Agent skill

Rollout Phase A

by tetherto in tetherto/qvac

Phase A of a qvac-fabric rollout — set up overlay port and validate all 7 consumers against the fabric branch before publishing to the registry.

Apache-2.0Auto-check passedAI & LLM Engineering

Install Rollout Phase A

skills CLI
$ npx skills add tetherto/qvac --skill rollout-phase-a -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install tetherto/qvac rollout-phase-a --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/tetherto/qvac.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/ocr-ggml/.agent/skills/rollout-phase-a .claude/skills/rollout-phase-a && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
rollout-phase-a
GitHub stars
681
Token cost
~5.3k tokens
SKILL.md length
2,554 words
Files
1
Skills in repo
50
Repo updated
First seen
Licence
Apache-2.0

At a glance

Phase A of a qvac-fabric rollout — set up overlay port and validate all 7 consumers against the fabric branch before publishing to the registry.

  • Works in 10 steps: Preflight, then ask → Compute SHA512 of the fabric tarball → Add shared overlay port → …
  • AI & LLM Engineering work in your project
  • SKILL.md covers THE GOLDEN RULE, Two modes and Steps
  • Calls git, gh and curl; reaches github.com

What it does

Rollout Phase A is an agent skill from tetherto/qvac. Phase A of a qvac-fabric rollout — set up overlay port and validate all 7 consumers against the fabric branch before publishing to the registry. Pass --on-top-of-pr to apply the overlay onto an open PR's head branch instead of a dedicated validation branch.

Its SKILL.md is about 5.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in AI & LLM Engineering. The repository describes itself as: Open-source local AI SDK - run AI on-device with no cloud, no API keys. Supports GGUF, RAG, image, music, and video generation, speech-to-text, P2P inference, and more… The licence is Apache-2.0.

When your agent uses it

  • AI & LLM Engineering work in your project

Example prompts

  • “/rollout-phase-a”

Workflow steps

10 steps, taken from the step headings in SKILL.md.

  1. Preflight, then ask
  2. Compute SHA512 of the fabric tarball
  3. Add shared overlay port
  4. Add overlay-ports to all 7 consumers
  5. Confirm changes with user before committing
  6. Commit and push to upstream branch (NOT fork)
  7. Trigger validation CI per consumer (workflow_dispatch)
  8. Fix consumer breaks
  9. Update the fabric PR description with the validation runs
  10. Post Slack message when all consumers green

What it can do on your machine

Read from SKILL.md and the folder at commit c3a6030. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • git
    • gh
    • curl

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • github.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Rollout Phase A loads about 5.3k tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 2,554 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~68
When it runs · the whole SKILL.md, loaded when a task matches
~5.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from tetherto/qvac at commit c3a6030, republished under its Apache-2.0 licence (© tetherto). 2,554 words, ~5,307 tokens.

Download SKILL.mdSave it as .claude/skills/rollout-phase-a/SKILL.md (or your agent's skills folder).
name
rollout-phase-a
description
Phase A of a qvac-fabric rollout — set up overlay port and validate all 7 consumers against the fabric branch before publishing to the registry. Pass --on-top-of-pr to apply the overlay onto an open PR's head branch instead of a dedicated validation branch.
argument-hint
<fabric-version> <fabric-branch-or-commit> [--on-top-of-pr <pr-url>]

Rollout Phase A — Overlay Validation

Prerequisites: Fabric PR open in tetherto/qvac-fabric-llm.cpp. Tag does NOT exist yet.

The 7 consumers: embed-llamacpp, fabric, llm-llamacpp, model-fit, ocr-ggml, translation-nmtcpp, vla-ggml.

classification-ggml is not a fabric consumer — it dropped the qvac-fabric vcpkg dependency and now consumes the published npm package @qvac/fabric. It needs neither overlay validation nor a version>= bump during a rollout. Do not re-add it.

Re-derive the roster if in doubt — it is one command, and it changes:

bash
git -C <repo> grep -l "qvac-fabric" origin/main -- "packages/*/vcpkg.json"

THE GOLDEN RULE

Never bump default-registry.baseline in vcpkg-configuration.json. Not now, not ever during a rollout.

Why nothing breaks without it: vcpkg resolves version>= against the registry's published versions (HEAD), not the baseline commit — the baseline is only a floor for ports with no explicit constraint. Baselines are advanced only by separate, unrelated infra "Sync with fabric" maintenance PRs; bumping the baseline in a rollout PR is the #1 review rejection.

Two modes

InvocationWhere the overlay lands
no --on-top-of-prDefault. A dedicated validation branch, as below.
--on-top-of-pr <pr-url>On top of that open PR's head branch, as one revertable commit.

The default exists to validate fabric in isolation. --on-top-of-pr exists for the common case where the fabric change was made because of an open feature PR: that PR already carries the consumer code needing the new fabric, so validating on a separate branch leaves the PR's own CI building against the published (old) fabric, and the two only meet after the whole rollout lands.

