicting values from unstructured inputs.
blog.cloudflare.com/clairic-…
It is becoming f*cking dangerous
A 23-year-old dev from China just ran 300 Claude Code agents in parallel and hooked them to a verification layer so none of them could bullshit him
He opens the live dashboard:
- 300 agents writing and checking at the same time
- Every output verified against the source in ~100 ms
- Three passes over 100 company profiles → zero errors left
- Everything dumped straight into an Obsidian vault
The trick is the split: one model does the work, a cheaper one decides if the claim is actually true. The loop doesn’t stop until everything checks out
An analyst team would bill weeks for this. He got it in one run
Same kind of Second Brain + swarm setup that keeps circulating. Bookmark the full breakdown
404prophet retweeted
Replying to @GPC_Globall
404prophet retweeted
We have released a free open source tool 'Zero Breach' - that can identify whether a recent Israeli spyware campaign left traces on your PC - the one Citizen Lab exposed, where Israeli ad-tech was used to infect journalists through 'no-click' ordinary ads.
It needs Python installed (python.org — tick "Add python.exe to PATH" during setup). Then open PowerShell in the folder where you saved it and run:
python -X utf8 zero-breach.py
It takes about 15 minutes. It only reads - it changes nothing, needs no admin, and never connects to the internet. It checks for 338 indicators and tells you if one of your browsers interacted with one of the infected ads in the past. (It also checks for Candiru infection)
Download it here: github.com/interplains/zero-…
You can also check whether your browser or device already blocks these kinds of ads, without downloading anything, here:
archivegenocide.com/scan/
You are looking for a green result ✅ - if not, fix your browser settings, install an ad blocker / DNS resolver.
For phones: Tens of thousands of apps show these ads, so we suggest you set up a DNS resolver (NextDNS, AdGuard, or a router/Pi-hole blocklist) so your phone blocks all of them automatically.
We also publish ready-made blocklists you can subscribe to as well. Use them.
Pease report any issues in our telegram linked in bio
God bless.
404prophet retweeted
Interesting, users already picked it up before me releasing lol
It is becoming f*cking dangerous: you can now reverse-engineer any repo with one command - a YC-backed tool with 127k stars maps the whole codebase, and your agent walks the map instead of reading files
1. Clone the project you want to understand
2. Install graphify: uv tool install graphifyy
3. Run graphify install (it detects Claude Code, Cursor, Codex or Gemini CLI)
4. Open the project and type /graphify .
5. Open graph.html: the architecture map nobody ever documented
6. Read GRAPH_REPORT.md: what everything flows through and the connections you didn't know were there
7. Ask: graphify path "A" "B" traces how two things connect, graphify explain shows everything one of them touches
Code is mapped locally with no LLM, and every link says whether it was read or inferred
Turn your agent into a reverse engineer that knows the whole project before it touches a single file
Find the repo in the reply below
Wild how shit openAI usage went relative to anthropic. Did not expect that sudden change. Does openAI know what a cache is?
404prophet retweeted
(2/6) We didn’t expect a 2-finger gripper to be this dexterous. In tight spaces between neighboring parts, AlphaNIST learned several distinct ways to screw on a nut: tapping with the inner faces of its fingertips, turning with their outer faces, and sweeping circular motions around the nut, each suited to how much room it had.
404prophet retweeted
(1/6) From @GoogleDeepmind’s AlphaGo to AlphaZero, we saw machines find moves that reached beyond what we’d imagined for them. No one taught them those strategies. They emerged from reinforcement learning: playing, failing, and trying again under a single binary task reward for success or failure. Inspired by them, we couldn’t help but wonder: what might a robot discover if we gave it that same freedom to learn?
That question led us to AlphaNIST. Starting tabula rasa, with that same binary reward plus only a simple control cost, a single policy solves all 20 @NIST assembly tasks at a 98.2% success rate in simulation. More surprising still, AlphaNIST can complete 10 different tasks in a row, receiving that reward only once, after all 10 are done.
Just as AlphaGo’s strategies surprised its creators, AlphaNIST discovered dexterous strategies we couldn’t have come up with ourselves.
Paper: arxiv.org/abs/2610.13354
Website: alpha-nist.github.io
Big news for CAD: SMLIB, NVIDIA's NURBS based kernel is finally open source today 🍻🎉
We have been working with SMLIB and its dev team for more than 20 years. It enables all our products: classcad.ch headless CAD, GUI, AI/MCP, PDM, etc
github.com/NVIDIA-Omniverse/…
404prophet retweeted
there goes my week
Big news for CAD: SMLIB, NVIDIA's NURBS based kernel is finally open source today 🍻🎉
We have been working with SMLIB and its dev team for more than 20 years. It enables all our products: classcad.ch headless CAD, GUI, AI/MCP, PDM, etc
github.com/NVIDIA-Omniverse/…
404prophet retweeted
this is purely insane btw
We’re beginning a process of publishing more frequent reports on model behavior, beyond what appears in our system cards and regular risk reports.
Today’s report describes four types of behaviors we’ve identified during evaluations and internal use. In each, Claude acted on real websites or systems in ways we didn’t intend, sometimes by working around a restriction instead of stopping.
All cases had minimal real-world impact. From an alignment and security perspective, we consider these behaviors significantly less severe than the cybersecurity incidents we reported in July and September.
Read the full report: anthropic.com/research/inves…
404prophet retweeted
Makes a plane that can fly without wings. Only 1094 people think he is worth following.
You could just replace that slop on your TL by following awesome people like this.
pretty sure we jumped higher than the aircraft
how it works:
- flies like a plane but has no wings
- edfs blow directly over a jetfoil to generate lift (coanda effect)
- can hover in place in the air
- uses thrust vectoring for drone-like maneuverability while keeping cruise efficiency
flew for 3 seconds, cut throttle, hit the floor, 10/10 day
I feel like more people should know about this talk / way of interacting with LLMs. Most are probably doing it and just have no name for it. medium.com/@thisis-Shitanshu…
Something about seeing thinking traces in fable 5.1 ultracode of it thinking "INJECTED_PROMPT" (for a legit reason) and having it not throw safeguards feels like an improvement on the hair trigger classifier it started with.
Hah first Australian health dept now the sec. Are they trying to get shut down so they don’t have to serve the models they can’t or what da bbc.com/news/articles/cw62jj…
404prophet retweeted
this random number generator is just three lines of shifts and XORs
George Marsaglia introduced xorshift in 2003
despite its simplicity it passes many standard randomness tests and became the default RNG in several game engines


























