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Our role is to create paths while passing.
We do not own existence or permanently control it.
We participate in it.
REA hit #1 on GitHub trending, and most people still run it inside a single chat
Split it into 4 subagents and one command takes a program you own from sealed binary to a tested rebuild with a match rate
Set it up once, aim it at the next one:
this is the most BROKEN github repo in trading right now
real trading firms pay analysts, researchers, traders and risk managers millions a year - someone replaced the whole floor with AI agents that argue with each other before every single trade, and put it on GitHub for 100% FREE
it's called TradingAgents. the paper is on arXiv, the repo has 112k stars and it hit #1 on GitHub trending
first understand how it works:
> 4 AI analysts read the market: fundamentals, news, sentiment, technicals
> a BULL agent and a BEAR agent debate the trade
> a trader agent turns the debate into a decision
> a risk team (aggressive / neutral / conservative) attacks that decision
> a portfolio manager approves it or kills it
> it's a full trading firm. it just runs on your laptop
here is how to run it yourself for FREE:
1. open Claude Code and ask it to clone github.com/TauricResearch/Tr… and install everything
2. add your Anthropic API key. Opus 5.5 as the deep-thinking model, Sonnet 5.5 as the fast one
3. type tradingagents in the terminal and pick a ticker
4. watch the 4 analysts write their reports in real time
5. read the bull vs bear debate. this is where the edge is - you see both sides before any money moves
6. check the risk team's vote. if the conservative agent flags it, ask yourself why
7. let the portfolio manager approve or reject, then plot every call on your chart
8. backtest it on past dates and paper trade it for a few weeks before you trust a single call
i won't say anything more:
Oscar Gonzalez retweeted
I highly recommend cloudflare's security audit skill: github.com/cloudflare/securi…
Run it on all your software. Run it with the free models. Use it even if you used a model to audit something - it will find much more things. Works in all agent harnesses and is model independent.
Opus 5.5 has this obnoxious habit of leaving things for "later" -- WHY??? Do you have this problem. Like it will do 38 out of 40 items assigned to it, but say "item x and y are still pending... blah blah blah" But there is no blocker. WTF. it does this 99% of the time. WHYYYYY?
Oscar Gonzalez retweeted
🚨 Someone built an AI that reads candlestick charts the way GPT reads English.
Trained on 12 billion records from 45 exchanges. Outperforms every model by 93%. Live BTC demo. Free.
It's called Kronos.
The first open source foundation model built for financial markets. Not a general AI repurposed for finance. An AI that speaks the native language of candlestick patterns.
Every other model treats financial data like weather data. Kronos treats financial data like financial data.
Here's what it does:
→ Price forecasting. Feed it candlesticks. It predicts where price goes next.
→ Volatility prediction. Forecasts how volatile an asset will be before it happens.
→ Zero-shot. No fine-tuning. Works on any asset, any market, any timeframe.
→ 45 exchanges. Binance, NYSE, NASDAQ, LSE, and 41 more.
→ 4 model sizes. 4M params runs on a laptop. 499M for max accuracy.
→ Live demo running right now. BTC/USDT. 24-hour forecast. Updated hourly.
Here's the wildest part:
→ 93% more accurate than the leading time series model
→ 87% more accurate than the best non-pretrained baseline
→ All zero-shot. No fine-tuning. Out of the box.
Hedge funds spend millions on proprietary models. Bloomberg Terminal costs $24,000/year.
This runs on your laptop. Few lines of Python. Free.
Built at Tsinghua University. Accepted at AAAI 2026. Models on Hugging Face.
11.6K GitHub stars. 2.4K forks. MIT License.
100% Open Source.
Get it here on GitHub: github.com/shiyu-coder/Krono…
🚨Want to learn Algorithmic Trading Strategies (that actually work)?
On October 22nd, we are hosting a free workshop to help you get started with algorithmic trading with Python.
Register here (630+ registered): learn.quantscience.io/join
Oscar Gonzalez retweeted
10 github repos that turn claude code and codex into elite ui designers:
1. Superdesign Skill
github.com/superdesigndev/su…
2. Better Design
github.com/marvkr/better-des…
3. Design Taste
github.com/madebymustafa/des…
4. Canvas UI
github.com/DavidHDev/canvas-…
5. Paper Shaders
github.com/paper-design/shad…
6. UI Layouts
github.com/ui-layouts/ui-lay…
7. Hyperiux Components
github.com/Hyperiux-Immersiv…
8. Motion Primitives
github.com/ibelick/motion-pr…
9. Cursify
github.com/ui-layouts/cursif…
10. Trickle UI Kit
github.com/akaieuan/trickle
Oscar Gonzalez retweeted
🚨DEMOCRAT FRAUD: Charlie LeDuff is investigating Abdul El-Syed & Act Blue donations and stumbled upon a woman who allegedly made $150,000 in donations, except… something isn’t adding up.
