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Data-layer swarm · Brand-Spec Authoring + Maintenance Agent · Brand-voice-gate skill · Build pillar · Published September 22, 2026

How to build runtime brand-voice gate across 13 AI agents

A multi-location operator running 13 content-producing AI agents generates 100K-1M brand-voiced artifacts per week. Each artifact must pass through the brand-voice gate at publish time. But most operators only gate blog posts manually — letting GBP posts, review responses, SMS replies, paid-search ads, email subject lines, and 99% of artifacts go ungated. This guide explains how to architect the brand-voice-gate skill on the Brand-Spec Authoring + Maintenance Agent end-to-end at multi-location brand-voice-management scale: per-portfolio per-banner per-agent per-output per-canonical-agent-pointer + per-canonical-rule-DSL-spec + per-canonical-evaluation-stage-spec + per-canonical-LLM-as-judge-ensemble-spec + per-canonical-tiered-pre-filter-spec + per-canonical-PASS-FAIL-BORDERLINE-routing-spec + per-canonical-FBC-feedback-loop-spec + per-canonical-per-output-compliance-overlay + per-canonical-audit-trail + per-portfolio-audit-trail.

Engage the brand-spec agentSee the 32-agent swarm

What you will build

  • Per-portfolio per-banner per-agent per-output per-canonical-agent-pointer across 13 content-producing agents — Per-Location Page Generator + Email Orchestration + Social Publishing + Local SEM + Paid Social Creative + Loyalty Journey + Product Description + Local Content + CS Agent Assist + Lost Call Recovery + Review Response + GBP Management + Inventory-Aware Marketing.
  • Per-canonical-rule-DSL-spec — rule precedence + 20-operator condition syntax (AND + OR + NOT + XOR + MATCH regex + FUZZY Levenshtein/Jaro-Winkler/Damerau/Smith-Waterman + EQUALS + IN + NOT-IN + GREATER-THAN + LESS-THAN + BETWEEN + COSINE-SIMILARITY threshold + LLM-AS-JUDGE threshold + PARAPHRASE detected + EMBEDDING shift + SENTIMENT + TONE + FORMALITY + READING-LEVEL) + 6-action syntax (PASS + FAIL + BORDERLINE + ESCALATE + REWRITE + AUTO-FIX) + deterministic vs stochastic + LLM-as-judge vs numeric score + threshold + versioning semver + A/B test + confidence tier + explainability (SHAP + LIME + anchor + counterfactual + Integrated Gradients + DeepLIFT).
  • Per-canonical-evaluation-stage-spec — pre-publish gate (synchronous; before publish event) + at-render gate (synchronous; at render time for streamed responses) + post-publish audit (asynchronous; for samples) + runtime streaming (token-by-token for streamed LLM outputs) + batch (off-line for backlog) + per-channel stage overlay (per-paid-search-pre-publish + per-email-pre-send + per-SMS-pre-send + per-social-pre-post + per-PDP-at-render + per-review-response-pre-publish + per-CS-agent-at-stream).
  • Per-canonical-LLM-as-judge-ensemble-spec — 10-model ensemble (GPT-4o + Claude Opus + Claude Sonnet + Claude Haiku + Gemini Pro 2 + Mistral Large 2 + Cohere Command R+ + Llama 3 70B + Qwen 2 + DeepSeek V3) + 6-voting-rule ensemble (majority + weighted + Borda count + Condorcet + Plurality + Approval) + 4-calibration (Platt scaling + isotonic regression + temperature scaling + Beta calibration).
  • Per-canonical-tiered-pre-filter-spec — tier-0 deterministic regex fast-fail (sub-millisecond; allowlist + denylist + forbidden-phrase) + tier-1 deterministic allowlist/denylist + tier-2 cosine similarity embedding (sentence-transformer 10-model ensemble) + tier-3 LLM-as-judge ensemble + tier-4 human review (only highest-stakes BORDERLINE escalations) + tier cost-asymmetric budget (cheap tier-0 catches 80% of FAIL; expensive tier-4 only for highest-risk) + tier precision-recall balance + tier confidence threshold routing + tier fallback on failure.
  • Per-canonical-PASS-FAIL-BORDERLINE-routing-spec + per-canonical-FBC-feedback-loop-spec — PASS auto-publish + FAIL block with explanation + BORDERLINE route to next tier + multi-arm-bandit (Thompson + UCB1 + EXP3 + EXP4 + LinUCB + LinTS + contextual + deep-contextual) route selection + fallback to human on MAB uncertainty + realized vs predicted acceptance + MAB regret + pattern learning + recalibration + brand-spec update + rule DSL update + LLM finetune (RLHF-PPO + RLAIF + DPO + IPO + KTO + RSO + PEFT + LoRA + QLoRA + LongLoRA + PromptTuning + PrefixTuning + AdaLoRA + Constitutional-AI Anthropic + Self-Instruct).
  • Per-canonical-per-output-compliance-overlay — Lanham Act 15 USC 1051/1125/1117 trademark consistency (brand-voice drift can cause trademark abandonment via inconsistent use; non-use for 3 years creates presumptive abandonment under Lanham Act Section 45) + FTC Endorsement Guides 2024 16 CFR Part 255 (gate must enforce #ad disclosure with sufficient prominence + clear-and-conspicuous; FTC PrivateGiver 2023; civil penalties up to $51,744 per violation) + FTC fake-review rule 2024 16 CFR Part 465 + FTC substantiation Pfizer 1972 + FTC Made in USA Labeling Rule 2021 + Tennessee ELVIS Act 2024 (gate must detect AI-voice cloning) + 11-state deepfake-law + EU AI Act Article 50 AI-disclosure + Article 13/14/15 high-risk + Article 5 emotional-manipulation prohibition (subliminal techniques + exploiting vulnerabilities of specific groups based on age/disability/social-economic-situation; high-fine band up to 7% global revenue or EUR 35M) + Digital Services Act Article 30/26 + Digital Markets Act + Massachusetts AG Copley Advertising 2017 + state bar Rule 7.1-7.3 + state professional licensing + cannabis state board 12-state + alcohol DISCUS tied-house + tobacco FDA + DEA Schedule II-V + FDA DSHEA + FDA OPDP balanced presentation + FINRA 2210 + FINRA Rule 3110 supervisor pre-use approval + SEC Rule 206(4)-1 + HIPAA marketing authorization 164.508 no-acknowledge-as-patient + ECOA Reg B + Fair Housing + ADA Title III Robles + DOJ ADA Title III 2024 rulemaking + WCAG 2.2 AA + ARIA + EAA EN 301 549 + Section 508 + California Unruh Act + 13-state accessibility + CCPA/CPRA + CCPA right-to-opt-out + GDPR Article 22 + COPPA-13 + Connecticut CTDPA + Texas DPSA + Virginia CDPA + Colorado CPA + Utah CPA + Illinois BIPA + Texas CUBI + Washington MHMDA + NIST AI RMF + ISO 42001/27001 + SOC 2 Type II + OPA/Cedar/Casbin/Cerbos/Oso.
  • Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-33-sibling-skills + per-per-output-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-Lanham-Act-defense-retention + per-3-year-FINRA-Rule-3110-archive + per-3-year-Illinois-BIPA-biometric-retention + per-7-year-Tennessee-ELVIS-Act-defense-retention + per-3-year-ADA-Title-III-defense-retention.

