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1. Prompt Contracts and Output Schemas2. Template Variables and Reuse

Template Variables and Reuse

📚 Prompt Engineering on Bedrock9 min70 XP⌨ Hands-on lab

Reusable Prompt Systems

Template-driven prompting improves consistency at scale. Separate static policy instructions from dynamic request context - the same separation of concerns you apply to code and configuration.

Template Structure That Scales

# template: ticket-triage v3.2
SYSTEM (static, versioned):
  You are a support triage assistant for {{product_line}}.
  Always output strict JSON: {"priority", "team", "reason"}.
  Escalate security reports regardless of wording.

USER (dynamic, per request):
  Ticket: {{ticket_text}}
  Customer tier: {{tier}}
  Recent related incidents: {{incident_context}}

What Goes Where

LayerContentsChange cadence
Static templatePolicy, persona, output schema, refusal rulesVersioned releases with regression tests
Typed variablesTicket text, user tier, retrieved contextEvery request
Environment configModel ID, temperature, max tokensPer environment (dev/stage/prod)

Operational Rules

  • Keep immutable system constraints in one template - never string-concatenate policy in scattered code paths.
  • Inject context as typed variables and validate them before rendering (length limits, encoding, injection screening).
  • Track template version and test score for each release - a template change is a deploy, not an edit.
  • On Bedrock, Prompt Management can store, version, and A/B prompt variants as first-class resources.
Security note: template variables are an injection surface. Sanitise user-provided values (strip role markers, cap length) before they enter the rendered prompt - treat it like SQL parameterisation for LLMs.
⌨ HANDS-ON LABCreate a Prompt Template Matrix
⭐ +150 XP

Build repeatable prompt variants for support, compliance, and engineering triage tasks.

1Create a template file with placeholders.
2Generate a rendered prompt for one scenario.
lab-sandbox — simulated environment
INFINITY LAB SANDBOX v2.6 — simulated shell
Type the command for the current objective. Helpers: "hint", "solution", "clear".
$
OBJECTIVE 1 / 2 — type "hint" if stuck
🧪 Knowledge Check
Press 1-4 to select1 of 2
What is the primary benefit of prompt templates?
Random creativity
Repeatability across environments and teams
Lower IAM permissions
No monitoring required