Build Track · Architecture 101
From Chatbots to Digital Workers
Systems that plan, reason, and act—because your rulebook lives inside the loop.
Reliability
Follows procedure, not vibes. Rules are hard-coded into the reasoning step.
Safety
Permissions and contracts by default. No shadow IT or leaky context.
Auditability
Every action explained and logged. "Why did it do that?" is always answerable.
The Tri-Nature Model
Every agentic system runs three loops. Inject Domain Expertise where decisions happen.
Hover a stage to see where each pillar plugs in.
Perception / INPUT
Convert emails, logs, and alerts into structured signal.
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Cognition / REASONING
Consult the rulebook. Weigh priorities and tradeoffs.
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Action / EXECUTION
Touch APIs/DBs/Slack within permissions & contracts.
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Enterprise Patterns
Low Complexity
The Router
Route intent to the right lane.
Use when: Requests are repeatable & deterministic (e.g. Triage).
Medium Complexity
The Tool-User
Call safe APIs behind contracts.
Use when: Answers require data or specific side effects.
High Complexity
The Planner (ReAct)
Break vague goals into steps.
Use when: Outcomes are multi-step & ambiguous (e.g. Investigation).
Why Domain Expertise?