Every difference the mode makes is called out inline below under --on-top-of-pr; everything else is shared. The overlay is scaffolding either way — /rollout-phase-b removes it, and in this mode it does so by reverting the single commit Step 5 creates.

Steps

Step 0 — Preflight, then ask

Do this before anything else. Nothing below runs until the user approves.

CaseBehaviour
<fabric-version> / <fabric-branch-or-commit> given on the invocationUse them verbatim.
Not givenDerive from context (ladder below), recording the source of each value.
NeitherName what is missing and stop.

What was supplied is what gets used. Never substitute the registry's latest published version or the newest fabric tag for a value the user gave you, and never "correct" a supplied value to one of them. The version is passed bare — 10297.0.0, not v10297.0.0; the v is added at tag time in Phase B. A v-prefixed value is malformed: report the expected form and ask.

Derivation ladder — first hit wins, and remember which one it was:

  1. This session, or the open fabric PR under validation — whose head ref is also <fabric-branch-or-commit>.
  2. The newest temp-<N> release branch with no corresponding v<N>.* tag. Fabric releases are cut from branches named temp-<upstream-llama.cpp-build>, and the version is <build>.<major>.<minor> — temp-10069 carries v10069.0.0, temp-9341 carries v9341.1.6. An untagged temp-<N> is therefore the next rollout, and <N> gives the version's leading component. The trailing .<major>.<minor> is still a human decision — propose <N>.0.0 and ask.

Never derive the version from the registry's latest entry, the newest v* tag, or the consumers' current version>= floors. All three hold the previous version.

Resolve against the remote — read-only; the fabric repo is public, so no token:

FactCommand
ref → commit shagit ls-remote https://github.com/tetherto/qvac-fabric-llm.cpp <ref>
v<VERSION> must NOT exist yetgit ls-remote --tags https://github.com/tetherto/qvac-fabric-llm.cpp "v<VERSION>"
commit subject + dategh api repos/tetherto/qvac-fabric-llm.cpp/commits/<sha> --jq '{sha:.sha,msg:.commit.message,date:.commit.committer.date}'

Do not compare the ref against master — it tracks upstream, not the release line, and reports diverged for every legitimate rollout.

--on-top-of-pr — resolve and vet the target PR

Only in this mode, and before anything else in Step 0 is presented:

bash
gh pr view <n> --repo tetherto/qvac \
  --json number,title,state,isDraft,headRefName,headRefOid,headRepositoryOwner,baseRefName,labels,files

Hard stops. Report the reason, not a bare failure — each of these means the run cannot do what it claims to:

ConditionWhy it stops the run
the URL is not a tetherto/qvac PRa fabric-repo PR URL is the likely slip — that is the change being validated, not the target
PR is not OPENnothing to validate
head repo ≠ tetherto/qvac (a fork)the overlay commit cannot be pushed to a fork's head branch
baseRefName ∉ main / release-* / feature-* / tmp-*every on-pr-<consumer>.yml carries that branches: filter, so no consumer workflow fires at all
PR already carries overlay-ports or vcpkg-overlays/ports/qvac-fabric/already overlaid — re-applying doubles it
local worktree dirty, or local branch ≠ headRefOidthe commit would sweep in unrelated work

Then the stage-eligibility report — this is the check that makes the mode honest. CI stages are routed by event, and pull_request_target is not a trusted event: .github/actions/ci-router/action.yml enables every stage for workflow_dispatch / workflow_call / push / schedule, but for a PR event it enables only run_verified_checks plus whatever the granular labels select — and a draft PR routes nothing at all.

That matters because run_verified_checks gates only sanity-checks and cpp-lint. The prebuild job — the one that actually compiles the addon against fabric — is gated on run_prebuilds.

Compute the report from the PR's own labels and draft state; never assume it:

  target PR       #3352  "QVAC-21981 feat[api]: ABot-World …"
                  head QVAC-21981/abot-world @ a2d3265d  ->  base main
                  labels: (none)   draft: no

  sanity-checks   eligible
  cpp-lint        eligible
  prebuild        NOT eligible   <- needs `prebuilds`
  cpp tests       NOT eligible   <- needs `run-cpp-addon-tests`
  desktop tests   NOT eligible   <- needs `run-desktop-addon-tests`
  mobile tests    NOT eligible   <- needs `run-mobile-addon-tests`

  ⚠ Without at least `prebuilds`, the overlay is never compiled — the PR
    goes green having built nothing against the new fabric.

A draft PR is its own ⚠: it routes nothing, so the overlay sits inert until the PR is marked ready. This is the same failure the misplaced-overlay warning in Step 3 describes — a green result that validated the old version — reached by a different route, so treat it with the same seriousness.

