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type source author date archived_by tags status claims_extracted
evidence https://x.com/TheiaResearch/status/2021897975446769777 @TheiaResearch (Theia Capital) 2026-02-12 rio
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investment-framework
kelly-criterion
bayesian
metadao-holding
AI-tools
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LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha

Theia — 2025 Annual Letter (Feb 2026)

Theia Capital's annual letter outlining their five-phase investment loop, AI integration, and portfolio commentary.

Five-phase investment loop

  1. Moat Analysis: Helmer's 7 Powers + Porter's 5 Forces for structural competitive advantages
  2. Calculating Multiples: Fundamental Steady State P/E from first principles (not comps). "Return on Equity and long-term growth are primary drivers."
  3. Prediction: Probability distributions ("fan of outcomes") not single price targets. Edge quantified using information theory.
  4. Sizing: Kelly Criterion at 20% of full Kelly to optimize geometric compounding within concentration limits.
  5. Dynamic Updating: Bayesian updating with Signposts and Bayes Factors. Counters confirmation bias.

Portfolio and AI

  • MetaDAO holding: Noted for "prioritizing investors over teams" — creating network effects and switching costs in token launches. Described as addressing "the Token Problem."
  • Maple holding: Counter-positioned against traditional banks. Connected borrow-lend demand between regulated finance and DeFi.
  • AI integration: LLMs as "the backbone of process improvements." Internal dashboards consolidating Discord, Notion, GitHub. Plans for "AI agents that can perform discrete tasks" (competitive analysis drafts).
  • Results: "From asset selection and portfolio management, not hedging or leverage." No cash holdings.

Principles of Good Thinking

Write, Specify, Quantify, Model, Predict, Bridge (to consensus), Listen, Disconfirm, Doubt, Endure.

Personnel

  • Noah Goldberg promoted to equity partner
  • Thomas Bautista hired as investment analyst (formerly GSR)

Rio's assessment

  • Theia holds MetaDAO specifically for "prioritizing investors over teams" — this is the competitive moat that futarchy creates. Institutional validation.
  • The five-phase loop (moat → multiples → prediction → Kelly sizing → Bayesian updating) maps to how Living Agents should operate — a rigorous framework for domain-expert investment entities
  • MetaDAO as solving "the Token Problem" = addressing the lemon market / broken token dynamic
  • "AI agents performing discrete tasks" from a fund that already uses LLMs as backbone — signals the market is moving toward agentic investment management
  • Enriches markets-beat-votes belief — Theia IS the sophisticated market participant futarchy depends on for price discovery
  • Enriches MetaDAO platform analysis — institutional holder validates ecosystem credibility