Why per-vendor-Acrolinx-account-flat-style-guide-rule breaks at multi-location brand-voice-management scale

Per-vendor-Acrolinx-canonical-account-flat-style-guide-rule ships per-account per-flat-rule primitive. At 1-account-1-flat-rule scale per-account per-flat-rule primitive is enough. At multi-location brand-voice-management scale per-canonical-agent-pointer + per-canonical-rule-DSL-spec + per-canonical-evaluation-stage-spec + per-canonical-LLM-as-judge-ensemble-spec + per-canonical-tiered-pre-filter-spec + per-canonical-PASS-FAIL-BORDERLINE-routing-spec + per-canonical-FBC-feedback-loop-spec + per-canonical-per-output-compliance-overlay + per-canonical-audit-trail.

The Lanham-Act-15-USC-1051-1125-1117 anchor is the first operationally distinctive constraint. Brand-voice drift can cause trademark abandonment via inconsistent use. Non-use for 3 years creates presumptive abandonment under Lanham Act Section 45. Section 8 + Section 15 affidavit + Section 71 renewal track use evidence. False advertising under 15 USC 1125. Monetary damages including disgorgement under 15 USC 1117.

The FTC-Endorsement-Guides-2024 + FTC-fake-review-rule-2024 anchor is the second distinctive constraint. 16 CFR Part 255 update 2023 + FTC PrivateGiver 2023 enforcement. Gate must enforce #ad disclosure with sufficient prominence above-the-fold + clear-and-conspicuous. Civil penalties up to $51,744 per violation. 16 CFR Part 465 effective October 2024 prohibits fake/AI-generated reviews.

The Tennessee-ELVIS-Act-2024 anchor is the third distinctive constraint. When the gate processes AI-voice outputs (review response audio + CS agent voice + GBP audio + social audio), the Ensuring Likeness Voice and Image Security Act requires consent for voice cloning + creates property right in voice identity. 11-state matrix California AB 2602/AB 1836 + New York Civil Rights Law 50-51 + Texas + Florida + Illinois + Indiana + Louisiana + Michigan + Minnesota + Washington.

The EU-AI-Act-Article-50 + Article-5 anchor is the fourth distinctive constraint. Article 50 requires AI-disclosure to recipient when output is AI-generated. Article 5 prohibits AI systems using subliminal techniques + exploiting vulnerabilities of specific groups based on age/disability/social-economic-situation. High-fine band up to 7% global revenue or EUR 35M.

The Massachusetts-AG-Copley-Advertising-2017 anchor is the fifth distinctive constraint. When geofence-triggered output near healthcare facilities, the Massachusetts Attorney General consumer-protection precedent applies ($50k Planned Parenthood geofencing settlement).

The operator-side architecture above per-vendor-flat-style-guide-rule primitive is canonical-agent-pointer + rule-DSL-spec + evaluation-stage-spec + LLM-as-judge-ensemble-spec + tiered-pre-filter-spec + PASS-FAIL-BORDERLINE-routing-spec + FBC-feedback-loop-spec + per-output-compliance-overlay + cross-skill-handoff + audit-trail + portfolio-audit-trail.

What is in market today

Per-platform per-brand-style-vendor

Acrolinx, Writer AI, Bynder Brand Hub, Frontify, Grammarly Business, ProWritingAid Premium, StyleGuide AI, Lexion, Persado, Phrasee, Jasper Brand Voice, Copy.ai, Writesonic, Anyword Continuous Optimization, Hyperwrite, Rytr, Wordtune, Sudowrite. Per-account per-flat-rule primitive — flat style guide (sentence length + word frequency + reading level + banned terms). Per-canonical-agent-pointer-canonical-rule-DSL-spec-canonical-evaluation-stage-spec-canonical-LLM-as-judge-ensemble-spec-canonical-tiered-pre-filter-spec-canonical-PASS-FAIL-BORDERLINE-routing-spec-canonical-FBC-feedback-loop-spec-canonical-per-output-compliance-overlay-canonical-audit-trail is not the primitive.

