The Great ReAct Debate: Internal Loops vs. Routing Choreography
Two ways to build ReAct workflows in agentic systems: tight internal reasoning loops or routing-based choreography across agents. A practical comparison using Rustic AI
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MCP vs. Skills: Two Ways to Give Your AI Superpowers
A practical mental model for deciding when to integrate tools with MCP and when to encode judgment as Skills—plus real-world orchestration patterns from building with Rustic AI.
Adaptive Enterprise Architecture: Mechanical Sympathy for Business
You wouldn't tune a racing engine without knowing its torque curve. Yet enterprises tune systems as if the road were glass. Learn mechanical sympathy for business systems.
Why Workflows Fail: The Indeterministic Business Problem
MIT found 95% of enterprise AI initiatives show no P&L impact. The issue isn't the technology—it's the container. Workflows assume predictable processes, but your business runs on storms. What happend when deterministic scripts collide with indeterministic reality.
Actuation-First: The Execution Layer Becomes the Truth
Stop treating dashboards as truth. This post argues for an actuation-first architecture where an intent→plan→action ledger becomes the system of record. Agents plan, execute, reconcile, and learn under policy, collapsing status drift to zero and making rollbacks native.