tao-train-rtdetr: worth installing? Reported results

Reported results for tao-train-rtdetr (NVIDIA/skills) from NVIDIA, one row per receipt, in plain words.

Skill skills/tao-train-rtdetr in NVIDIA/skills.

One row per receipt. No figure on this page combines two rows.

Reported by: Reported by NVIDIA in its benchmark card
Model: Claude Opus 4.8 (aws/anthropic/bedrock-claude-opus-4-8, as the source names it)
Harness: claude-code, version not stated
Date: 2026-09-17
Tasks and runs: 1 task, as printed
Result: NVIDIA reported a score of 95.9% overall and no uplift figure (3 attempts per task). Overall: 95.9% — baseline ran, but no comparable score was available; uplift unavailable Security: 100.0% → 100.0% (±0.0 points) Correctness: 0.0% → 100.0% (+100.0 points) Discoverability: 100.0% — baseline ran, but no comparable score was available; uplift unavailable Effectiveness: 5.6% → 100.0% (+94.4 points) Efficiency: 79.5% — baseline ran, but no comparable score was available; uplift unavailable
Tokens: 105,386 tokens with the skill and 893,141 without, over all cases, as printed; the card gives no cost
Freshness: Reported on Opus 4.8. Registered opus models released after this run, as of the build date: Opus 5.5.
Skill commit: 14a98ae278cec7e867695189d0f4003c08e4f765
Receipt: tao-train-rtdetr-aws-anthropic-bedrock-claude-opus-4-8-imported-nvidia-cards-claude-code-2026-09-17-af6b2eb5d8d4.json

Reported by: Reported by NVIDIA in its benchmark card
Model: GPT-5.5 (openai/openai/gpt-5.5, as the source names it)
Harness: codex, version not stated
Date: 2026-09-17
Tasks and runs: 1 task, as printed
Result: NVIDIA reported a score of 94.9% overall and no uplift figure (3 attempts per task). Overall: 94.9% — baseline ran, but no comparable score was available; uplift unavailable Security: 100.0% → 100.0% (±0.0 points) Correctness: 100.0% → 100.0% (±0.0 points) Discoverability: 95.0% — baseline ran, but no comparable score was available; uplift unavailable Effectiveness: 70.0% → 83.3% (+13.3 points) Efficiency: 96.3% — baseline ran, but no comparable score was available; uplift unavailable
Tokens: 72,756 tokens with the skill and 13,884 without, over all cases, as printed; the card gives no cost
Freshness: Reported on GPT-5.5. Freshness unknown: the registry has no release date for it.
Skill commit: 14a98ae278cec7e867695189d0f4003c08e4f765
Receipt: tao-train-rtdetr-openai-openai-gpt-5-5-imported-nvidia-cards-codex-2026-09-17-af6b2eb5d8d4.json

Built on 2026-10-15 from committed receipts.