How We Use AI

Agents61 uses large language models to power 61 AI agent personas. When you request a report, only the seats your plan unlocks run: Analyst 16 isolated prompts, Associate 29, Principal 48, Committee or Partners 61 — plus one clerk assembly pass. Masters do not read each other's drafts. Debate, when unlocked, starts after those briefs exist.

What the AI Does

Writes an isolated brief from filings and that persona's published rules
Assembles agreements, splits, and residual risks without averaging a fake consensus
On paid desks, runs red-team interrogation after isolation when those seats are unlocked
On unlocked quant seats, checks sizing and significance (Kelly, factors)

What the AI Does NOT Do

Access a brokerage, display a buy button, or execute trades
Provide personalized advice based on your financial situation
Guarantee the accuracy of any analysis or prediction
Represent the actual views of the Masters (living or deceased)
Fill locked seats with silent ghost writers

Data Sources

Filing facts come from SEC EDGAR (cached). Optional model-input ratios (P/E, P/B, P/S) may be cached from a licensed fundamentals API and are labeled as such — not live quotes. Crypto snapshots, when shown, come from a public market API and are cached. On-chain series (MVRV, fees, TVL) stay blank until those hooks are configured. Missing numbers stay inconclusive.

Model Information

Live desks call DeepSeek V4 when a server key is configured: deepseek-v4-flash (checkpoint V4-Flash-0731) for methodology-card seats with thinking off, and deepseek-v4-pro (checkpoint V4-Pro-0813) for debate and verdict seats with thinking on. A seat that times out or fails to parse falls back to that master's methodology-card template so the desk still finishes. Stock report pages stay on the template writer so crawlers are not blocked on 16–61 model calls. Compute scales with unlocked seat count, not with pairwise debate. Models are commercially licensed. We do not use the retired aliases deepseek-chat or deepseek-reasoner.

Persona Disclaimer

The AI personas are simulations inspired by publicly available information about each Master's investment philosophy, published works, and documented decisions. They are not endorsed by, affiliated with, or representative of the actual individuals, their estates, or their affiliated organizations.