JPMorgan revealed repo they use to train thier Quants to build trading & research systems
JPMorgan's Quants should learn Python for this - you just send it to any LLM or AI agent
get your own trading Quant:
1. open LLM or AI agent and send it: https://t.co/1ifebVaGod
2. say: "set this up and redo every notebook on NVDA with real data"
3. it prices an options straddle for your stock, by formula and Monte Carlo
4. it scores company's bankruptcy risk with Altman Z'' and gives an implied credit rating
5. it vuilds the 3D vol surface and yield curve charts
6. then say: "turn all of this into one live dashboard for my stock"
that's it. then read below how to run your own AI hedge fund:
wtf you can stack internet connections for a single download
Plexo turns your Wi-Fi + USB-tethered phone into a download setup that uses both at once
it splits files into chunks of up to 8 MB and fetches them across the networks you select
the faster connection grabs more chunks instead of waiting for the slower one
near the finish, idle streams can race slow chunks so one lagging connection doesn’t hold the whole file hostage
and it’s more than a basic downloader:
→ direct links, magnets and torrents
→ pause and resume across restarts
→ replace expired download links without starting over
→ separate speed limits and data caps for each network
→ overnight download scheduling
→ live charts showing which connection is doing the work
runs on Windows, macOS and Linux
open source under MIT
no VPN needed for the download engine
one catch people will absolutely miss:
Wi-Fi + Ethernet on the SAME router won’t magically double your speed
you need separate internet connections, like home broadband + mobile data
servers that don’t support partial downloads fall back to a single stream too
your phone can finally help download the file instead of just distracting you while it loads
https://t.co/OOIMYaPhmB
HE RUNS A YOUTUBE CHANNEL THAT MADE $42K AND HAS NEVER ONCE SHOWN HIS FACE
the whole channel is run by Claude from the first idea to the finished upload
he gives Claude a niche and it hands back the exact video topics people are already searching for
then it writes the full script, the hook, the mid-video retention beats, the outro
he drops that script into an AI voice that reads it in a clean natural narrator tone
the b-roll and visuals get generated too and stitched over the voice track
he batches a full month of videos in one sitting and schedules them straight to the channel
faceless channels in the right niche pull steady ad money once the algorithm picks them up
one person runs 4 of these at once because Claude does the part that used to need a whole team
the people doing this now are shipping daily while everyone else is scared to post one video
tomorrow I break down the exact niches these faceless channels blow up in the fastest
This is f*cking insane.
A Chinese lab just published a paper that ends a forty-year profession in one title: "The End of Reverse Engineering".
The claim fits in one line: a stripped binary is not hidden from a model, it is simply unread.
An analyst reads one function at a time. The program has forty thousand of them. That is why the job took weeks and the report was stale before anyone opened it.
A model reads the whole artifact in one pass: binary, minified bundle, running app, packet capture. Six fixed steps, inventory to verify, and every claim carries the line it came from.
Then the only test that matters: rebuild it from the spec and diff against the original. Empty diff or back to step three.
Weeks of guessing cannot compete with one pass of reading.
So you stop being the person in the disassembler. You become the person who points: you choose what gets read and you check the diff.
Analysts turn disposable. The artifact turns into the spec.
That is the exact loop I run with REA + Kimi K3 and documented below: 26 binaries, 26 specs that rebuilt, 23 of them better than the official docs, zero README opened.
The whole paper in one line: read the binary, not the README ↓
🚨 BIG CONTROVERSY: MACRON AND TRUMP CLASH OVER FRANCE RIOTS! 🇫🇷🇺🇸
As violent unrest grips France, Trump blames immigration for the chaos.Macron condemns the rioters and vows strict action against those responsible.
Political tensions rise amid France's escalating crisis!