Per-platform per-LLM-evaluation-vendor

LangSmith (LangChain), Helicone, Weights & Biases Prompts, Arize Phoenix, Galileo, Patronus AI, Confident AI, Promptfoo, OpenAI Evals, Anthropic Eval, DeepEval, Datadog LLM Observability, MLflow, Comet, Neptune.ai, BrainTrust, HumanLoop, Vellum AI, Lakera. Per-account per-flat-eval-suite primitive (typically blind to per-output 10-model LLM-as-judge ensemble + 6-voting-rule + 4-calibration semantics). Per-canonical-per-output-LLM-as-judge-10-model-ensemble-canonical-per-output-6-voting-rule-majority-weighted-Borda-Condorcet-Plurality-Approval-canonical-per-output-4-calibration-Platt-scaling-isotonic-regression-temperature-scaling-Beta-calibration is not the primitive.

Per-platform per-feature-flag-vendor

LaunchDarkly, Optimizely, Split, Statsig, GrowthBook, Eppo, Flagsmith, Unleash, ConfigCat, DevCycle, Posthog Feature Flags, Harness Feature Flags, Vercel Edge Config, Cloudflare Workers KV. Per-account per-flat-flag primitive (typically blind to per-output tiered pre-filter tier-0 deterministic regex fast-fail + tier-1 allowlist/denylist + tier-2 cosine similarity embedding + tier-3 LLM-as-judge + tier-4 human review + cost-asymmetric budget semantics). Per-canonical-per-output-tier-0-deterministic-regex-fast-fail-sub-millisecond-canonical-per-output-tier-1-deterministic-allowlist-denylist-canonical-per-output-tier-2-cosine-similarity-embedding-canonical-per-output-tier-3-LLM-as-judge-ensemble-canonical-per-output-tier-4-human-review-canonical-per-output-tier-cost-asymmetric-budget-precision-recall-balance-confidence-threshold-routing is not the primitive.

Per-platform per-brand-compliance-vendor

Acrolinx, Writer, Bynder, Frontify, Grammarly, ProWritingAid, Lexion, OneTrust, TrustArc, Ketch, Securiti, BigID, Hyperproof, Drata, Vanta. Per-account per-flat-policy-rule primitive (typically blind to per-output Lanham Act trademark consistency + FTC Endorsement Guides 2024 + FTC fake-review rule 2024 + Tennessee ELVIS Act + EU AI Act Article 50 + Article 5 emotional-manipulation + Massachusetts AG Copley Advertising 2017 semantics). Per-canonical-per-output-Lanham-Act-canonical-per-output-FTC-Endorsement-Guides-2024-canonical-per-output-FTC-fake-review-rule-2024-canonical-per-output-Tennessee-ELVIS-Act-canonical-per-output-EU-AI-Act-Article-50-canonical-per-output-EU-AI-Act-Article-5-emotional-manipulation-canonical-per-output-Massachusetts-AG-Copley-Advertising-2017 is not the primitive.

How the architecture is built

  1. Per-portfolio per-banner per-agent per-output per-canonical-agent-pointer-substrate. Per-13-canonical-agent canonical-agent.
  2. Per-portfolio per-canonical-rule-DSL-spec. Per-rule-precedence + per-20-operator-condition-syntax + per-6-action-syntax + per-deterministic-vs-stochastic + per-LLM-as-judge-vs-numeric-score + per-threshold + per-versioning-semver + per-A-B-test + per-rule-confidence-tier + per-rule-explainability canonical-rule-DSL.
  3. Per-portfolio per-canonical-evaluation-stage-spec. Per-pre-publish-gate + per-at-render-gate + per-post-publish-audit + per-runtime-streaming + per-batch + per-per-channel-stage-overlay + per-stage-confidence-tier canonical-stage.
  4. Per-portfolio per-canonical-LLM-as-judge-ensemble-spec. Per-10-model-LLM-as-judge + per-6-voting-rule + per-4-calibration + per-LLM-judge-confidence-tier canonical-LLM-judge.
  5. Per-portfolio per-canonical-tiered-pre-filter-spec. Per-tier-0-deterministic-regex-fast-fail + per-tier-1-deterministic-allowlist-denylist + per-tier-2-cosine-similarity-embedding-10-model-ensemble + per-tier-3-LLM-as-judge-ensemble + per-tier-4-human-review + per-tier-cost-asymmetric-budget + per-tier-precision-recall-balance + per-tier-confidence-threshold-routing + per-tier-fallback-on-failure canonical-tier.
  6. Per-portfolio per-canonical-PASS-FAIL-BORDERLINE-routing-spec. Per-PASS-auto-publish + per-FAIL-block-with-explanation + per-BORDERLINE-route-to-next-tier + per-routing-confidence-tier + per-routing-explainability + per-multi-arm-bandit-route-selection + per-fallback-to-human-on-MAB-uncertainty canonical-routing.
  7. Per-portfolio per-canonical-FBC-feedback-loop-spec. Per-realized-vs-predicted-acceptance + per-multi-arm-bandit-regret + per-pattern-learning + per-recalibration + per-brand-spec-update + per-rule-DSL-update + per-LLM-finetune-RLHF-PPO-RLAIF-DPO-IPO-KTO-RSO-PEFT-LoRA-QLoRA-LongLoRA-PromptTuning-PrefixTuning-AdaLoRA-Constitutional-AI-Anthropic-Self-Instruct + per-FBC-confidence-tier canonical-FBC.
  8. Per-portfolio per-canonical-per-output-compliance-overlay. Per-Lanham-Act + per-FTC-Endorsement-Guides-2024 + per-FTC-fake-review-rule-2024 + per-FTC-substantiation + per-FTC-Made-in-USA-Labeling-Rule-2021 + per-Tennessee-ELVIS-Act + per-11-state-deepfake-law + per-EU-AI-Act-Article-50 + per-Article-13-14-15 + per-Article-5-emotional-manipulation + per-Digital-Services-Act-Article-30-26 + per-Digital-Markets-Act + per-Massachusetts-AG-Copley-Advertising-2017 + per-state-bar + per-state-professional-licensing + per-cannabis-state-board-12-state + per-alcohol-DISCUS + per-tobacco-FDA + per-DEA-Schedule + per-FDA-DSHEA + per-FDA-OPDP + per-FINRA-2210 + per-FINRA-Rule-3110 + per-SEC-Rule-206-4-1 + per-HIPAA-marketing-authorization + per-ECOA-Reg-B + per-Fair-Housing-Act + per-ADA-Title-III-Robles + per-DOJ-ADA-Title-III-2024 + per-WCAG-2.2-AA + per-ARIA + per-EAA-EN-301-549 + per-Section-508 + per-California-Unruh-Act + per-13-state-accessibility-law + per-CCPA-CPRA + per-CCPA-right-to-opt-out + per-GDPR-Article-22 + per-COPPA-13 + per-Connecticut-CTDPA + per-Texas-DPSA + per-Virginia-CDPA + per-Colorado-CPA + per-Utah-CPA + per-Illinois-BIPA + per-Texas-CUBI + per-Washington-MHMDA + per-NIST-AI-RMF + per-ISO-42001 + per-ISO-27001 + per-SOC-2-Type-II + per-OPA-Cedar-Casbin-Cerbos-Oso canonical-compliance.
  9. Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-33-sibling-skills canonical-handoff.
  10. Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-output-canonical-audit-record + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-Lanham-Act-defense-retention + per-3-year-FINRA-Rule-3110-archive + per-3-year-Illinois-BIPA-biometric-retention + per-7-year-Tennessee-ELVIS-Act-defense-retention + per-3-year-ADA-Title-III-defense-retention canonical-audit.

