●builderThe 9B model matches or beats models 4x its size on SWE-bench and Terminal-Bench, making it a practical self-hostable option for agentic coding pipelines under MIT license.
●researcherThe self-improving RL framework jointly optimizes scaffold generation and solution rollouts — a concrete architectural departure from standard SFT or outcome-only RL approaches worth examining.
●founderMIT-licensed models competitive with much larger closed alternatives at coding tasks reduce dependency on API providers for code-agent products.