Everyone’s excited about AI agents. But a harder question remains: what would need to be true for them to actually stay aligned with the human job-to-be-done over time? Not just at the prompt, but across decisions, context, and collaboration. Curious how others think about this.

#AgentArchitecture #AgentEngineering #AgentMemory #RuntimeEvaluation #IntentModeling #LLMSystems #AgenticAI #AI #ArtificialIntelligence #JTBD

https://www.designative.info/2026/03/08/preventing-agent-drift-designing-ai-systems-that-stay-aligned-with-human-intent/

Autonomy Without Legibility Is Just Opacity

The thing nobody tells you about building autonomous agents is that they optimize for silence.

I've been running MirrorSwarm — my multi-agent orchestration system — and watching agents complete task

https://activemirror.ai/blog/autonomy-without-legibility-is-just-opacity

#agentarchitecture #observability #sovereignty #mirrorswarm #legibility

🚀 Open‑source teams can now spin up multiple LLM‑backed agents with a single Docker Compose file. Define each model as a service, offload heavy inference to the cloud, and hook them into a reasoning engine—all as code. See how this simplifies agent architecture and scaling. #DockerCompose #AIModels #AgentArchitecture #InfrastructureAsCode

🔗 https://aidailypost.com/news/docker-compose-enables-toplevel-definition-multiple-ai-models-agents

Claude Code now supports Tasks, letting agents run longer, coordinate steps, and manage context across enterprise workflows. You can also toggle it off via an environment variable. Discover how this changes AI agent architecture and opens new open‑source possibilities. #ClaudeCode #AITasks #AgentArchitecture #EnterpriseWorkflows

🔗 https://aidailypost.com/news/claude-code-adds-tasks-longer-agent-runs-coordination-can-be-disabled

Mới open-source Aden – kiến trúc node-graph đệ quy, cho phép agent tự điều chỉnh logic thời gian thực. Thay vì sập khi gặp tình huống bất ngờ, nó sẽ tự tìm đường khác. Dành cho ai quan tâm infra agent, cần feedback hoặc ủng hộ 1 star: github.com/adenhq/hive #Aden #AgentArchitecture #AIOSS #HackerNews #CôngNghệ #TríTuệNhânTạo #OpenSource #AgentAI #NodeGraph

https://www.reddit.com/r/SideProject/comments/1qifaf1/most_ai_agents_are_just_brittle_flowcharts_im/

そら  AgentSkills 自動化オタク (@sora19ai)

작성자는 '무엇이든 다 하는 에이전트'를 만들려다 실패하는 경우가 많다며, 대신 '아는 것이 거의 없지만 최적의 스킬을 호출하는 빈 통(司令塔)' 형태의 설계를 주장합니다. 메인 에이전트는 CEO 역할, 개별 스킬은 각 부서의 매뉴얼 및 전문가로 구성하는 설계 철학을 Claude Agent 관점에서 설명합니다.

https://x.com/sora19ai/status/2011543993750794734

#claude #agents #agentarchitecture #ai #skills

Jared Zoneraich (@imjaredz)

@aiDotEngineer Code Summit에서 발표한 강연이 공개되었습니다. 'How Claude Code Works'라는 주제로 프런티어 에이전트 아키텍처를 분석하고, 코딩 에이전트 성능 향상의 이유로 더 나은 모델, 단순한 루프 설계, 그리고 bash 도구 등을 지목합니다.

https://x.com/imjaredz/status/2005731826699063657

#claude #agents #agentarchitecture #llm