RTX PRO 6000 mention audit

This audit classifies every tracked Markdown file containing an RTX PRO 6000 name at the 2026-09-13 UTC review. Evidence-directory Markdown is classified with its own file, not inherited implicitly from the parent finding. This is a coverage control; benchmark results remain in the run catalog.

measured-on

docs/findings/2026-09-18-glm53-vision.md; docs/findings/2026-09-18-glm53-vision-evidence/README.md; docs/findings/2026-09-18-glm53-vision-evidence/publication-summary.md (bounded dual-Max-Q vision acceptance; negative long-context attempt retained);

docs/findings/2026-09-19-glm53-apc.md; docs/findings/2026-09-19-glm53-apc-promotion.md; docs/findings/2026-09-19-glm53-apc-evidence/README.md; docs/findings/2026-09-19-glm53-apc-evidence/publication-summary.md; docs/findings/2026-09-19-glm53-apc-evidence/run-plan.md (matched r9/r10 APC functional and capacity evidence on the dual Max-Q configuration; historical restoration verified, then explicit human approval and fresh bounded acceptance);

docs/findings/2026-09-17-glm53-mixed35-startup.md (failed managed startup on the dual Max-Q host; no inference or GPU-capacity measurement);

docs/findings/2026-09-17-glm53-mixed35-fix-forward.md (bounded mixed-3.5-bpw loader recovery and C1/C4 functional evidence on the dual Max-Q host; no performance or promotion claim);

docs/findings/2026-09-13-intelligence-context-scout.md (selected GLM text-primary qualification; post-promotion context and client acceptance retained; fresh boot/reboot tests unrun);

docs/findings/2026-09-11-glm53-v043-native-linux-qualification.md; docs/findings/2026-09-11-glm53-v043-native-linux-qualification-evidence/README.md; docs/findings/2026-09-11-glm53-v043-native-linux-qualification-evidence/publication-summary.md;

anvil_serving/observability/dashboard/static/documents/benchmarks.md (packaged Workbench copy of the benchmark methodology; no additional measurement);

