Driving AI forward.
Our team ships agentic systems in production and publishes the work. Recognized by Google DeepMind for our work on agentic systems. We actively support and contribute to AG2 (AutoGen) and the broader open-source agent ecosystem - contributing technically when it makes sense, rather than claiming to run it.
Across the ecosystem
The data behind the obsession.
220×
Growth in unresolved AI-authored tech debt across 6,275 repos in 12 months
arXiv · via LinkedIn ↗
44%
Of organizations deactivated a live AI feature in the past year
Applause 2026 · via LinkedIn ↗
92→45%
AI test-gen scores on memorized benchmarks vs uncontaminated real code
ACM ULT study · via LinkedIn ↗
When the founder of AutoGen calls our agent “one of the best.”
Chi Wang - founder of AutoGen and senior staff research scientist at Google DeepMind - on the multi-agent system behind our investment analysis. Recognition from the practitioners pushing the frontier means more than any analyst quadrant.
Technical Code Contributions
Thought Leadership
AI is depositing tech debt 220× faster than teams can remove it
LinkedIn · arXiv study, 6,275 repos · Apr 2026
Nearly half of shipped AI features get quietly deactivated
LinkedIn · Applause 2026 QA report · Apr 2026
AI test benchmarks are memorized - real-world scores collapse
LinkedIn · ACM, ULT vs TestEval · Apr 2026
Peer Recognition
