Systematic research is becoming fully agentic.
Today we launched QuantConnect Assistants, an @openclaw like framework for quant.
Specialized AI agents can research ideas, run notebooks, analyze backtests, read logs, and coordinate through a visible Research Pipeline:
Ideas → Research → Validation → Backtesting → Live Monitoring
You can build your own agents, and automate your specific research processes. Read more:
https://t.co/sWGuMi1TxZ
Anthropic published a blog post one hour ago.
Cybersecurity stocks have lost $10B since.
CrowdStrike -6.5%. Cloudflare -6%. Okta -5.7%.
One blog post. One hour. $10B gone.
NEW: Dutch Parliament Member Michel Hoogeveen explains how the 36% unrealized capital gains tax, just passed by the House of Representatives, will work.
Here is a more detailed example:
Step 1. Starting position
You own 500 shares.
Value on Jan 1, 2028: €50,000
Value on Jan 1, 2029: €100,000
So the paper gain is:
€100,000 − €50,000 = €50,000 unrealized profit
You did not sell. But for tax purposes, that €50,000 is treated as income.
Step 2. Apply exemption
You are married, so you get a €3,600 exemption.
€50,000 − €3,600 = €46,400 taxable amount
Tax rate: 36%
€46,400 × 36% = €16,704 tax bill
That bill is due in May, even though you never sold anything.
Step 3. Market falls before you pay
Now suppose by May the shares drop in value.
New total value: €60,000
So your portfolio is no longer worth €100,000. It’s worth €60,000.
But the tax bill is still €16,704, because it was calculated based on the January 1 valuation.
Step 4. You must sell shares to pay tax
To raise €16,704, you sell part of your shares.
After paying the tax, you’re left with:
€60,000 − €16,704 = €43,296
Originally you had 500 shares.
Now you have 360 shares left.
You were forced to sell 140 shares.
140 ÷ 500 = 28% of your shares gone.
Step 5. What happened economically?
Before the correction:
Paper gain was €50,000.
After the correction:
Portfolio is worth €60,000.
Original cost basis was €50,000.
Real gain is only €10,000.
But you paid €16,704 in tax.
So instead of being up €10,000, you are now:
€43,296 − €50,000 = €6,704 below your original starting value.
You turned a €10,000 real gain into a €6,704 net loss.
And you lost 28% of your shares permanently.
Defi crypto trading with @dYdX exchange is now live!
Easily load historical data in notebooks for research, do accurate point in time backtesting, and deploy your strategies to live-meme-trading in minutes 💪🙈🚀
Time is your most valuable asset, focus on your alpha, not infrastructure.
https://t.co/GVbLI9f9ab