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This work studies parallel coding agents' failures with stale, a benchmark for semantic coordination, and finds that among 834 runs on 417 mined Django pairs, only one showed interference after correcting the grading procedure.
Orthrus is a serving system that performs heterogeneous batching within a unified inference loop that addresses the primary challenge lies in unifying embedding and generation workloads with conflicting computational patterns while optimizing batch composition for high performance.
A graph-based object store, named Chipmink, that acts like the centralized manager of DBMSs, dynamically induced by partitioning objects into appropriate subgroups (called pods), minimizing expected persistence costs based on object sizes and reference structure is proposed.
SlotGuard rewrites structural bindings as typed, suffix-aware slots, replaces secrets with format-preserving synthetic values, links cross-turn references with a lightweight session graph, and restores raw values only inside the trusted runtime.
System is presented, a model platform that hosts verified, ready-to-use inference pipelines, powered by a multi-stage agentic system for model remediation, demonstrating that agentic synthesis with targeted verification can transform large collections of unusable model weights into a verified database of ready-to-use i...
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