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Al033/OTI

Markets don't predict — they remember. An LLM-powered historical-analogue research engine for macro markets. From a curated corpus of 30 events, 1971–2025.

⚡ AI-using TypeScript MIT GitHub ↗
★ 0
stars
70
AI relevance
50
solo dev
0
tool sigs

SUMMARY AI summary by gpt-5-mini

OTI is an open historical‑analogue research engine for macro markets. Users (macro analysts, portfolio managers, researchers) type a market event in plain English and receive a one‑page brief that picks three analogues from a curated 39‑event corpus, shows multi‑horizon asset moves (S&P, USTs, USD, gold, oil, HY OAS, VIX), synthesises the recurring failed trade, and identifies where consensus went wrong. Every brief also discloses all retrieved candidates with Jaccard/cosine/rerank/combined scores and a “where this might not fit” caveat. Key features: corpus‑of‑reasoning trajectories (point‑in‑time narratives), two‑phase retrieval/synthesis to prevent look‑ahead bias, hybrid retrieval (Jaccard + voyage‑4 embeddings + RRF + cross‑encoder rerank), numeric‑paraphrase guards and deterministic asset tables, negative‑analogue retrieval, calibrated 80% intervals (conformal leave‑one‑out), FRED/Stooq refresh, Self‑Verifier invariants, streaming UI, multi‑provider AI gateway, and a community PR pipeline for adding events.

DETECTED Detected AI stack

AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.

🧠 LLM providers (1)
Anthropic
🔢 Embedding models (1)
voyage
🤖 LLM models (1)
Claude
☁️ Cloud platforms (1)
Vercel

GitHub Topics

#ai-sdk #anthropic #claude #historical-analysis #llm #macro #markets #nextjs #rag #vercel

Language breakdown (by bytes)

CSS
0.9%
JavaScript
0.3%
TypeScript
98.8%

Why this is classified AI-related

The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology

Repository name no match
Description +25 matched: llm
GitHub topics +25 matched: ai
README head +20 (derived from the score — README text is not stored)

Total AI relevance score: 70 / 100

Position among AI repos in the same language

We track 5,324 TypeScript repos, of which 4,218 score 40 or above on AI relevance. 1,062 have more stars than this one (top 20.0%), and 880 score higher (top 16.5%).

Owner

Account
Al033
Type
User
Followers
0

Dates

Created on GitHub 2026-05-04
Last push 2026-05-09
First seen here 2026-05-09
Last fetched 2026-08-17 16:20

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