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Human approval is a queue with order id and tool trace — not a prompt. The public worksheet uses a $75 refund ceiling above which a person must click Approve. Never auto-approve when the SLA expires.
LangChain composes Bedrock models, tools, and retrieval; AgentCore hosts production agents. Reuse the B2B CRM Gateway canary (~180→95 ms) and 50K-session ~$791/mo silhouette — do not give the model the warehouse.
LangGraph belongs on AgentCore Runtime, not Harness. Reuse the B2B CRM Gateway canary (~180→95 ms) and the 50K-session ~$791/mo platform silhouette — then make graph state explicit.
Your org chart wants five agents before one lookup works. If you are under ~8 tools and one audience, stop — one agent. The ~$791/mo platform cost floor at 50,000 sessions is one support-shaped mix, not five specialists.
Do not staff all five specialists in week one. An open-ended "handle this order" fans out to every agent. Hop cap 2. The ~$791/mo platform cost floor at 50,000 sessions is one support-shaped mix, not a fleet budget.
AgentCore Harness went GA June 17, 2026. Use n8n for process orchestration and @aws/n8n-nodes-agentcore to invoke Harness — pin the ARN in production. Reuse the Gateway ~180→95 ms canary; do not treat n8n as the agent runtime.
Store-connected agents fail at secrets, PII, and payment tools — not at prompts. Support-shaped pilots tracked roughly 3× spend when a browser tool stayed on for lookup turns. Delete payment tools.
A shopper never sees your hero video — an intermediary picks on fields. Adobe July 2026: AI-referrals +62% YoY, 60% higher conversion than non-AI traffic. Optimize the decision inputs agents weigh, not a speculative autopilot checkout.
Monday again: where is my order. That pile is about 18% of helpdesk volume. Look up the scan. Do not invent a 2pm window. We are not publishing a tickets-down number.
Do not pick AgentCore vs Quick. Pick the surface. Agent Skills are official on Harness and Strands, not Chat Agents. August 2026 list price: 500-employee Quick Professional ~$10,250/mo vs ~$791 AgentCore at 50K sessions.
Harness GA Jun 17, 2026 plus Strands 1.0 primitives — and why AWS Context is still Coming soon. Reuse the ~180→95 ms Gateway canary; ship Managed KB today.
On Aug 6, 2026 AgentCore Runtime Instances went GA — EC2-backed agents with sessions up to 14 days vs 8-hour microVM Runtime. Field guide: capacity providers, GPU fit, and when idle EC2 burns more than serverless.