docs/BENCHMARKS.md; docs/benchmarks/comparison.md; docs/benchmarks/configurations.md; docs/benchmarks/recipe-results.md; docs/benchmarks/gpt-oss-puzzle-88b-recipe.md; docs/benchmarks/hardware/rtx-pro-6000.md; docs/benchmarks/index.md; docs/benchmarks/methodology.md; docs/benchmarks/models.md; docs/benchmarks/models/agents-a1.md; docs/benchmarks/models/deepseek-v4-flash.md; docs/benchmarks/models/gemma-4.md; docs/benchmarks/models/gpt-oss-120b.md; docs/benchmarks/models/gpt-oss-puzzle-88b.md; docs/benchmarks/models/glm53-flash.md; docs/benchmarks/models/inkling-small.md; docs/benchmarks/models/index.md; docs/benchmarks/models/laguna-s-2.1.md; docs/benchmarks/models/minimax-m27-reap.md; docs/benchmarks/models/mistral-small-4.md; docs/benchmarks/models/nemotron-puzzle-75b.md; docs/benchmarks/models/nemotron3-super-120b.md; docs/benchmarks/models/ornith-35b.md; docs/benchmarks/models/qwen35-122b.md; docs/benchmarks/models/qwen36-27b.md; docs/benchmarks/models/qwen38-27b.md; docs/benchmarks/models/qwen38-flash-next.md; docs/benchmarks/runs.md; docs/findings/2026-07-10-blackwell-local-model-bakeoff.md; docs/findings/2026-07-10-blackwell-local-model-bakeoff-evidence/failures.md; docs/findings/2026-07-10-blackwell-local-model-bakeoff-evidence/preflight-transcripts.md; docs/findings/2026-07-10-blackwell-local-model-bakeoff-evidence/reproduction.md; docs/findings/2026-07-10-qwen35-122b-heavy-candidate.md; docs/findings/2026-07-12-gpt-oss-120b-deterministic-recheck.md; docs/findings/2026-07-12-heavy-intelligence-challengers.md; docs/findings/2026-07-12-nemotron-puzzle-recheck.md; docs/findings/2026-07-12-qwen35-122b-mxfp4-benchmark.md; docs/findings/2026-07-12-qwen36-27b-eval-baseline.md; docs/findings/2026-07-12-qwen36-27b-heavy-variation-bakeoff.md; docs/findings/2026-07-12-qwen36-protocol-v2-comparison.md; docs/findings/2026-07-12-rtx-pro-6000-heavy-eval-v2.md; docs/findings/2026-07-12-rtx-pro-6000-heavy-eval-v2-evidence/laguna-reproduction.md; docs/findings/2026-07-12-thinkingcap-heavy-promotion.md; docs/findings/2026-07-13-q36-pro6000-container-recipe.md; docs/findings/2026-07-13-q36-pro6000-container-recipe-evidence/reproduction.md; docs/findings/2026-07-16-gemma4-chat-template-bakeoff.md; docs/findings/2026-07-16-gemma4-unsloth-nvfp4-follow-up.md; docs/findings/2026-07-16-gemma4-vllm0251-wsl2-c128.md; docs/findings/2026-07-17-gemma4-31b-optimization.md; docs/findings/2026-07-17-gpt-oss-puzzle-qualification.md; docs/findings/2026-07-18-gpt-oss-puzzle-heavy-promotion.md; docs/findings/2026-07-26-laguna-s-heavy-qualification.md; docs/findings/2026-07-27-anvil-serving-release-readiness-sweep.md; docs/findings/2026-07-28-agents-a1-multimodal-qualification.md; docs/findings/2026-07-28-qwen35-122b-primary-qualification.md; docs/findings/2026-07-29-agents-a1-primary-promotion.md; docs/findings/2026-07-29-agents-a1-qwen-262k-head-to-head.md; docs/findings/2026-07-29-agents-a1-qwen-262k-head-to-head-evidence/README.md; docs/findings/2026-08-01-deepseek-v4-flash-0731-r16-dspark-qualification.md; docs/findings/2026-08-01-deepseek-v4-flash-0731-research-update.md; docs/findings/2026-08-01-dual-pro-tp2-model-campaign.md; docs/findings/2026-08-02-deepseek-v4-flash-0731-650k-1m-pi-qualification.md; docs/findings/2026-08-02-deepseek-v4-flash-0731-primary-promotion.md; docs/findings/2026-08-02-deepseek-v4-flash-0731-native-kv-offload-256k.md; docs/findings/2026-08-03-deepseek-context-agentic-swe-smoke.md; docs/findings/2026-08-07-deepseek-0731-vision-nvfp4-recipe-intake.md; docs/findings/2026-08-07-deepseek-0731-vision-nvfp4-sglang-first-load.md; docs/findings/2026-08-10-deepseek-v4-flash-0731-r33-quality-control.md; docs/findings/2026-08-10-deepseek-v4-flash-0731-r33-batch-token-ab.md; docs/findings/2026-08-11-deepseek-v4-flash-0731-r33-393k-promotion.md; docs/findings/2026-08-14-qwen38-27b-tp-mtp-context-matrix.md; docs/findings/2026-08-14-qwen38-27b-1m-context.md; docs/findings/2026-08-14-qwen38-27b-official-qualification.md; docs/findings/2026-08-14-qwen38-27b-split-promotion.md; docs/findings/2026-08-15-qwen38-27b-agentic-swe-scout.md; docs/findings/2026-08-15-qwen38-27b-mtp-depth-qualification.md; docs/findings/2026-08-15-qwen38-27b-sglang-consolidation-ab.md; docs/findings/2026-08-15-qwen38-27b-sglang-fp8-single-promotion.md; docs/findings/2026-08-15-qwen38-27b-sglang-mtp-multimodal-qualification.md; docs/findings/2026-08-15-qwen38-27b-sglang-nvfp4-qualification.md; docs/findings/2026-08-16-deepseek-v4-flash-0731-infernal-r15-393k-promotion.md; docs/findings/2026-08-16-qwen38-27b-video-router.md; docs/findings/2026-08-21-deepseek-v4-flash-0731-infernal-r18-1m-promotion.md; docs/findings/2026-08-26-qwen38-flash-next-promotion.md; docs/findings/2026-08-26-qwen38-flash-next-qsa-fast-mtp3-promotion.md; docs/findings/2026-08-26-qwen38-flash-next-vision-promotion.md; docs/findings/2026-08-26-qwen38-flash-next-vision-promotion-evidence/publication-summary.md; docs/findings/2026-08-29-glm53-cardillo-purtell-qualification.md; docs/findings/2026-08-29-glm53-cardillo-adaptive-mtp-evidence/publication-summary.md; docs/findings/2026-08-29-glm53-k3-dflash2-optimization-evidence/README.md; docs/findings/2026-08-29-glm53-k3-dflash2-optimization-evidence/publication-summary.md; docs/findings/2026-08-30-glm53-k3-dflash2-1m-optimization.md; docs/findings/2026-08-31-glm53-xgrammar-524k-qualification.md; docs/findings/2026-08-31-glm53-xgrammar-524k-qualification-evidence/README.md; docs/findings/2026-08-31-glm53-xgrammar-524k-qualification-evidence/publication-summary.md; docs/findings/2026-09-02-glm53-sglang-sm120-393k-promotion.md; docs/findings/2026-09-02-glm53-sglang-sm120-swe-smoke.md; docs/findings/2026-09-02-glm53-sglang-sm120-qualification.md; docs/findings/2026-09-02-glm53-sglang-sm120-qualification-evidence/README.md; docs/findings/2026-09-02-glm53-sglang-sm120-qualification-evidence/promotion-publication-summary.md; docs/findings/2026-09-02-glm53-sglang-sm120-qualification-evidence/publication-summary.md; docs/findings/2026-09-03-glm53-concurrency-capacity-interpretation.md; docs/findings/2026-09-04-qwen38-27b-pro6000-possibility-plan.md; docs/findings/2026-09-04-qwen38-27b-pro6000-possibility-evidence/README.md; docs/findings/2026-09-04-qwen38-27b-pro6000-possibility-evidence/friction-log.md; docs/findings/2026-09-04-qwen38-27b-pro6000-possibility-evidence/publication-summary.md; docs/findings/2026-09-08-glm53-linux-wsl-comparison.md; docs/findings/2026-09-08-glm53-linux-wsl-comparison-evidence/README.md; docs/findings/2026-09-08-glm53-linux-wsl-comparison-evidence/publication-summary.md; docs/findings/2026-09-08-glm53-linux-wsl-comparison-evidence/reproduction.md; docs/findings/2026-09-09-glm53-native-nccl-p2p.md; docs/findings/2026-09-09-glm53-native-nccl-p2p-evidence/README.md; docs/findings/2026-09-09-glm53-native-nccl-p2p-evidence/publication-dispatch.md; docs/findings/2026-09-09-glm53-native-nccl-p2p-evidence/publication-summary.md; docs/findings/blackwell-sm120-lab-notebook.md; .tickets/closed/2026-07-27-release-sweep-fixes.md; .tickets/closed/2026-07-28-agents-a1-multimodal-qualification.md; .tickets/closed/2026-07-29-agents-a1-qwen-262k-head-to-head.md; .tickets/closed/2026-08-01-deepseek-0731-r16-b12x-performance-spike.md; .tickets/2026-08-01-deepseek-dspark-128k-kv-reserve.md; .tickets/2026-08-01-deepseek-dspark-sm120-w8a8-tune.md; .tickets/closed/2026-08-01-sglang-inkling-modelopt-missing-accelerate.md; .tickets/closed/2026-08-01-sglang-inkling-sm120-grouped-gemm-shared-memory.md; .tickets/closed/2026-08-02-deepseek-r16-native-kv-offload-illegal-access.md; examples/primary-node/q36/README.md.

