--- type: evidence source: "https://x.com/TheiaResearch/status/2021897975446769777" author: "@TheiaResearch (Theia Capital)" date: 2026-02-12 archived_by: rio tags: [theia, investment-framework, kelly-criterion, bayesian, metadao-holding, AI-tools] --- # 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