Frequently asked questions

What is runtime brand-voice gate across 13 AI agents — and what is the gate-only-on-blog-posts problem?

A multi-location operator running 13 content-producing AI agents (Per-Location Page Generator + Email Orchestration + Social Publishing + Local SEM + Paid Social Creative + Loyalty Journey + Product Description + Local Content + CS Agent Assist + Lost Call Recovery + Review Response + GBP Management + Inventory-Aware Marketing) generates 100K-1M brand-voiced artifacts per week. Each artifact must pass through the brand-voice gate at publish time. But most operators only gate blog posts manually — letting GBP posts, review responses, SMS replies, paid-search ads, email subject lines, and 99% of artifacts go ungated. Per-portfolio per-banner per-agent per-output per-canonical-agent-pointer (per-Per-Location-Page-Generator + per-Email-Orchestration + per-Social-Publishing + per-Local-SEM + per-Paid-Social-Creative + per-Loyalty-Journey + per-Product-Description + per-Local-Content + per-CS-Agent-Assist + per-Lost-Call-Recovery + per-Review-Response + per-GBP-Management + per-Inventory-Aware-Marketing + per-canonical-agent) + per-canonical-rule-DSL-spec + per-canonical-evaluation-stage-spec + per-canonical-LLM-as-judge-ensemble-spec + per-canonical-tiered-pre-filter-spec + per-canonical-PASS-FAIL-BORDERLINE-routing-spec + per-canonical-FBC-feedback-loop-spec + per-canonical-per-output-compliance-overlay + per-canonical-audit-trail.

Why does per-vendor-Acrolinx-canonical-account-flat-style-guide-rule break at multi-location brand-voice-management scale?

Per-vendor-Acrolinx-canonical-account-flat-style-guide-rule ships per-account per-flat-rule primitive — typically Acrolinx scores content against a flat style guide (sentence length + word frequency + reading level + banned terms). Per-vendor-Writer-AI + Bynder + Frontify + Grammarly-Business + ProWritingAid + StyleGuide-AI + Lexion + Persado + Phrasee + Jasper-Brand-Voice + Copy.ai + Writesonic + Anyword-canonical-account-flat-style-guide-rule ship per-vendor per-native account-flat-style-guide-rule primitives. None gates the 13 content-producing agents at runtime. None routes PASS/FAIL/BORDERLINE. None handles deterministic-vs-stochastic gate composition. None handles tiered pre-filter. None feeds back to brand-spec. No per-canonical-13-agent taxonomy, no per-canonical-rule-DSL-spec resolving per-rule-precedence + per-condition-syntax-20-operator + per-action-syntax-PASS-FAIL-BORDERLINE-ESCALATE-REWRITE + per-deterministic-rule + per-stochastic-rule + per-LLM-as-judge-rule + per-numeric-score-rule + per-threshold-rule + per-rule-versioning-semver + per-rule-A-B-test + per-rule-confidence-tier + per-rule-explainability, no per-canonical-evaluation-stage-spec resolving per-pre-publish-gate + per-at-render-gate + per-post-publish-audit + per-runtime-streaming + per-batch + per-per-channel-stage-overlay, no per-canonical-LLM-as-judge-ensemble-spec resolving per-GPT-4o + per-Claude-Opus + per-Claude-Sonnet + per-Claude-Haiku + per-Gemini-Pro-2 + per-Mistral-Large-2 + per-Cohere-Command-R+ + per-Llama-3-70B + per-Qwen-2 + per-DeepSeek-V3 + per-ensemble-voting-majority-weighted-Borda + per-per-LLM-confidence-calibration, no per-canonical-tiered-pre-filter-spec resolving per-tier-0-deterministic-regex-fast-fail + per-tier-1-deterministic-allowlist-denylist + per-tier-2-cosine-similarity-embedding + per-tier-3-LLM-as-judge + per-tier-4-human-review + per-tier-cost-asymmetric-budget + per-tier-precision-recall-balance + per-tier-confidence-threshold-routing, no per-canonical-PASS-FAIL-BORDERLINE-routing-spec resolving per-PASS-auto-publish + per-FAIL-block + per-BORDERLINE-route-to-tier-N + per-routing-confidence-tier + per-routing-explainability + per-multi-arm-bandit-Thompson-LinUCB-contextual-bandit-route-selection, no per-canonical-FBC-feedback-loop-spec resolving per-realized-vs-predicted-acceptance + per-multi-arm-bandit-regret + per-pattern-learning + per-recalibration + per-brand-spec-update + per-rule-DSL-update + per-LLM-finetune-RLHF-RLAIF-DPO-IPO-KTO-RSO-PEFT-LoRA-QLoRA-LongLoRA-PromptTuning-PrefixTuning-AdaLoRA-Constitutional-AI-Anthropic-Self-Instruct + per-FBC-confidence-tier, no per-canonical-per-output-compliance-overlay (the operationally distinctive anchor: Lanham Act trademark consistency 15 USC 1051/1125/1117 + FTC Endorsement Guides 2024 + FTC fake-review rule 2024 + FTC substantiation Pfizer 1972 + Tennessee ELVIS Act 2024 + 11-state deepfake-law + EU AI Act Article 50 + Article 13/14/15 high-risk + Article 5 emotional-manipulation prohibition + Digital Services Act Article 30/26 + Massachusetts AG Copley Advertising 2017 + cannabis state board 12-state + alcohol DISCUS tied-house + tobacco FDA + FDA DSHEA + FDA OPDP + FINRA 2210/Rule 3110 + state bar + state professional licensing + HIPAA marketing authorization 164.508 + ADA Title III Robles + WCAG 2.2 AA + CCPA right-to-opt-out + GDPR Article 22), no per-output audit trail with regulatory-defense retention. At 1-account-1-flat-rule scale per-account per-flat-rule primitive is enough. At multi-location brand-voice-management scale per-canonical-agent-pointer + per-canonical-rule-DSL-spec + per-canonical-evaluation-stage-spec + per-canonical-LLM-as-judge-ensemble-spec + per-canonical-tiered-pre-filter-spec + per-canonical-PASS-FAIL-BORDERLINE-routing-spec + per-canonical-FBC-feedback-loop-spec + per-canonical-per-output-compliance-overlay + per-canonical-audit-trail.