external-prior

docs/findings/2026-08-10-deepseek-v4-flash-0731-community-config-refresh.md (community recipe research and proposed test arms; no local measurement); docs/findings/2026-08-15-qwen38-27b-external-recipe-refresh.md (current external recipe research and proposed official-weight test arms; no local measurement).

protected/co-resident

docs/findings/2026-07-07-voice-latency-model-shortlist.md; docs/findings/2026-07-08-stt-model-benchmark.md; docs/benchmarks/hardware/rtx-5090.md; docs/benchmarks/models/nemotron-omni-30b.md; docs/benchmarks/models/nemotron35-asr.md; docs/benchmarks/models/parakeet.md; docs/benchmarks/models/qwen25-omni-3b.md; docs/benchmarks/models/qwen3-asr.md; docs/findings/2026-07-13-t011-ocr-rebalance.md; docs/findings/2026-07-13-t015-resident-set.md; docs/findings/2026-07-28-nemotron35-asr-qualification.md; docs/findings/2026-07-voice-stt-ab.md; docs/findings/2026-07-voice-tts-ab.md.

topology-only

anvil_serving/observability/dashboard/static/documents/serving.md (packaged Workbench copy of the product README);

README.md; START_HERE.md; CLAUDE.md; docs/ARCHITECTURE.md; docs/COMFYUI-MIGRATION-RUNBOOK.md; docs/CONFIGURATION.md; docs/EXTERNAL-BENCHMARKS.md; docs/THIN-CAPABILITY-GATEWAY.md; docs/TROUBLESHOOTING.md; docs/adr/0010-specialized-engine-tier.md; docs/adr/0011-two-mode-operation.md; docs/adr/0017-gpu-residency-reservations.md; docs/adr/0018-router-transition-safety.md; docs/adr/0034-fleet-control-plane-and-node-runtime-classes.md; docs/benchmarks/rtx-pro-6000-audit.md; docs/benchmarks/models/voice-llm-mlx.md; docs/findings/2026-07-12-green-context-mps-capability.md; docs/findings/2026-07-18-lifecycle-aware-wsl-cache-reclaim.md; docs/findings/2026-08-01-dual-pro-tp2-campaign-evidence/compatibility-brief.md; docs/findings/2026-08-17-qwen38-27b-radixark-nvfp4-rtx5090-128k.md; docs/findings/2026-08-17-qwen38-27b-radixark-nvfp4-rtx5090.md; docs/findings/2026-08-21-qwen38-27b-gguf-250k-rtx5090.md; docs/findings/README.md; docs/index.md; examples/primary-node/README.md; skills/anvil-serving-benchmark-docs/SKILL.md.

unrelated

CHANGELOG.md (release-history mention); .tickets/closed/2026-08-01-external-benchmark-path-quantization-contamination.md (test-adapter identity bug, not a local hardware measurement); tests/fixtures/external_benchmarks/rtx6kpro_summary.md (test fixture, not local qualification evidence).

2026-09-11 output-budget additions

Path	Classification	Basis
docs/findings/2026-09-11-glm53-output-budget.md	measured	Real Pi requests on the native Max-Q pair; bounded functional evidence.
docs/findings/2026-09-11-glm53-output-budget-evidence/publication-summary.md	measured	Derivative of the same local evidence; no new hardware claim.