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Combining proven analytical and trading expertise with advanced AI and machine learning algorithms places SOFT AI technology on the cutting edge of trading intelligence

slash1sTwo Sigma Head of AI ~$1M/year explained why "AI will not solve all your problems" at Columbia Business School's ...
05/23/2026

slash1s


Two Sigma Head of AI ~$1M/year explained why "AI will not solve all your problems" at Columbia Business School's AI in Finance conference.

Fireside chat from the man hired to expand AI at a $60B hedge fund, on what LLMs actually do inside the firm and what every founder gets wrong.

Also, you'll learn why a 12-year Google Brain veteran left to work for a fund that was described as having him as "The hedge fund's last human employee".

Bookmark this the most honest take on AI in finance from inside a top-tier Quant Fund.

Money Never Sleeps Buy signal  at $13.35 this am ....
05/11/2026

Money Never Sleeps

Buy signal at $13.35 this am ....

04/17/2026

From Bill Cara

Dear Friends and Subscribers,

I am writing to you directly and honestly about two serious challenges I am currently working through. You deserve to know exactly what has happened and what I am doing to correct it.

— The Ghost Platform Transition —

When I migrated my publishing infrastructure from Substack to Ghost, the transition did not go as planned. Many of you — particularly those still associated with my Substack account — have not been receiving my reports reliably. Those who have received them have encountered difficulty downloading PDFs. I apologize sincerely for this disruption. Ghost has responsive human support, and I am engaging a freelance Ghost technical specialist to resolve the delivery and access issues as quickly as possible. I expect this to be behind us shortly.

— The Perplexity AI Failure —

This is the more serious matter, and I want to be unambiguous.

I recently discovered that Perplexity AI — which I had been paying approximately $40 CAD per day to process my proprietary INSTAT reports — was not executing my scoring methodology at all. By its own admission, it was guessing: inferring INSTAT scores from context clues in my uploaded data rather than applying the mathematical formulas and scoring matrix I spent months developing. There was no audit trail. Results varied session to session. No score could be verified.

I am an SEC-registered advisor and a licensed fiduciary. Any INSTAT reports produced through that workflow during the affected period were fabricated rather than calculated. I pulled the affected reports immediately upon discovery and am working to correct the full record.

I want to be precise about one important point: this was not a failure I could have anticipated through independent technical verification. When I attempted to migrate the workflow to another AI platform, that platform reviewed the processing scripts Perplexity had provided and reported that they contained only formatting instructions — no data logic, no formulas, no scoring methodology whatsoever. In other words, the scripts were hollow. Perplexity was never executing my work; it was simulating it.

Perplexity has acknowledged the failure, escalated it to their engineering team (Diagnostic ID on file), and has offered to work with me to resolve it rather than walk away. I have accepted that offer, on the condition that human technical expertise — not further AI intervention — is engaged on their side to rebuild this workflow correctly. I do not consider it reasonable to expect me, as a non-technical professional, to resolve an engineering failure of this nature unassisted.

Must read
04/15/2026

Must read

Why I Remain in Cash While the Market Celebrates a Bandaid SPECIAL ARTICLE: Cara_Conviction_Framework_April14_2026_FINALCara_Conviction_Framework_April14_2026_FINAL.pdf154 KBdownload-circle

Peter H. Diamandis, MD·18mThe One-Person AI Conglomerate Is Here:Forbes analysis confirms the trend -- AI now enables ul...
04/13/2026

Peter H. Diamandis, MD


·
18m
The One-Person AI Conglomerate Is Here:
Forbes analysis confirms the trend -- AI now enables ultra-lean, one-person companies replacing entire teams. This is the "organizational singularity" playing out in real-time - transforming business structure, efficiency, and taxation norms globally.

At the intersection of analytics and smart technology, companies now seeing the long-awaited benefits of AI and Big Data. Forbes understands these quickly evolving technologies are no novelty, but a resource capable of providing provide insight and solutions for customer service, supply chain produc...

How 3 Billionaire Investors Used AI To Double Their Fortunes In A YearAfter a rough stretch, investment firm AQR is on a...
04/11/2026

How 3 Billionaire Investors Used AI To Double Their Fortunes In A Year

After a rough stretch, investment firm AQR is on a 5-year hot streak thanks to a new AI infused investing strategy and strong tax-friendly returns, beloved by financial advisors.

After a rough stretch, investment firm AQR is on a 5-year hot streak thanks to a new AI infused investing strategy and strong tax-friendly returns, beloved by financial advisors.

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