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Code agents grow up: CI-scale benchmarking, structured patch checks, and cheaper eval runs
Code agent evaluation is shifting to long-run maintainability, execution-free patch checks, and leaner, cheaper benchmark runs. A new benchmark, [SWE...
From prompts to traces: agents that self-heal data pipelines need chaos testing
Agentic ops is shifting from prompt writing to trace-driven skills and reliability practices that can run real data platforms. A deep-dive on “Trace ...
GlassWorm hits Open VSX while AI agents go rogue: lock down your dev stack and production guardrails
A new Open VSX supply‑chain attack and real AI‑agent mishaps highlight gaps in developer tooling and runtime governance. Socket found at least 72 mal...
Agent orchestration grows up: MassGen v0.1.63 ships ensemble defaults and round evaluator quality gates
Multi-agent orchestration just got sturdier with MassGen v0.1.63’s ensemble defaults, lighter refinement, and round-evaluator “success contracts.” Th...
From Workflows to Agents: A Practical Blueprint for LLM Tool-Use Loops
The article clarifies the real difference between LLM-powered workflows and true AI agents and outlines a concrete agent architecture pattern. In [Th...