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Agents2026-08-13 · source-backed
arXiv 2608.11965 implemented the same README-summarization use case across the leading open-source MAS frameworks and found no significant ROUGE difference between them. Advanced capabilities like agent telemetry are largely absent across the board. Pick your framework on observability and coordination ergonomics, because that's the only axis where they actually differ.
Each link below shares sources, entities, or timing with this story.
Tackles cascading errors where one agent's bad output poisons downstream agents. A "rectify-or-reject" pruning framework acts as an active firewall between handoffs without retraining. Practical pattern: add quality gates between agent handoffs. arXiv 2602.23258
Five tiers collapsed into three AI-native ones (Foundation, Advanced, Prime) effective April 9, with the old Standard/Pro/Pro Plus/Enterprise/Enterprise Plus structure hitting end-of-sale July 1. This is the quiet version of the AI pricing shift. Rather than announce per-outco...
arXiv 2607.27942 evaluates four configurations of increasing complexity on terminal-based system engineering tasks with two LLMs of differing capability. Accuracy scales with roughly linear cost growth, but only when the underlying model clears a minimum capability bar. Past i...
arXiv 2608.09476 ran 24,000 trajectories across 15 LLMs and 6 cowork agents, finding variation across base models (10.1%–94.4%) far exceeds variation across harnesses (73.7%–94.4%). Note the harness floor: 73.7%. No harness tested brought attack success anywhere near zero. SAD...
1. OWASP MCP Top 10 Security Audit (Intermediate) Systematically audit your MCP servers against the OWASP MCP Top 10. Download the checklist, inventory all servers, test each against 10 categories (injection, auth bypass, confused deputy), prioritize by CVSS, remediate critica...
Frames uncertainty as a first-class software engineering concern. Identifies propagation through agent coordination, data pipelines, human-in-the-loop, and runtime logic. Provides engineering patterns for safety-critical deployments — treats multi-agent reliability as systems...
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