QUERYABLE FUND · KNOWLEDGE BASE

AI-Native VC & PE Funds.

14 case files on what it takes to encode a specialist fund's methodology as operational substrate — audit-chained, query-replayable, defensible to LPs and regulators, durable across model cycles and partner transitions. One file per fund. Numbered. Tagged. Cross-referenced.

BUILDING NATIVE INTELLIGENCE, CASE BY CASE.

SERIES AUTHORSPaul Juarez·Mayank Talwar·QUERYABLE FUND
EDITORIAL NOTE

Each case is a structured analytical reconstruction from public filings, regulatory documents, trade-press statements, and methodology inference — not a customer engagement. Queryable Fund is pre-revenue. The MVP is operational. No live customer is represented anywhere in this series.

Cases follow a shared spine — frame · spine · per-portco evidence regime · substrate · Phase 0 proposition — so a reader moving between cases compares the same surfaces. The tether-pair discipline is preserved throughout: every abstract claim ships with the mechanism, file path, or measurement it rests on. Design-partner slot open.

FILTER
INDEX · 14 OF 14

Grouped by segment.

IMPACT · 6
READING GUIDE

Three entry paths depending on who you are.

IF YOU'RE AN LP

How the evidence reads under nine frames.

Multi-LP reading frames, cross-fund federation, and an Article 9 deployment-stage replay.

  1. CASE 002Shift Invest IV
  2. CASE 008Eka Ventures
  3. CASE 011Norrsken VC
IF YOU'RE A GP RAISING

What survives second close.

A first-close coalition, a first-time fund pre-close, and a published-formula fund under SFDR 2.0 pressure.

  1. CASE 002Shift Invest IV
  2. CASE 007Catalpa Health Fund I
  3. CASE 001Ananda Impact Ventures
IF YOU'RE OPERATING NOW

What encoding would look like.

An anonymized Article 9 reconstruction, a carbon-math substrate, and an LCA-methodology substrate.

  1. CASE 003Article 9 SFDR Fund · Anonymized
  2. CASE 009Extantia Capital
  3. CASE 012Planet A
METHODOLOGY NOTE

Each case is constructed from on-record material — trade-press statements, regulatory filings, fund websites, public LP communications — paired with the operational primitives Fund AI OS builds against. The interpretive layer is named as such; the fund's own commitments are quoted verbatim.

The substrate primitives referenced across the series — audit chain, methodology overlay, multi-LP reading frames, impact-carry formula, cross-fund federation, Phase 0 diagnostic — are documented in full on /substrate and /methodology.

Evidence reliability target: κ ≥ 0.85 (Cohen's κ weighted variant). Tether-pair discipline: every abstract claim ships with the mechanism it rests on.

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If one of these cases reads as your fund's, the engagement model sits on /engagement.