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Launch the Quality Engine to surface interactive scores, model-ready datasets, and implementation checklists for your next quantitative finance build.
AI-enhanced value investing simulation with 12-dimension quality analysis.
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Multi-method valuation simulation with Monte Carlo sampling for investment analysis.
Pro tip: tap ⌘K to jump anywhere—projects, articles, or data libraries. Try factor playbook to pull curated research.
A rapid tour of the Quality Engine and Portfolio Manager showing how teams ship production-ready quant tooling.
Watch the workflowEvery demo pairs interactive workflows with implementation blueprints so quant teams can move from exploration to production faster.
Surface undervalued signals with AI-guided Graham and factor scoring across a broad universe.
Explore playbookAutomate rebalancing and tax tactics validated in prototype backtests.
Explore playbookShip production-ready checklists, valuation templates, and data packs on an accelerated timeline.
Explore playbookSee institutional-grade investment analysis in action with our quality scoring system
Quality Engine
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Transform individual stock analysis into complete portfolio optimization with AI-powered asset allocation and risk management
Discover the latest insights, tutorials, and project updates
Mini case studies from selected work
analyticsAI-first enterprise dashboard with live scenarios, explainability, and reliability optics.
AI-enhanced value investing simulation with 12-dimension quality analysis.
Multi-method valuation simulation with Monte Carlo sampling for investment analysis.
AI-powered crypto sentiment simulation with real-time-style social monitoring.
AI-powered portfolio management simulation with automatic rebalancing and optimization.
AI-powered earnings prediction simulation with 82% accuracy targets for surprise detection.
A quick primer on what this site offers and how to navigate it
It From Bit is a practitioner-focused resource on AI for quantitative finance. Expect hands-on demos, real-world project case studies, and clear explanations aimed at builders.
Yes. We respect your system preferences: animations are minimized and videos avoid autoplay when prefers-reduced-motion: reduce is enabled. Keyboard focus states are visible and sections are reachable via the sticky anchor navigation.
Use the Demos rail or the Featured Projects grid above to open live previews. Each card links to a static demo with lightweight assets for fast loading.
Check the Changelog section below or open the full CHANGELOG.md in the repository. We also surface a teaser on the homepage for quick scanning.
Yes—use the newsletter form near the bottom of this page. We keep it low-noise with practical updates only.
Recent changes and what's next