RELAYDIGITAL.
AI · Agentic · Orchestration

The AI-Native
Operations Manual.

The orchestrator + sub-agent stack we use to compress weeks of work into hours.

Prepared by Relay Digital · v3.2
AI-Native Ops Manual.
SOP-AI · 108 pages · USD
AI-NATIVE-OPERATIONS-MANUAL/78 files · 11 folders
  • AI-NATIVE-OPERATIONS-MANUAL
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(141)

The AI-Native Operations Manual

Most teams 'using AI' are pasting into ChatGPT. This manual is the operating layer above that — orchestrator + sub-agent architecture, tool registry, eval harness, deployment + observability. The same system we run internally to do a senior team's week of work in an afternoon.

Format: 108-page PDF · Notion mirror · prompt scaffolds · eval rubrics
Bundle: Operators usually want this + the Direct Response Ads Manual or the Ecommerce Manual. The bundle saves $497 and adds a 60-minute consult. See the bundle →
Built by operators, for operators

The system you've been trying to build.

This isn't a course. It's the working artifact we hand new team members on day one. Operator-grade, version-controlled, pressure-tested at scale.

SOP-AI · spread 01
Orchestrator → sub-agent pattern.
001

Orchestrator → sub-agent pattern

Why a single LLM call is the wrong unit of work, and how to decompose tasks across a planner + specialist fleet with proper isolation.

SOP-AI · spread 02
Cost controls that actually work.
002

Cost controls that actually work

Rate limits, token budgets, circuit breakers, and the exact middleware we use to keep a $10K/mo agentic system from becoming a $50K/mo agentic system.

SOP-AI · spread 03
Evals that catch regressions.
003

Evals that catch regressions

The harness, the rubric, and the workflow for getting confident that today's prompt edit didn't break yesterday's tasks.

What you walk away with

Concrete outcomes. Not promises.

  • An orchestrator that fans out work to specialist sub-agents
  • Cost controls that prevent runaway spend
  • An eval harness so you don't ship regressions
  • A failure-mode taxonomy with proven mitigations
  • Production observability you can actually debug from
Built for
  • Operators rolling out agentic systems internally
  • Engineering leaders building AI features
  • Founders tired of pasting into ChatGPT
Not for
  • Teams looking for a no-code automation guide — different doc
  • Companies without a technical lead to wire it up
  • AI tourists looking for hype, not architecture

Reviews (141)

The orchestrator pattern alone is worth 20x what I paid. We've been winging this for a year.

CTO · B2B SaaS

Finally a guide that treats agents like software, not magic.

Engineering Lead · Mid-stage startup

The eval harness section is the missing piece nobody else writes about.

Head of AI · Enterprise team
SOP-AI

Install the system today.

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Lifetime updatesOperator-gradePDF + Notion mirror