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Inference Known Good Config

Category: Engineering  ·  Sub-category: backend  ·  Last updated:
Capture + enforce per-model KNOWN-GOOD serving configs: the REQUIRED serve flags (boot-blockers / crash-at-high-c / deploy-correctness workarounds) plus the champion + the bug each flag avoids, in one queryable registry (perf-tune-report/configs/known-good-configs.yaml) so a hard-won workaround (e.g. Qwen3-Next's gdn_prefill_backend=triton on vLLM 0.22) is NEVER re-discovered the hard way. These are NOT well-known upstream defaults -- several are field-discovered workarounds where the upstream `auto` path is actively broken on the target hardware. `record` after a champion is found, `check` (fail-closed) before any deploy/ship. Keep the registry private -- never post an entry publicly. Triggers on "known-good config", "required flags for <model>", "did we capture the flag combo", "register the config", "check the deploy config", "config drift", "what flags does <model> need", or any combination of "known-good / required / champion config" with "record / check / register / capture / drift / flags / serve".

About this skill (catalog notes)

Inference Known Good Config includes a dedicated installation section; worked examples; pricing or quota commentary. The SKILL.md runs to about 899 words, in the catalog's typical mid-range.

License
MIT
Original author
cfregly
Indexed lastmod
Catalog position
Engineering · backend
Indexed related skills
10

How Inference Known Good Config fits the catalog

Inference Known Good Config sits in the Engineering category under the backend sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

What this skill does

Inference Known Good Config is a community-contributed Claude Code skill in the backend sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/inference-known-good-config/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Inference Known Good Config Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 117,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/inference-known-good-config
curl -L https://claudskills.com/skills/inference-known-good-config/SKILL.md \
  -o ~/.claude/skills/inference-known-good-config/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/inference-known-good-config/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/inference-known-good-config/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\inference-known-good-config\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Inference Known Good Config Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/inference-known-good-config/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Inference Known Good Config skill do?
Capture + enforce per-model KNOWN-GOOD serving configs: the REQUIRED serve flags (boot-blockers / crash-at-high-c / deploy-correctness workarounds) plus the champion + the bug each flag avoids, in one queryable registry (perf-tune-report/configs/known-good-configs.yaml) so a hard-won workaround (e.g. Qwen3-Next's gdn_prefill_backend=triton on vLLM 0.22) is NEVER re-discovered the hard way. These are NOT well-known upstream defaults -- several are field-discovered workarounds where the upstream `auto` path is actively broken on the target hardware. `record` after a champion is found, `check` (fail-closed) before any deploy/ship. Keep the registry private -- never post an entry publicly. Triggers on "known-good config", "required flags for <model>", "did we capture the flag combo", "register the config", "check the deploy config", "config drift", "what flags does <model> need", or any combination of "known-good / required / champion config" with "record / check / register / capture / drift / flags / serve".
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Inference Known Good Config skill?
Use Inference Known Good Config when your Claude Code task falls under the Engineering category — specifically in the backend area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Inference Known Good Config" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the Inference Known Good Config skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Inference Known Good Config is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
cfregly. (2026). Inference Known Good Config [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/inference-known-good-config/
BibTeX
@misc{inference-known-good-config-2026,
  author    = {cfregly},
  title     = {Inference Known Good Config [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/inference-known-good-config/}
}

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