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Inference Value Ledger

Agent skill
1 skill

Render the leadership value-prop ledger for the inference effort: the deployable wins vs the FlashInfer-TRTLLM + best-tuned-vLLM 0.21/0.22 baseline, grouped DONE / IN-PROGRESS / NOT-DONE / CLOSED-NEGATIVE, each row data-backed by a perf-lake campaign (live solrigor + verdict tier), plus the ranked GRIND FRONTIER of next levers (the always-be-grinding performance ratchet). Joins the curated perf-tune-report/configs/value-findings.yaml registry with the live campaigns via perftunereport valueview. Flags any finding whose backing campaign is missing or ungrounded. Use when you need to show value / report to leadership / answer "what have we uncovered that we can deploy, revalidate, or pursue". Triggers on "value ledger", "value prop", "show value", "show the value prop", "leadership view", "what wins do we have", "vs flashinfer", "value-findings", "what can we deploy", or any combination of "value / wins / findings / leadership / report" with "inference / vllm / flashinfer / perf".

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryProduct & designStars0

About this skill

Render the leadership value-prop ledger for the inference effort: the deployable wins vs the FlashInfer-TRTLLM + best-tuned-vLLM 0.21/0.22 baseline, grouped DONE / IN-PROGRESS / NOT-DONE / CLOSED-NEGATIVE, each row data-backed by a perf-lake campaign (live solrigor + verdict tier), plus the ranked GRIND FRONTIER of next levers (the always-be-grinding performance ratchet). Joins the curated perf-tune-report/configs/value-findings.yaml registry with the live campaigns via perftunereport valueview. Flags any finding whose backing campaign is missing or ungrounded. Use when you need to show value / report to leadership / answer "what have we uncovered that we can deploy, revalidate, or pursue". Triggers on "value ledger", "value prop", "show value", "show the value prop", "leadership view", "what wins do we have", "vs flashinfer", "value-findings", "what can we deploy", or any combination of "value / wins / findings / leadership / report" with "inference / vllm / flashinfer / perf".

Quick start

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  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
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This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 1567c1fd6fee1e2bef060eb15559d683b7d75d160a124ffb1264e29ceefeba74

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About this listing

Category
Product & design
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Inference Value Ledger | Agent Skills Atlas