Quote:

💰🤖 A student reportedly turned $1,400 into $238,006 in just 11 days by building a simple trading bot using Claude.

After spending two nights studying the documentation, he created a bot that scans Polymarket every few seconds to spot pricing inefficiencies between market prices and estimated probabilities.

The bot executed 366 trades with a 62% win rate, taking advantage of moments when markets temporarily mispriced outcomes.

One of its biggest wins came from a prediction market involving Donald Trump signing a crypto executive order.

The bot entered at 28 cents and exited at 81 cents, generating $52,700 from that single trade.

In just 11 days, the student achieved results that most traders spend years chasing.

Would you trust a bot like this with your own money? 🤔

📚 Source: https://polymarket.com/@0xdE17f7144fbD0eddb2679132C10ff5e74B120988-1772205225932

#ai #artificialintelligence #aitools #aihacks #chatgpt

---

Quote:

bro created an AI job search system for Claude Code that scored 700+ job applications and actually got him a job.

AND IT'S NOW OPEN-SOURCE.

It scans multiple company career pages, rewrites your CV per job, and even fills application forms. The repo has:
> 14 skill modes (evaluate, scan, PDF, ...)
> Go terminal dashboard
> ATS-optimized PDF generation via Playwright
> 45+ companies pre-configured (Anthropic, OpenAI, ElevenLabs, Stripe...)

GitHub: https://github.com/santifer/career-ops

---

Quote:

The piece explores how some workers are quietly using AI tools to perform large portions of their jobs—sometimes without telling their employers. While public discussion often focuses on AI replacing jobs, this story shows a different reality: employees are proactively delegating tasks to AI to save time, reduce effort, or handle workloads they might otherwise struggle with.

Workers describe using AI to write emails, generate reports, code, or complete routine tasks. In some cases, they are effectively supervising AI output rather than doing the work themselves. This can boost productivity and free up time, but it also raises ethical and professional concerns—especially when employers expect the work to be done directly by the employee.

The story highlights tensions between efficiency and transparency. Companies often don’t have clear policies yet, leaving workers to decide on their own how far to rely on AI. Some see it as a harmless productivity tool, while others worry it could undermine skill development, accountability, or job security if widely adopted.

Overall, the takeaway is that AI isn’t just replacing workers—it’s changing how work gets done, sometimes in subtle and hidden ways.

---

s240779 said:

‘SUPERSONIC TSUNAMI’: CEO predicts AI agents will transform finance

ProCap Financial is a modern financial services firm built for independent investors who have long been overlooked by Wall Street. Founded in 2025, the company raised more than $750 million from leading investors and is traded on Nasdaq under the symbol BRR. https://www.procapfinancial.com/about

---

Quote:

THIS IS A PURE F*CKING GOLDMINE

a quant went through 900 trading repos on GitHub and kept 6

together they're a full hedge fund desk, free

• who sits where

> OpenBB - the Bloomberg seat. 74k stars

> RD-Agent by Microsoft - the quant team. writes and tests its own factors

> TradingAgents - analysts, a trader and a risk team as agents. 112k stars

> vectorbt - backtests thousands of ideas at once

> Lean - QuantConnect's engine, from backtest to live

> freqtrade - the crypto bot. 55k stars

• before any trade goes out

-> a bull and a bear researcher argue the ticker

-> 3 risk analysts, aggressive to safe, debate the size

-> a portfolio manager signs it or kills it

data. research. debate. execution

spin up the desk:

git clone github.com/TauricResearch/TradingAgents
cd TradingAgents && pip install .
tradingagents

---