Oscar Gonzalez retweeted
Claude Sonnet 5.5 can (finally) generate motion graphics
15 motion graphics in Claude Code (my 6 steps):
1. Show it an example.
Screenshot a graphic you like (the one on this post works), attach it and write: "Make this move. One HTML file, inline SVG, no libraries, a 6 second loop." Start there and fix it round by round. Say the loop length up front so it does not guess.
2. Write the states, in order.
A reference gets you the look. For the motion, say what happens and when. My command palette brief: the key chip presses at 0.6s, the palette springs open at 0.95s, four letters land between 1.35s and 2.1s and the list filters after each one, the highlight drops a row, Enter at 3.9s, a toast rises. Six lines of plain English.
3. Make time the only input.
Tell it every element is a pure function of t, from 0 to 6 seconds. No timers, no CSS keyframes, and frame 0 equals frame 6. The loop closes itself and any frame can be drawn on demand. The palette opening is a single line: k = spring(t - 0.95, 240, 18).
4. Give it colours, fonts and rules for motion.
Hex codes and font names. Mine are Claude orange #D97757, navy #0F1B2E and DM Sans. Words like clean and modern do nothing. Springs for anything that lands, eases for anything that leaves. Mix them up and it feels cheap. When you can, morph one shape into the next. In my terminal loop, a log line's highlight bar grows into a dashboard card. Same rectangle, new size.
5. Make it check itself.
"Render 8 moments across the loop side by side and fix what's wrong." That is how a black sphere and two cards stuck in one slot got caught. Point at fixes by timestamp: "at 2.0s the second row overlaps the first." Read the sheet yourself too.
6. Export a GIF that stays sharp.
Save every frame as a PNG, then run ffmpeg with palettegen stats_mode=full and paletteuse dither=none. I use 15 frames a second. One palette for the whole clip and no dithering, so flat colours stay flat. Post it as an image, not a video, and check the animation survived the upload.
The 15 in the image include a prompt bar that turns into a web page, a funnel you can watch leak, a donut that unrolls into a bar and a command palette that filters as you type. Each one is a single HTML file with no libraries.
I write about builds like this at aibyaakash.com:
aibyaakash.com?utm_source=ag…
Pick one motion. Write the six lines. Ship it today.
I'm finding Otter to be less useful @otter_ai as time goes by. Now it keeps trimming my audio from dropbox shorter than the actual length. Paying for top tier membership and having to deal with this is getting a bit frustrating, especially when I can now transcribe locally.
Oscar Gonzalez retweeted
This guy is making $4,000,000 per year from his vibe coded apps.
And I wanted to know,
How can I copy his strategies so that I can do the same.
If you haven't seen @BusDownBonnor before:
1. He's gotten almost every app he's made to over $20k per month ($4m ARR total)
2. Had @Clavicular0 reach out to him for feedback on his looksmaxxing app
3. Created a repeatable playbook for launching apps (without a marketing budget)
In this episode we get super tactical around how you can come up with app ideas,
And launch them profitably without spending on marketing.
Chapters:
02:40 How Connor knows if an idea will work
05:19 His process from idea to launch
09:58 What makes an app successful
14:30 How Connor partners with influencers to grow his apps (without spending money)
19:40 The arbitrage with influencers that is open right now
25:35 Advice for beginners getting into paid ads
33:46 How Clavicular could have improved his app launch
39:25 Most important advice for first-time app founders
Oscar Gonzalez retweeted
Would you believe thieves actually used to buy back their own stolen C4 Corvette carcass at a salvage auction just to get a title?! 🤯🚗
Check out my latest article: We’re Repeating the Dumbest Mistake From the Early Internet linkedin.com/pulse/were-repe… via @LinkedIn
Seriously. This. @elonmusk can't you just ask Grokbot to please fix it? 😜
Replying to @Natsrich321
Tried that last night, scrolled for ages and it would me post from “1 min ago.” Which tells me it’s constantly refreshing. I’ve turned off background/auto refresh but that hasn’t worked. mElon has really messed up this app.
Oscar Gonzalez retweeted
Opens Twitter, sees tweet I want to read. Twitter refreshes itself and that tweet is lost forever more. Is there any way to stop this from happening?
Oscar Gonzalez retweeted
If you use Google Flow this video will teach you how to generate unlimited AI images and videos
You’re welcome
Oscar Gonzalez retweeted
A Chinese developer just explained the shift from Loop Engineering to Graph Engineering better than anyone.
most people are still building agents the way that's about to be obsolete.
> why single-agent loops break and go "goal blind"
> the 4 parts of a graph: nodes, edges, state, policy
> 3 topologies that run everything: diamond, supervisor, pipeline
> Anthropic's 5 official workflow patterns
the punchline: it's not how many agents you run. it's the determinism you build with verifiers, code fallbacks, and reality anchors.
I broke the same architecture down with Kimi K3. Full A-Z guide below.





















