AI Architect - My thoughts are my own.
Joined June 2021
- Tweets 563
- Following 210
- Followers 713
- Likes 1,026
17 Photos and videos
Edward Ionel retweeted
Jun 16
I think it’s time to revisit the accredited investor laws in the US.
Companies are staying private longer, where only accredited investors (aka rich people!) can invest. Retail investors can only come in after IPO, when much of the upside has already been captured.
These rules were created with the best of intentions, to protect regular people from scams - a noble idea. Unfortunately, in practice they've often made it illegal to get richer, unless you're already rich. A regressive tax!
We have to judge policies based on their outcomes, not on their intentions.
These are two possible routes I see:
1) Replace the rule with something merit-based, like a financial literacy test. Pass it and you're accredited. Having a qualification based on competency rather than your bank balance or income seems far more fair.
2) Remove the rule entirely. Let consenting adults assess their own risk. Disclosure requirements stay and fraud enforcement stays to punish bad actors.
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Edward Ionel retweeted
Jun 14
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Andrew Ng just taught the entire mathematical foundation of machine learning in one lecture.
Free. Stanford University CS229.
4 concepts most developers spend YEARS piecing together:
Locally weighted regression — fit any curve, not just lines.
Maximum likelihood — why squared error actually makes sense statistically.
Logistic regression — the real math behind every binary classifier you have ever used.
Newton's Method — reaches the optimum in quadratic time while gradient descent is still warming up.
This is the lecture that separates engineers who understand the tools from engineers who just use them.
Save it. Watch it tonight.
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We’ve agreed to a partnership with @SpaceX that will substantially increase our compute capacity.
This, along with our other recent compute deals, means that we’ve been able to increase our usage limits for Claude Code and the Claude API.
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Apr 24
If you aren’t the hardest working person you know, you aren’t working hard enough.
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Introducing Claude Managed Agents: everything you need to build and deploy agents at scale.
It pairs an agent harness tuned for performance with production infrastructure, so you can go from prototype to launch in days.
Now in public beta on the Claude Platform.
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Edward Ionel retweeted
Apr 6
Stanford just published their autumn 2025 AI: Principles and Techniques course on YouTube. It's ~20 hours of lectures that you can watch right now or skip if you find them too boring.
youtube.com/playlist?list=PL…
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This 1 hour lecture on "Probability Theory" from MIT will teach you more about prediction markets than 2 month internship at at a Wall Street Quant firm.
Bookmark this & give it 1 hour today, no matter what. It’s the most productive start you can give your week. Then read post below.
The best Polymarket Quant bot for copy-trading with a 99.3% win rate.
backtested strategy on 72M Polymarket/Kalshi trades to hit $805K PnL on 27,000 predictions.
bot doesn't gamble - it uses math and statistics in its algo to consistently hit 99% win rate.
his algo decoded:
1. Mispricing formula
based on 72M trades data, traders constantly overpay for cheap contracts (0.1¢–50¢)
most of the edge sits in (80¢-99¢) contracts - that's the range where the bot mostly trades
• formula: δ = actual win rate - implied probability
bot applies this to every trade to find the edge.
//
2. Expected value calculation
EV tells you whether a bet is worth taking, regardless of the outcome of any single trade.
• formula: EV = (P win × Payout) - (P lose × Cost)
bot calculates it to understand if the trade is worth the risk.
//
3. Kelly Criterion sizing
most powerful position sizing formula ever discovered for gambling, trading and prediction markets
it tells the algo what % of your portfolio to size into each bet to win long term.
• formula: f* = (p * b - q) / b
mispricing found → EV calced → kelly sizing → enter
profile: polymarket.com/0x751a2b86cab…
start copy trading the bot with as little as $10 using Ares: ares.pro/wallets/0x751a2b86c…
2 more formulas behind its algo revealed in the article below ↓
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Edward Ionel retweeted
Apr 4
This 2 hour Stanford lecture on AI careers will teach you more about winning in the AI race than every piece of AI content you have scrolled past this year.
Bookmark this & give it 2 hours, no matter what. It'll be the most productive thing you could do this weekend.
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Edward Ionel retweeted
17 Apr 2024
So many of you have reached out and offered to help, either with hardware, money, or jobs; and for that I am truly appreciative of you all.
The Rawkode Academy is my life's work, I'm not ready to give up on it yet. Just like these books!
Want to help?
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30 Mar 2024
I was on this flight 😅…
29 Mar 2024
#Flight #UA59 #FRA-#SFO 29.03.2024 diverted back to #Frankfurt and #firefighters, #ambulance, #police and #airportsecurity expected the #B777 at runway 25L.
No visible irregularities from my view.
#UnitedAirlines
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Edward Ionel retweeted
14 Mar 2024
Get Started with Lens 2024 Early Access - End confusion and Master Kubernetes
Spending more time wrestling with Kubernetes and kubectl than innovating?
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Edward Ionel retweeted
11 Mar 2024
🇫🇷 KubeCon CloudNativeCon Europe 2024 is around the corner! If you are a DevOps engineer, come by our booth to see a live demo on how to troubleshoot your pods fast.
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Edward Ionel retweeted
4 Mar 2024
Heading to KubeCon CloudNativeCon Europe 2024? 🇫🇷 Be sure to check out our demo on "Self-updating clusters with Zero downtime using #k0s and #k0sctl"!
Our k0s team will demonstrate how to automate cluster upgrades smoothly, without affecting your users or workloads, suitable for #K8s deployments of any size.
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