SandBase retweeted
We've just added several new features to Claude Managed Agents.
You can now configure effort levels per agent, seed sessions with events, add up to 500 skills per session, use webhooks for environments + memory stores, and stream events for sub-agents.
SandBase retweeted
Most people think AI agents are just smarter chatbots.
They're not.
The companies winning with AI are building systems, not prompts. π
π§ Orchestration Layer
Breaks goals into tasks, routes work, manages state, and enforces guardrails.
π₯ Specialized Agents
Research agents. Reasoning agents. Action agents. Data agents. Communication agents.
Each agent does one job exceptionally well.
π§ Tools & Integrations
APIs, databases, code execution, documents, web search, external services.
This is where agents stop talking and start doing.
π Memory Layer
Short-term context + long-term knowledge + event history.
Without memory, every conversation starts from zero.
π Observability & Monitoring
Track costs, latency, failures, and agent behavior in production.
What gets measured gets improved.
π‘οΈ Governance & Reliability
Authentication, security, fallback agents, audit trails, human oversight.
Required for enterprise-scale AI.
π‘ The biggest misconception in AI today:
People focus on the model.
Top AI teams focus on the architecture.
Because the difference between a demo and a production AI system isn't the LLM...
It's everything around it.
π Save this architecture
π Repost for AI builders
β Follow for practical AI engineering breakdowns π