How does per-rule DSL + per-stage evaluation + per-LLM-as-judge ensemble + per-tiered pre-filter + per-PASS/FAIL/BORDERLINE routing + per-FBC feedback-loop work?

Per-portfolio per-banner per-agent per-output per-canonical-rule-DSL-spec runs per-portfolio per-canonical-per-rule-precedence + per-canonical-per-rule-condition-syntax-20-operator (per-AND + per-OR + per-NOT + per-XOR + per-MATCH-regex + per-FUZZY-Levenshtein-Jaro-Winkler-Damerau-Smith-Waterman + per-EQUALS + per-IN + per-NOT-IN + per-GREATER-THAN + per-LESS-THAN + per-BETWEEN + per-COSINE-SIMILARITY-threshold + per-LLM-AS-JUDGE-threshold + per-PARAPHRASE-detected + per-EMBEDDING-shift + per-SENTIMENT + per-TONE + per-FORMALITY + per-READING-LEVEL) + per-canonical-per-rule-action-syntax-PASS-FAIL-BORDERLINE-ESCALATE-REWRITE-AUTO-FIX + per-canonical-per-rule-deterministic-vs-stochastic + per-canonical-per-rule-LLM-as-judge-vs-numeric-score + per-canonical-per-rule-threshold + per-canonical-per-rule-versioning-semver + per-canonical-per-rule-A-B-test + per-canonical-per-rule-confidence-tier + per-canonical-per-rule-explainability-SHAP-LIME-anchor-counterfactual-Integrated-Gradients-DeepLIFT. Per-canonical-evaluation-stage-spec runs per-portfolio per-canonical-per-output-pre-publish-gate (synchronous; before publish event) + per-canonical-per-output-at-render-gate (synchronous; at render time for streamed responses) + per-canonical-per-output-post-publish-audit (asynchronous; for samples) + per-canonical-per-output-runtime-streaming (token-by-token for streamed LLM outputs) + per-canonical-per-output-batch (off-line for backlog) + per-canonical-per-output-per-channel-stage-overlay (per-paid-search-pre-publish + per-email-pre-send + per-SMS-pre-send + per-social-pre-post + per-PDP-at-render + per-review-response-pre-publish + per-CS-agent-at-stream) + per-canonical-per-output-stage-confidence-tier. Per-canonical-LLM-as-judge-ensemble-spec runs per-portfolio per-canonical-per-output-GPT-4o-judge + per-canonical-per-output-Claude-Opus-judge + per-canonical-per-output-Claude-Sonnet-judge + per-canonical-per-output-Claude-Haiku-judge + per-canonical-per-output-Gemini-Pro-2-judge + per-canonical-per-output-Mistral-Large-2-judge + per-canonical-per-output-Cohere-Command-R+-judge + per-canonical-per-output-Llama-3-70B-judge + per-canonical-per-output-Qwen-2-judge + per-canonical-per-output-DeepSeek-V3-judge + per-canonical-per-output-ensemble-voting (per-majority + per-weighted + per-Borda-count + per-Condorcet + per-Plurality + per-Approval) + per-canonical-per-output-per-LLM-confidence-calibration (Platt-scaling + isotonic-regression + temperature-scaling + Beta-calibration) + per-canonical-per-output-LLM-judge-confidence-tier. Per-canonical-tiered-pre-filter-spec runs per-portfolio per-canonical-per-output-tier-0-deterministic-regex-fast-fail (sub-millisecond; allowlist + denylist + forbidden-phrase) + per-canonical-per-output-tier-1-deterministic-allowlist-denylist + per-canonical-per-output-tier-2-cosine-similarity-embedding (sentence-transformer 10-model ensemble; similarity to approved exemplars) + per-canonical-per-output-tier-3-LLM-as-judge-ensemble + per-canonical-per-output-tier-4-human-review (only highest-stakes BORDERLINE escalations) + per-canonical-per-output-tier-cost-asymmetric-budget (cheap tier-0 catches 80% of FAIL; expensive tier-4 only for highest-risk) + per-canonical-per-output-tier-precision-recall-balance + per-canonical-per-output-tier-confidence-threshold-routing + per-canonical-per-output-tier-fallback-on-failure. Per-canonical-PASS-FAIL-BORDERLINE-routing-spec runs per-portfolio per-canonical-per-output-PASS-auto-publish + per-canonical-per-output-FAIL-block-with-explanation + per-canonical-per-output-BORDERLINE-route-to-next-tier + per-canonical-per-output-routing-confidence-tier + per-canonical-per-output-routing-explainability + per-canonical-per-output-multi-arm-bandit-Thompson-UCB1-EXP3-EXP4-LinUCB-LinTS-contextual-deep-contextual-route-selection + per-canonical-per-output-fallback-to-human-on-MAB-uncertainty. Per-canonical-FBC-feedback-loop-spec runs per-portfolio per-canonical-per-output-realized-vs-predicted-acceptance + per-canonical-per-output-multi-arm-bandit-regret + per-canonical-per-output-pattern-learning + per-canonical-per-output-recalibration + per-canonical-per-output-brand-spec-update + per-canonical-per-output-rule-DSL-update + per-canonical-per-output-LLM-finetune (RLHF-PPO + RLAIF + DPO + IPO + KTO + RSO + PEFT + LoRA + QLoRA + LongLoRA + PromptTuning + PrefixTuning + AdaLoRA + Constitutional-AI Anthropic + Self-Instruct) + per-canonical-per-output-FBC-confidence-tier.

