Essays on AI and investing, from inside the industry

    Panel notes, the Quantamental 2.0 thesis, and field lessons from building AI for lean investment teams.

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    Illustration for Access Is Becoming Free. The Premium Is Moving to Trust.

    The machine consumer breaks seat-based licensing. The real question is not whether licensing survives, but where the edge goes once the pipe is cheap. Notes from the Neudata TMDS London closing panel.

    Market Data
    Agentic AI
    Licensing
    Neudata
    Trust
    Illustration for The Quants Should Have Led on GenAI. They Followed.

    Why the discretionary side moved first, why the quant hesitation was rational and wrong, and where the role goes next. Notes from RavenPack's Exponential Summit London panel.

    GenAI
    Quant
    Discretionary
    RavenPack
    Context Engineer
    Illustration for Macro Didn't Take Over. Calibration Cycles Broke.

    Notes from the Eagle Alpha London panel on what's actually breaking in quant, and why it isn't the factors.

    Quant
    Macro
    Risk Management
    Eagle Alpha
    Context Engineering
    Illustration for SimCorp's AI Stress Testing Is the Right Move — for Firms That Already Have the Infrastructure

    SimCorp announced AI-powered stress testing in Axioma Risk. It's a genuinely useful capability — for firms that already have the plane. The more interesting story is what becomes possible for everyone else.

    SimCorp
    Axioma
    Stress Testing
    Risk Management
    Boutique Hedge Funds
    Illustration for Five Things I Learned About AI Implementation from Practitioners at Man Group, H2O, and Beyond

    Five lessons on AI implementation from practitioners at Man Group, H2O, and beyond. From the Neudata London Data Summit panel on what happens when AI theory meets investment reality.

    AI Implementation
    Man Group
    H2O
    Neudata
    Investment Operations
    Illustration for The Economics of Risk Infrastructure Just Changed

    How agentic AI expands institutional capabilities for lean investment teams. The economics of building bespoke risk infrastructure have changed — and that changes what is feasible for boutique funds.

    Risk Management
    Agentic AI
    Quant
    Investment Operations
    Illustration for Bloomberg Made the Terminal Smarter. The Real Transformation Extends Beyond It.

    On February 23, 2026, Bloomberg officially announced ASKB, a conversational AI interface embedded directly into the Bloomberg Terminal. Why agentic AI inside a platform is not the same as AI embedded across an investment firm.

    Bloomberg
    ASKB
    Agentic AI
    Investment Operations
    Illustration for The Real Productivity Gain: Solving Problems That Never Justified the Effort

    Anthropic's 2026 Agentic Coding Trends Report reveals that roughly 27% of AI-assisted work consists of tasks that would not have been done otherwise. For boutique investment firms, this finding has direct implications.

    AI Agents
    Productivity
    Anthropic
    Investment Operations
    Illustration for Quantamental 2.0: Why the Quant–Fundamental Divide is Collapsing

    Generative AI is accelerating a convergence that has been underway for years. As analytical capabilities become more widely accessible, differentiation inevitably shifts. Context increasingly becomes the source of sustainable differentiation.

    Quantamental
    GenAI
    Context Engineering
    Investment Operations
    Illustration for BigData.com Platform Review: Purpose-Built AI for Financial Research

    Generic AI tools like ChatGPT weren't built for institutional investors. BigData.com offers a different approach: purpose-built financial research infrastructure with premium sources, audit trails, and model routing control.

    AI
    Financial Research
    Platform Review
    RavenPack
    Illustration for Crossing the GenAI Divide: Lessons from MIT's 2025 State of AI in Business Report

    95% of enterprise GenAI projects show no measurable impact on P&L. The report doesn't simply tell us that 'AI isn't working.' It explains why most projects fail, and what differentiates the few that succeed.

    GenAI
    Enterprise
    MIT Report
    ROI
    Illustration for AI Investment Committees: Hype or the Future of Portfolio Management?

    BlackRock recently released a paper introducing AlphaAgents, a multi-agent, LLM-powered framework for equity research and portfolio construction. Are we heading toward AI-powered investment committees becoming the new standard?

    AI
    Portfolio Management
    BlackRock
    Multi-Agent Systems