UPUnshackled PursuitAI systems & product studioStart a conversation
Selected workCase 02 / 2026
AI operations · orchestration + controlBuilt system

Agent workflows with explicit ownership at the edges.

A versioned operating architecture for routing work across models, tools, knowledge sources, and devices without hiding the moments that still require human judgment.

Evidence signalVersioned operations artifacts

Start with the operating tension.

Adding agents to a workflow can multiply ambiguity as quickly as it adds leverage. The system needed clear authority, replaceable components, bounded handoffs, and a way to recover when an automated path was weak.

Shape the system around the constraint.

The architecture organizes work by risk, source authority, and review needs. Deterministic tools, local models, frontier models, and human decisions occupy distinct roles instead of being treated as interchangeable magic.

What exists.

  1. 01

    Intent routing and specialist-role boundaries

  2. 02

    Risk tiers, approval gates, and trust graduation

  3. 03

    Versioned launch, scheduling, retrieval, monitoring, and memory artifacts

  4. 04

    Documented retirement and replacement of weak or provider-coupled paths

Transferable judgment, shown in context.

Agent workflow architectureHuman-in-the-loop designModel and tool routingOperational documentationFailure and recovery planning

Proof on the page.

  • Dated architecture specifications document the risk-aware design and approval intent.
  • Versioned operational artifacts exist for launch, scheduling, retrieval, monitoring, dispatch, and security boundaries.
  • The history preserves consolidation, retired paths, and the provider-coupling failure that motivated a cleaner seam.

Where the evidence stops.

  • The system is not presented as autonomous, production-grade, enterprise-ready, or reliably hands-off.
  • Current uptime, intervention rate, and comparative business value require a bounded evaluation.
  • Private infrastructure identifiers and security details are excluded.

Next case

03 / Knowledge operations · research + provenanceSOURCEHUB

Bring the problem. We'll find the smallest credible move.

Start a conversation