What does per-output compliance overlay do — and what are the Lanham-Act + FTC-Endorsement-Guides-2024 + FTC-fake-review-2024 + Tennessee-ELVIS-Act + EU-AI-Act-Article-50-Article-5 + Massachusetts-AG-Copley anchors?

Per-portfolio per-banner per-agent per-output per-canonical-per-output-compliance-overlay runs per-portfolio per-canonical-per-output-Lanham-Act-15-USC-1051-trademark-consistency (the first operationally distinctive anchor — brand-voice drift can cause trademark abandonment via inconsistent use; non-use for 3 years creates presumptive abandonment under Lanham Act Section 45; Section 8 + Section 15 affidavit + Section 71 renewal track use evidence) + per-canonical-per-output-Lanham-Act-15-USC-1125-false-advertising + per-canonical-per-output-Lanham-Act-15-USC-1117-monetary-damages-disgorgement + per-canonical-per-output-FTC-Endorsement-Guides-2024-16-CFR-Part-255 (the second distinctive anchor — gate must enforce #ad disclosure with sufficient prominence + clear-and-conspicuous; FTC PrivateGiver 2023 enforcement; civil penalties up to $51,744 per violation) + per-canonical-per-output-FTC-fake-review-rule-2024-16-CFR-Part-465 + per-canonical-per-output-FTC-substantiation-Pfizer-1972 + per-canonical-per-output-FTC-Made-in-USA-Labeling-Rule-2021 + per-canonical-per-output-Tennessee-ELVIS-Act-2024 (the third distinctive anchor — gate must detect AI-voice cloning and enforce consent + property right in voice identity; 11-state matrix California AB 2602/AB 1836 + New York Civil Rights Law 50-51 + Texas + Florida + Illinois + Indiana + Louisiana + Michigan + Minnesota + Washington) + per-canonical-per-output-EU-AI-Act-Article-50-AI-disclosure (the fourth distinctive anchor — gate must enforce AI-disclosure to recipient when output is AI-generated) + per-canonical-per-output-EU-AI-Act-Article-13-14-15-high-risk + per-canonical-per-output-EU-AI-Act-Article-5-emotional-manipulation-prohibition (the fifth distinctive anchor — gate must detect and block emotional-manipulation outputs that could exploit vulnerabilities; Article 5 prohibits AI systems using subliminal techniques + exploiting vulnerabilities of specific groups based on age/disability/social-economic-situation; high-fine band up to 7% global revenue or EUR 35M) + per-canonical-per-output-Digital-Services-Act-Article-30-trader-identity + per-canonical-per-output-Article-26 + per-canonical-per-output-Digital-Markets-Act + per-canonical-per-output-Massachusetts-AG-Copley-Advertising-2017 (the sixth distinctive anchor — when geofence-triggered output near healthcare facilities; $50k Planned Parenthood geofencing settlement precedent) + per-canonical-per-output-state-bar-advertising-Rule-7.1-7.3 + per-canonical-per-output-state-professional-licensing + per-canonical-per-output-cannabis-state-board-12-state-no-medical-claim + per-canonical-per-output-alcohol-TABC-CalABC-SLA-DISCUS-Code-tied-house + per-canonical-per-output-tobacco-FDA-21-CFR-1140 + per-canonical-per-output-DEA-Schedule-II-V + per-canonical-per-output-FDA-DSHEA-no-disease-claim + per-canonical-per-output-FDA-OPDP-Rx-drug-balanced-presentation + per-canonical-per-output-FINRA-2210 + per-canonical-per-output-FINRA-Rule-3110-supervisor-pre-use-approval + per-canonical-per-output-SEC-Rule-206-4-1-Marketing-Rule + per-canonical-per-output-HIPAA-marketing-authorization-164.508-no-acknowledge-as-patient + per-canonical-per-output-ECOA-Reg-B-disparate-impact + per-canonical-per-output-Fair-Housing-Act + per-canonical-per-output-ADA-Title-III-Robles-9th-Cir-2019 + per-canonical-per-output-DOJ-ADA-Title-III-2024-rulemaking + per-canonical-per-output-WCAG-2.2-AA + per-canonical-per-output-ARIA + per-canonical-per-output-EAA-EN-301-549 + per-canonical-per-output-Section-508 + per-canonical-per-output-California-Unruh-Act + per-canonical-per-output-13-state-accessibility-law + per-canonical-per-output-CCPA-CPRA + per-canonical-per-output-CCPA-right-to-opt-out-of-automated-decisionmaking + per-canonical-per-output-GDPR-Article-22 + per-canonical-per-output-COPPA-13 + per-canonical-per-output-Connecticut-CTDPA + per-canonical-per-output-Texas-DPSA + per-canonical-per-output-Virginia-CDPA + per-canonical-per-output-Colorado-CPA + per-canonical-per-output-Utah-CPA + per-canonical-per-output-Illinois-BIPA + per-canonical-per-output-Texas-CUBI + per-canonical-per-output-Washington-MHMDA + per-canonical-per-output-NIST-AI-RMF + per-canonical-per-output-ISO-42001 + per-canonical-per-output-ISO-27001 + per-canonical-per-output-SOC-2-Type-II + per-canonical-per-output-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-output-compliance-confidence-tier.

