๐ป๐๐ ๐ฌ๐๐๐๐๐๐๐๐ ๐๐ ๐จ๐๐๐๐๐ ๐ญ๐๐๐ ๐ช๐๐๐ ๐๐ ๐ช๐๐๐๐๐๐๐ ๐ผ๐๐
ใซใผใใฎใขใคใใ ใๅคใใใพใ
ใซใผใใซ่ฟฝๅ ใงใใพใใใงใใใ
ใฆใฃใใทใฅใชในใใซ่ฟฝๅ ใงใใพใใใงใใใ
ใปใใ็ฉใชในใใฎๅ้คใซๅคฑๆใใพใใใ
ใใใใญใฃในใใฎใใฉใญใผใซๅคฑๆใใพใใ
ใใใใญใฃในใใฎใใฉใญใผ่งฃ้คใซๅคฑๆใใพใใ
๐ป๐๐ ๐ฌ๐๐๐๐๐๐๐๐ ๐๐ ๐จ๐๐๐๐๐ ๐ญ๐๐๐ ๐ช๐๐๐ ๐๐ ๐ช๐๐๐๐๐๐๐ ๐ผ๐๐
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ใใฌใผใฟใผ๏ผ
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่่ ๏ผ
The episode is about hashtag#9minutes long. In this episode, my co host Frank Chรกvez and I are joined by Vitalii Duk from Dynamiq to discuss how agents are moving from answering questions to doing work across tools, systems, and runtime environments.
โ๐ช๐๐๐ ๐๐๐๐๐ ๐๐ ๐๐๐๐๐ ๐๐๐ ๐๐๐๐๐๐ ๐๐๐๐ ๐๐๐๐๐๐๐๐. ๐ช๐๐๐๐๐๐๐ ๐๐๐ ๐๐๐๐๐ ๐๐๐ ๐๐๐๐๐ ๐๐๐ ๐๐๐๐ ๐๐๐๐๐๐ ๐๐๐๐๐๐ ๐๐๐๐๐๐๐๐๐๐๐๐, ๐๐๐๐๐, ๐๐๐ ๐๐๐๐๐๐๐๐๐. ๐ป๐๐๐ ๐๐ ๐๐๐๐๐ ๐๐๐๐๐๐๐๐๐๐ ๐จ๐ฐ ๐๐๐๐๐๐ ๐๐ ๐๐๐๐๐๐ ๐๐๐๐๐๐๐๐๐๐๐.โ
We share a practical frame:
๐น Start with bounded, observable, and measurable agent use cases
๐น Define the agentโs authority boundary before giving it access to systems
๐น Use orchestration to manage work across tools, agents, approvals, and exceptions
๐น Add observability, audit, and human review before scaling agent action
๐น Treat Day 2 and Day 3 readiness as part of the design, not an afterthought
๐๐๐๐จ ๐๐จ ๐ฉ๐๐ ๐๐ฃ๐ฉ๐๐ง๐ฅ๐ง๐๐จ๐ ๐๐ง๐๐๐๐ฉ๐๐๐ฉ๐ช๐ง๐ ๐จ๐๐๐๐ฉ: ๐๐๐๐ฃ๐ฉ๐จ ๐๐ง๐ ๐ข๐ค๐ซ๐๐ฃ๐ ๐๐ง๐ค๐ข ๐ง๐๐จ๐ฅ๐ค๐ฃ๐จ๐ ๐ฉ๐ค ๐๐ญ๐๐๐ช๐ฉ๐๐ค๐ฃ. ๐๐๐ ๐ซ๐๐ก๐ช๐ ๐๐จ ๐ฃ๐ค๐ฉ ๐ค๐ฃ๐ก๐ฎ ๐๐ฃ ๐ฌ๐๐๐ฉ ๐ฉ๐๐ ๐๐๐๐ฃ๐ฉ ๐๐๐ฃ ๐๐ค. ๐๐ฉ ๐๐จ ๐๐ฃ ๐๐ค๐ฌ ๐จ๐๐๐๐ก๐ฎ, ๐ค๐๐จ๐๐ง๐ซ๐๐๐ก๐ฎ, ๐๐ฃ๐ ๐ง๐๐ฅ๐๐๐ฉ๐๐๐ก๐ฎ ๐๐ฉ ๐๐๐ฃ ๐ค๐ฅ๐๐ง๐๐ฉ๐ ๐๐ฃ ๐ง๐๐๐ก ๐๐ช๐จ๐๐ฃ๐๐จ๐จ ๐ฌ๐ค๐ง๐ .