Prompts
Instruction Adherence and Constraint Compliance Prompts
Instruction Adherence and Constraint Compliance Prompts
Prompt playbooks for verifying that outputs follow explicit instructions, format requirements, word limits, exclusion rules, and behavioral constraints. Useful for prompt engineers shipping structured outputs where partial compliance is still a failure.
Multi-Constraint Instruction Adherence Grading Prompt
For evaluation engineers grading outputs against multiple simultaneous constraints. Produces a structured compliance report with per-constraint pass/fail, partial compliance flags, and a summary judgment. Includes harness for weighting, conflict detection, and threshold configuration.
Structured Output Contract Verification Prompt Template
For API and platform teams validating generated JSON, XML, or YAML against a target schema. Produces field-level pass/fail results, type mismatch details, and missing-required-field diagnostics. Includes eval harness for schema conformance scoring.
Format Compliance Grading Prompt for JSON Outputs
For prompt engineers shipping JSON outputs to downstream parsers. Produces a format compliance score checking structure, field presence, type correctness, enum adherence, and nesting depth. Includes test cases for common malformation patterns.
Word and Token Limit Enforcement Verification Prompt
For content generation pipelines with strict length constraints. Produces a compliance verdict with exact count, overflow detection, and truncation severity. Includes harness for character, word, token, and line-count constraint types.
Exclusion Rule and Deny-List Compliance Audit Prompt
For trust and safety teams verifying that generated text excludes prohibited terms, topics, or patterns. Produces a violation report with matched rules, context snippets, and severity classification. Includes regex and semantic exclusion support.
Behavioral Constraint Compliance Prompt for Chat Agents
For agent platform teams verifying that conversational outputs follow persona, tone, refusal, and action constraints. Produces a per-turn compliance score with violation categorization. Includes multi-turn context tracking for constraint drift detection.
Partial Compliance Detection Prompt for Multi-Requirement Tasks
For evaluation leads who need to distinguish complete failures from near-misses. Produces a requirement-by-requirement compliance matrix with partial credit scoring and an overall compliance percentage. Includes threshold configuration for pass/fail gating.
Schema Adherence Grading Prompt for API Responses
For API product teams validating that generated responses match OpenAPI, JSON Schema, or protobuf contracts. Produces field-level validation results, enum constraint checks, and required-field presence verification. Includes harness for automated CI/CD integration.
Citation and Source Attribution Adherence Prompt
For RAG system builders verifying that outputs cite sources correctly, quote within limits, and attribute claims to evidence. Produces a citation compliance report with missing-citation flags, hallucinated-source detection, and format adherence checks.
Instruction Conflict Resolution Detection Prompt
For prompt engineers debugging outputs where instructions contradict each other. Produces a conflict analysis identifying conflicting constraints, the model's resolution choice, and whether the resolution was reasonable. Includes harness for pre-deployment conflict scanning.
Confidential Information Exclusion Audit Prompt Template
For security and privacy teams verifying that outputs contain no PII, secrets, or confidential data. Produces a redaction compliance report with detected entity types, context snippets, and severity ratings. Includes regex, NER, and pattern-based detection harness.
Tone and Brand Voice Constraint Compliance Prompt
For content operations teams verifying that generated copy matches brand voice guidelines. Produces a tone adherence score with dimension-level ratings (formality, empathy, assertiveness) and specific violation examples. Includes calibration against brand exemplars.
Mandatory Disclaimer and Legal Text Inclusion Check Prompt
For regulated-domain teams verifying that required disclaimers, copyright notices, or legal text appear in outputs. Produces an inclusion compliance report with missing-element flags, placement verification, and exact-match or semantic-match tolerance configuration.
Output Language and Locale Restriction Enforcement Prompt
For multilingual product teams verifying that outputs match the target language, locale format conventions, and regional standards. Produces a locale compliance report with language detection, date/currency/unit format checks, and mixed-language flags.
Code Style and Convention Adherence Grading Prompt
For engineering teams using AI code generation in CI/CD pipelines. Produces a style compliance report checking naming conventions, formatting rules, docstring presence, import order, and linter rule adherence. Includes harness for PEP8, ESLint, and custom style guide integration.
Agent Action Output Contract Verification Prompt
For agent platform teams validating that tool calls, action outputs, and plan steps follow defined contracts. Produces a contract compliance report with argument type checks, required-field presence, sequencing validation, and abstention correctness. Includes multi-step trace evaluation.
Security Policy and IAM Configuration Compliance Prompt
For cloud security teams verifying that generated IAM policies, security group rules, and firewall configurations follow least-privilege principles. Produces a policy compliance report with over-permission flags, missing restrictions, and best-practice violations.
Regulatory Document Section Completeness Check Prompt
For compliance teams verifying that generated regulatory filings, policies, or reports contain all required sections. Produces a completeness report with missing-section flags, ordering checks, and required-statement presence verification. Includes harness for jurisdiction-specific templates.
Prompt Template Variable and Placeholder Compliance Prompt
For prompt engineering platform teams verifying that prompt templates use valid variable names, have no unresolved placeholders, and follow naming conventions. Produces a template validation report with syntax errors, missing defaults, and convention violations.
Multi-Constraint Priority and Trade-Off Evaluation Prompt
For evaluation leads grading outputs where constraints conflict and the model must prioritize. Produces a priority-aware compliance report identifying which constraints were sacrificed, whether the trade-off was appropriate, and an overall judgment. Includes harness for constraint weighting and precedence rules.
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