Control planes, diagnostics, and review gates now define agent reliability work
The day’s strongest evidence treats large language model (LLM) agents as systems that need managed authority, diagnostics, and review paths.
The day’s strongest evidence treats large language model (LLM) agents as systems that need managed authority, diagnostics, and review paths.
Agent reliability work is moving into ordinary engineering surfaces: compiler output, monitoring queues, IDE review flows, and pre-action gates.
The strongest work this day treats agentic coding as a controlled workflow: formal specs need faithfulness filters, test repair needs executable artifacts, and coding assistants need local context with safety gates.
Generated-code workflows should add executable checks at the point where an agent claims completion: formal-spec assistants need faithfulness and clarification gates, test agents need coverage and assertion-preservation…