IMIngrid Martinez8/26/2025Senior Solutions Architect · AgricultureAura 88%articleEpisodic logs are not structured state.Short-term scratchpads, long-term knowledge stores, and session boundaries each solve different problems. Treating chat history as memory is why your agent forgets what mattered.#agents#memory#context-engineering#workflow#architecture
QUQuinn Ueda4/8/2025Staff ML Engineer · E-commerceAura 79%articleAn agent isn't a chat loop with tools bolted on.Model, memory, tools, planner, orchestrator, eval: six components with explicit contracts between them. Skip the contracts and you get a demo that collapses in week two.#agents#architecture#orchestration#skills#workflow
TATessa Anderson6/3/2025Developer Advocate · ManufacturingAura 82%articleState machines beat agent improv.Letting agents riff produces great demos and terrible audits. Explicit planner–worker–critic loops encode rejection at the orchestration layer. The same move as scaling-your-no, but structural.#orchestration#agents#eval#workflow#architecture