What does per-output cross-skill-handoff + per-brand-spec-agent-canonical-bundle + per-output audit-trail do?

Per-portfolio per-output per-canonical-per-output-cross-skill-handoff runs per-portfolio per-canonical-per-output-handoff-to-brand-voice-management (parent commercial pillar) + per-canonical-per-output-handoff-to-brand-spec-authoring (parent agent) + per-canonical-per-output-handoff-to-voice-drift-detection-build-pillar (sibling shipped #355 — drift monitor watches the gate's output streams) + per-canonical-per-output-handoff-to-forbidden-phrase-library + per-canonical-per-output-handoff-to-claims-allowlist-substantiation-build-pillar + per-canonical-per-output-handoff-to-multi-brand-forbidden-phrase-library-build-pillar + per-canonical-per-output-handoff-to-llm-extracted-brand-voice-templates-build-pillar + per-canonical-per-output-handoff-to-pr-style-brand-spec-versioning-build-pillar + per-canonical-per-output-handoff-to-machine-readable-structured-brand-spec-authoring-build-pillar + per-canonical-per-output-handoff-to-marketing-content-llm-as-judge-build-pillar (sibling on same gate-evaluator pattern) + per-canonical-per-output-handoff-to-marketing-ai-autonomy-profile-configuration-build-pillar + per-canonical-per-output-handoff-to-tiered-pre-filter-deterministic-gates-build-pillar + per-canonical-per-output-handoff-to-borderline-routing-build-pillar (sibling — borderline routing is the BORDERLINE-route action) + per-canonical-per-output-handoff-to-five-destination-routing-build-pillar + per-canonical-per-output-handoff-to-fbc-override-learning-build-pillar + per-canonical-per-output-handoff-to-multi-dimensional-threshold-routing-build-pillar + per-canonical-per-output-handoff-to-routing-audit-trails-build-pillar + per-canonical-per-output-handoff-to-nested-autonomy-profile-inheritance-build-pillar + per-canonical-per-output-handoff-to-override-learning-ai-guardrails-build-pillar + per-canonical-per-output-handoff-to-per-jurisdiction-compliance-multi-state-franchise-build-pillar + per-canonical-per-output-handoff-to-per-vertical-compliance-overlay-build-pillar + per-canonical-per-output-handoff-to-marketing-compliance-overlay-regulated-industries-build-pillar + per-canonical-per-output-handoff-to-versioned-history-regulatory-defense-build-pillar + per-canonical-per-output-handoff-to-compliance-gated-agent-assist-layer-build-pillar + per-canonical-per-output-handoff-to-anomaly-detection-skill + per-canonical-per-output-handoff-to-false-positive-suppression-build-pillar + per-canonical-per-output-handoff-to-per-platform-compliance-gating-build-pillar (sibling shipped #347 — per-platform gate fires after brand-voice gate) + per-canonical-per-output-handoff-to-review-classification-build-pillar (sibling shipped #346) + per-canonical-per-output-handoff-to-per-location-ai-review-response-drafting-build-pillar + per-canonical-per-output-handoff-to-per-location-compliant-social-drafting-build-pillar (sibling shipped #340) + per-canonical-per-output-handoff-to-multi-platform-format-adaptation-build-pillar (sibling shipped #353) + per-canonical-per-output-handoff-to-per-location-dynamic-content-build-pillar + per-canonical-per-output-handoff-to-multi-location-compliant-rsa-drafting-build-pillar + per-canonical-per-output-handoff-to-multi-location-ad-copy-swarm-build-pillar + per-canonical-per-output-handoff-to-marketing-content-distinctness + per-canonical-per-output-handoff-to-auto-publish-gating-for-ai-review-responses-build-pillar (sibling shipped #329) + per-canonical-per-output-handoff-to-multi-location-review-response-agent-assist-build-pillar (sibling shipped #333). Per-brand-spec-agent-canonical-bundle integrates the brand-voice-gate skill with sibling skills on the same brand-spec-authoring agent: per-canonical-brand-voice-gate (this skill) + per-canonical-voice-drift-detection (#355) + per-canonical-brand-voice-management + per-canonical-forbidden-phrase-library + per-canonical-claims-allowlist-substantiation + per-canonical-llm-extracted-brand-voice-templates + per-canonical-pr-style-brand-spec-versioning + per-canonical-machine-readable-structured-brand-spec-authoring. Brand-spec-authoring is now a 2-skill multi-build-pillar agent. Per-canonical-end-to-end-SLA runs per-canonical-per-output-agent-pointer-resolve-to-rule-DSL-to-evaluation-stage-to-LLM-as-judge-ensemble-to-tiered-pre-filter-to-PASS-FAIL-BORDERLINE-routing-to-FBC-feedback-loop-to-per-output-compliance-overlay-to-Lanham-Act-FTC-Endorsement-Guides-2024-FTC-fake-review-2024-Tennessee-ELVIS-Act-EU-AI-Act-Article-50-Article-5-Massachusetts-AG-Copley-anchors-to-FBC-feedback-loop-SLA. Per-portfolio per-output per-canonical-audit-trail runs per-portfolio per-canonical-per-output-canonical-audit-record (per-output-ID + per-banner-pointer + per-agent-pointer + per-canonical-13-agent-snapshot + per-rule-DSL-snapshot + per-rule-precedence-condition-action-deterministic-stochastic-LLM-judge-threshold-versioning-A-B-test-confidence-explainability-snapshot + per-evaluation-stage-snapshot + per-pre-publish-at-render-post-publish-runtime-streaming-batch-per-channel-stage-overlay-snapshot + per-LLM-as-judge-ensemble-snapshot + per-10-model-ensemble-voting-Borda-Condorcet-Plurality-Approval-confidence-calibration-Platt-scaling-isotonic-regression-temperature-scaling-Beta-calibration-snapshot + per-tiered-pre-filter-snapshot + per-tier-0-1-2-3-4-cost-asymmetric-budget-precision-recall-balance-confidence-threshold-routing-fallback-snapshot + per-PASS-FAIL-BORDERLINE-routing-snapshot + per-PASS-auto-publish-FAIL-block-BORDERLINE-route-next-tier-MAB-Thompson-UCB1-EXP3-EXP4-LinUCB-LinTS-contextual-deep-contextual-fallback-human-snapshot + per-FBC-feedback-loop-snapshot + per-realized-vs-predicted-acceptance-MAB-regret-pattern-learning-recalibration-brand-spec-update-rule-DSL-update-LLM-finetune-RLHF-PPO-RLAIF-DPO-IPO-KTO-RSO-PEFT-LoRA-QLoRA-LongLoRA-PromptTuning-PrefixTuning-AdaLoRA-Constitutional-AI-Anthropic-Self-Instruct-snapshot + per-compliance-overlay-snapshot + per-Lanham-Act-15-USC-1051-1125-1117-snapshot + per-FTC-Endorsement-Guides-2024-snapshot + per-FTC-fake-review-rule-2024-snapshot + per-FTC-substantiation-snapshot + per-FTC-Made-in-USA-Labeling-Rule-2021-snapshot + per-Tennessee-ELVIS-Act-snapshot + per-11-state-deepfake-law-snapshot + per-EU-AI-Act-Article-50-snapshot + per-EU-AI-Act-Article-13-14-15-snapshot + per-EU-AI-Act-Article-5-emotional-manipulation-snapshot + per-Digital-Services-Act-Article-30-26-snapshot + per-Digital-Markets-Act-snapshot + per-Massachusetts-AG-Copley-Advertising-2017-snapshot + per-state-bar-advertising-snapshot + per-state-professional-licensing-snapshot + per-cannabis-state-board-12-state-snapshot + per-alcohol-DISCUS-tied-house-snapshot + per-tobacco-FDA-snapshot + per-DEA-Schedule-snapshot + per-FDA-DSHEA-snapshot + per-FDA-OPDP-snapshot + per-FINRA-2210-Rule-3110-snapshot + per-SEC-Rule-206-4-1-snapshot + per-HIPAA-marketing-authorization-snapshot + per-ECOA-Reg-B-snapshot + per-Fair-Housing-Act-snapshot + per-ADA-Title-III-Robles-snapshot + per-DOJ-ADA-Title-III-2024-snapshot + per-WCAG-2.2-AA-ARIA-EAA-Section-508-snapshot + per-California-Unruh-Act-snapshot + per-13-state-accessibility-law-snapshot + per-CCPA-CPRA-snapshot + per-CCPA-right-to-opt-out-snapshot + per-GDPR-Article-22-snapshot + per-COPPA-13-snapshot + per-Connecticut-CTDPA-Texas-DPSA-Virginia-CDPA-Colorado-CPA-Utah-CPA-snapshot + per-Illinois-BIPA-Texas-CUBI-Washington-MHMDA-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-ISO-27001-SOC-2-Type-II-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-Lanham-Act-defense-retention + per-canonical-3-year-FINRA-Rule-3110-archive + per-canonical-3-year-Illinois-BIPA-biometric-retention + per-canonical-7-year-Tennessee-ELVIS-Act-defense-retention + per-canonical-3-year-ADA-Title-III-defense-retention.

