Pairing Google Antigravity with Gemini 3.7 Flash solves notable multi-agent math and engineering problems.

Pairing Google Antigravity with Gemini 3.7 Flash solves notable multi-agent math and engineering problems.
In Google Antigravity, we recently launched a number of updates to Teamwork, a framework that allows autonomous teams of AI agents to collaborate, critique, and iterate over hours or days to solve complex, long-horizon challenges. Pairing Gemini 3.7 Flash with this multi-agent orchestration accelerated problem solving across research and engineering:
- Math and theoretical computer science: Solved seven open problems across top venues (FOCS, JMLR) — including Knuth’s Cycles Conjecture (verified in Lean with 40+ page proofs), sparse convex optimization, provable LLM quantization, and prefix-matrix factorizations — while achieving 71% on TCSBench.
- Systems engineering: Built a cycle-accurate, out-of-order RISC-V CPU simulator from scratch that boots the xv6 operating system to shell with 0.71% cycle alignment error against hardware ground truth.
- Open-source software: Landed performance optimizations upstream in core libraries, including Eigen (SIMD fast-paths) and ParlayHash (2x insert throughput, 25% memory reduction).
1. Mathematics & Theoretical Computer Science
- Knuth’s Cycles Conjecture: Fully solved and verified inside the Lean proof assistant featuring complex proofs spanning more than 40 pages.
- Sparse Convex Optimization
- Provable LLM Quantization
- Prefix-Matrix Factorizations
- Subspace Approximation [1, 2]
2. Systems Engineering
- Operational Milestone: The autonomous agent team got the simulator to boot the classic xv6 operating system directly to a functional command-line shell.
- Accuracy: The final build achieved an incredibly low 0.71% cycle alignment error when measured against actual hardware ground truth. [1]
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