Examples

Real-world topologies from the AgenTopology series

content-pipeline

Post #1

Simple content pipeline -- the Hello World of agentic engineering

pipeline

customer-support-escalation

Customer support system — triage tickets, resolve common issues automatically, escalate complex cases to specialists

supervisorfan-outhuman-gate

content-marketing-pipeline

Content marketing pipeline — research trends, draft articles, edit for brand voice, and publish across channels

pipelinehuman-gate

tdd-debug-cycle

TDD debug cycle — write failing test, diagnose root cause, implement fix, verify

pipeline

code-review-pipeline

Code review pipeline — lint, test, security scan in parallel, then unified review

pipelinefan-out

Self-Improving Skill Loop

Reusable meta-loop -- executor runs the skill, measurer scores deterministically, independent critic scores qualitatively, refiner proposes a diff to SKILL.md gated by a human

pipelinereflectionhuman-gate

How agents communicate — boss (supervisor) pattern

Supervisor pattern — boss delegates and reviews, workers are isolated

supervisor

How agents communicate — whiteboard pattern

Blackboard pattern — agents collaborate through shared memory domains

blackboardpipeline

HR onboarding system

Multi-phase HR onboarding — supervisor delegates, reviews, re-routes, escalates

supervisorhuman-gate

Auto-Research Extended — With Observer

Extended auto-research -- worker, grader, and observer that monitors the improvement process itself

pipelinereflection

Karpathy's Auto-Research — The Basic Pattern

Karpathy's autoresearch pattern -- worker produces, grader evaluates, worker refines until criteria met

pipelinereflection

Fan-Out Market Analysis

Fan-out market analysis -- parallel regional, product, and channel analysts feeding a reducer

fan-out

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