2026-01 · AI · Agents · Finance · Quant · Harness · CodeAct

Finlyze AI

Finlyze AI

What it is

AI financial analysis for individual investors — US and Hong Kong equities, crypto, English and Chinese. Live at finlyze.ai.

AI chat

Ask once; the answer comes with how it was made
Ask once; the answer comes with how it was made
BTC three-week forecast: 15 agents, three models each give a target — the Agent Run panel on the right shows every step
BTC three-week forecast: 15 agents, three models each give a target — the Agent Run panel on the right shows every step
GARCH volatility forecast, drawn by Python written inside the sandbox for this question
GARCH volatility forecast, drawn by Python written inside the sandbox for this question
Base / optimistic / pessimistic scenarios from 3,000 Monte Carlo paths
Base / optimistic / pessimistic scenarios from 3,000 Monte Carlo paths
TSLA candlesticks with volume: one CodeAct node fetches, draws and concludes — the note on top is the numeric check
TSLA candlesticks with volume: one CodeAct node fetches, draws and concludes — the note on top is the numeric check
Forecast card: most likely price, 80% range, probability of a rise, probability of the level you named, historical hit rate
Forecast card: most likely price, 80% range, probability of a rise, probability of the level you named, historical hit rate

Analyze

AAPL daily candles with moving averages and Bollinger Bands
AAPL daily candles with moving averages and Bollinger Bands
AI agent report: rating, confidence, macro backdrop, six-dimension scorecard, PDF export
AI agent report: rating, confidence, macro backdrop, six-dimension scorecard, PDF export

Debate room and personas

NVDA round table: a moderator opens, the personas rebut each other over automatic rounds
NVDA round table: a moderator opens, the personas rebut each other over automatic rounds
Vote: Buffett HOLD, Wood BUY, Burry SELL, Dalio HOLD
Vote: Buffett HOLD, Wood BUY, Burry SELL, Dalio HOLD
Twelve built-in investor personas, or write your own in a paragraph
Twelve built-in investor personas, or write your own in a paragraph

Watch, watchlist, discovery

Watch: alert rules with browser push; every card has an Ask AI button
Watch: alert rules with browser push; every card has an Ask AI button
Watchlist
Watchlist
AI opportunity scan: real indicator screening over 92 names
AI opportunity scan: real indicator screening over 92 names

Home, courses, skills

Home: market mood, overview, daily briefing
Home: market mood, overview, daily briefing
Generated finance courses with quizzes
Generated finance courses with quizzes
Skill library
Skill library

Admin console and model gateway

Admin overview: SLOs, errors, maintenance mode, feature flags
Admin overview: SLOs, errors, maintenance mode, feature flags
Eight model providers; your own keys come first
Eight model providers; your own keys come first

How it is built

How an answer gets made
How an answer gets made
  • Harness — triage and a clarify gate → a coordinator plans a DAG over 70+ agents → one finalize pipeline (numeric check, qualitative check, answer repair, artifact routing) → answer. What cannot be verified is flagged, never invented.
  • CodeAct — the model writes one complete Python block; AST allow-list → isolated sandbox → chart QA / code review / log review → repair loop.
  • Underneath — an event ledger (every run replayable), a point-in-time gate (no look-ahead), cost circuit breakers, and skill incubation → evaluation → promotion with admin approval.
© Yuhan Cheng — Personal Portfolio