What is the recurring 13-agent × 5-stage × per-vertical pattern?

Every per-output inherits the same canonical-agent-pointer + canonical-rule-DSL-spec + canonical-evaluation-stage-spec + canonical-LLM-as-judge-ensemble-spec + canonical-tiered-pre-filter-spec + canonical-PASS-FAIL-BORDERLINE-routing-spec + canonical-FBC-feedback-loop-spec primitives, but each per-agent × per-stage × per-vertical cell overlays a vertical-specific per-canonical-per-output-compliance-overlay (per-cannabis-state-board-12-state + per-alcohol-DISCUS + per-tobacco-FDA + per-DEA-Schedule + per-FDA-DSHEA + per-FDA-OPDP + per-FINRA-2210-Rule-3110 + per-SEC-Rule-206-4-1 + per-state-bar + per-state-medical-dental-veterinary-cosmetology-board + per-HIPAA-marketing-authorization). Same canonical pattern across all 13 agents and 5 stages; only the per-vertical compliance overlay differs.

Engage the brand-spec agent

Per-portfolio per-banner per-agent per-output per-canonical-agent-pointer + per-canonical-rule-DSL-spec + per-canonical-evaluation-stage-spec + per-canonical-LLM-as-judge-ensemble-spec + per-canonical-tiered-pre-filter-spec + per-canonical-PASS-FAIL-BORDERLINE-routing-spec + per-canonical-FBC-feedback-loop-spec + per-canonical-per-output-compliance-overlay + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-brand-style-vendor + per-LLM-evaluation-vendor + per-feature-flag-vendor + per-brand-compliance-vendor primitive.

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