37c8c6dc19
Archive schema migration: 49 source files standardized with status + claims_extracted. schemas/source.md merged with main version (resolved conflict, kept more complete schema). Reviewed by Rio.
48 lines
3 KiB
Markdown
48 lines
3 KiB
Markdown
---
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type: evidence
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source: "https://x.com/TheiaResearch/status/2021897975446769777"
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author: "@TheiaResearch (Theia Capital)"
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date: 2026-02-12
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archived_by: rio
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tags: [theia, investment-framework, kelly-criterion, bayesian, metadao-holding, AI-tools]
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status: processed
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claims_extracted:
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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"
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---
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# Theia — 2025 Annual Letter (Feb 2026)
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Theia Capital's annual letter outlining their five-phase investment loop, AI integration, and portfolio commentary.
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## Five-phase investment loop
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1. **Moat Analysis:** Helmer's 7 Powers + Porter's 5 Forces for structural competitive advantages
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2. **Calculating Multiples:** Fundamental Steady State P/E from first principles (not comps). "Return on Equity and long-term growth are primary drivers."
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3. **Prediction:** Probability distributions ("fan of outcomes") not single price targets. Edge quantified using information theory.
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4. **Sizing:** Kelly Criterion at 20% of full Kelly to optimize geometric compounding within concentration limits.
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5. **Dynamic Updating:** Bayesian updating with Signposts and Bayes Factors. Counters confirmation bias.
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## Portfolio and AI
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- **MetaDAO holding:** Noted for "prioritizing investors over teams" — creating network effects and switching costs in token launches. Described as addressing "the Token Problem."
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- **Maple holding:** Counter-positioned against traditional banks. Connected borrow-lend demand between regulated finance and DeFi.
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- **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).
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- **Results:** "From asset selection and portfolio management, not hedging or leverage." No cash holdings.
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## Principles of Good Thinking
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Write, Specify, Quantify, Model, Predict, Bridge (to consensus), Listen, Disconfirm, Doubt, Endure.
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## Personnel
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- Noah Goldberg promoted to equity partner
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- Thomas Bautista hired as investment analyst (formerly GSR)
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## Rio's assessment
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- Theia holds MetaDAO specifically for "prioritizing investors over teams" — this is the competitive moat that futarchy creates. Institutional validation.
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- 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
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- MetaDAO as solving "the Token Problem" = addressing the lemon market / broken token dynamic
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- "AI agents performing discrete tasks" from a fund that already uses LLMs as backbone — signals the market is moving toward agentic investment management
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- Enriches markets-beat-votes belief — Theia IS the sophisticated market participant futarchy depends on for price discovery
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- Enriches MetaDAO platform analysis — institutional holder validates ecosystem credibility
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