Machineworthy take
It treats research as a persistent, reproducible process with explicit evaluators and solution lineage instead of a sequence of disconnected prompts.
Access and pricing
Source-available under Fair Source 1.0, with free commercial use below $1 million in aggregate annual revenue and negotiated licensing above that threshold; model and API costs are separate.
Verification notes
Verified live on 2026-09-29; source-available rather than OSI open source.
Review scope: official-source desk review. This is not a hands-on performance test or endorsement.