
Sakana AI launches Marlin, an autonomous strategy researcher that runs up to 8 hours
Sakana AI has shipped Marlin — its first commercial product — an agent that works autonomously for up to 8 hours on a research topic and delivers 100-page strategy reports plus summary slides, validated through a 300-professional closed beta in April. The launch signals that Sakana's long-horizon, multi-model reasoning techniques — AB-MCTS (NeurIPS 2025 Spotlight) and The AI Scientist (Nature) — are now packaging as a strategy-team substitute, with consulting firms, financial institutions, and think tanks as the stated first buyers.
Source: sakana.ai ↗
Marlin maps the causal relationships at work in complex business environments and organizes them into structured strategic options.
Sakana AI
Why this matters
- → Automates weeks of strategy work in 8 hours, freeing executives for decision-making.
- → Validates multi-model reasoning techniques from academic research at commercial scale.
- → Targets high-value consulting, finance, and think-tank workflows directly.
Research automation goes live