Most agentic stacks run into the same problems pretty quickly: reasoning and tool parsing drift across turns, KV cache reuse falls apart, or tools fire too late. We’ve been hardening Dynamo’s harness-facing path so @Claudeai Code, @OpenClaw, and @openai Codex-style agent patterns behave reliably on custom stacks and inference endpoints: • Stable prompts for KV reuse and lower TTFT • Interleaved reasoning + tool calls preserved across turns • Streaming tool dispatch instead of end-of-turn buffering • Harness behavior aligned with real multi-turn agent runtimes If you’re building your own agent stack or serving endpoint, this blog goes through the infrastructure issues that tend to show up in practice and the patterns we’ve been using to fix them. Tech blog ➡️

Amazon Web Services (AWS) says it will take several months to fully restore its cloud services in the Middle East. The data centers in the UAE and Bahrain were badly damaged by incidents in early March, this affected many key services, including EC2, S3, DynamoDB, and RDS. In an update, AWS said some repairs have been done, but the work is taking a long time because the damage to the buildings and equipment is very serious. Customers are asked to move their important work to other regions right away and use their disaster recovery plans with backups stored somewhere else.