Present, then ask. Label every value (as given) or (derived: <source>) — that label is what lets the user catch a bad derivation, so never omit it. Render an anomaly (unknown ref, v<VERSION> already present) as a ⚠ row naming its consequence:

Phase A — confirm before proceeding:

  fabric version   10297.0.0    (derived: temp-10297 is untagged)
  validating ref   temp-10297   (derived: newest untagged release branch)
  resolves to      6a32c29a7    "<subject>"   <date>
  tag v10297.0.0   does not exist yet ✓  (Phase B creates it)
  target          validation branch  (default mode)

In --on-top-of-pr mode the last row names the PR instead, and the stage-eligibility report above is printed immediately below the block:

  target          PR #3352 on tetherto/qvac   (as given)
                  head QVAC-21981/abot-world @ a2d3265d  ->  base main

Then AskUserQuestion with exactly:

Proceed · Correct a value (say which) · Abort

The run does not start until Proceed is chosen — silence is not consent, and approval is required even when every value resolves cleanly. When a ⚠ is present, Proceed's description must name what is being accepted — an unlabelled PR means accepting that nothing will be compiled. If nothing yields a version, say which value is missing and stop; never guess one.

--on-top-of-pr: the working branch for Steps 1–4 is the PR's head branch — gh pr checkout <n> --repo tetherto/qvac. Do not rebase it. Rewriting a contributor's history is not this skill's business, and the overlay works from wherever the PR's head happens to sit. Everything in Steps 1–3 is otherwise identical, all 7 consumers included.

Step 1: Compute SHA512 of the fabric tarball

The fabric repo is public — no token needed. Use the /archive/ URL (what vcpkg fetches). Do NOT use gh api …/tarball/ — its differently-named top-level directory yields a different hash.

bash
curl -fsSL https://github.com/tetherto/qvac-fabric-llm.cpp/archive/<fabric-branch-or-commit>.tar.gz -o /tmp/fabric.tgz
vcpkg hash /tmp/fabric.tgz

Or let vcpkg print the expected hash on first failed fetch (intentionally wrong hash triggers it).

Step 2: Add shared overlay port

Copy ALL files from the registry port (tetherto/qvac-registry-vcpkg/ports/qvac-fabric/) into vcpkg-overlays/ports/qvac-fabric/ (repo root — vcpkg-overlays/ already exists, holding triplets/ and toolchains/). Then update portfile.cmake to point at the fabric branch/commit (NOT a tag — it doesn't exist yet):

cmake
vcpkg_from_github(
  OUT_SOURCE_PATH SOURCE_PATH
  REPO tetherto/qvac-fabric-llm.cpp
  REF <fabric-branch-or-commit>
  SHA512 <sha512>
)

Keep the call to those four arguments. The registry port carries no HEAD_REF, and fabric's default branch is master — so a copied-in HEAD_REF main is both an addition to the port you were told to copy verbatim and a wrong value.

The registry port's REF is parameterized as REF v${VERSION}; the overlay replaces it with the literal branch/commit precisely because no tag exists yet. Phase B restores the parameterized form by leaving the registry portfile's REF untouched.

Update vcpkg-overlays/ports/qvac-fabric/vcpkg.json with "version": "<VERSION>". (Overlays bypass version resolution entirely, so this version only needs to satisfy the consumers' existing version>= pin — the new <VERSION> is fine.) Copy any other files from the registry port too (e.g. android-vulkan-version.cmake if present).

Step 3: Add overlay-ports to all 7 consumers

In each packages/<consumer>/vcpkg-configuration.json, add:

json
"overlay-ports": ["../../vcpkg-overlays/ports"]

The path is relative to the vcpkg-configuration.json that declares it — hence two levels up out of packages/<consumer>/ and back down into vcpkg-overlays/ports. Same string for all 7.

If this path is wrong, nothing errors: vcpkg finds no overlay, silently resolves qvac-fabric from the registry, and you validate the OLD version while believing you tested the new one. Confirm the overlay is live by checking the install log for the overlay's <VERSION>.

Do NOT change default-registry.baseline.

Do NOT bump consumer vcpkg.json "version>=" in Phase A — that happens in Phase B. The overlay bypasses version resolution entirely; only the overlay port's own vcpkg.json version needs to match.

Step 4: Confirm changes with user before committing

git diff --stat must show exactly 9 files — the 7 packages/<consumer>/vcpkg-configuration.json plus vcpkg-overlays/ports/qvac-fabric/{portfile.cmake,vcpkg.json}. Anything else means something got swept in; in --on-top-of-pr mode that something is the PR author's own work.

Step 5: Commit and push to upstream branch (NOT fork)
bash
git push origin <branch>

origin = tetherto/qvac (cloned directly, not a fork). Push straight to origin.

--on-top-of-pr — one commit, and only the overlay in it

Phase B removes the overlay by reverting this commit, so its contents decide whether that revert is safe. Two halves, both required:

  • The commit holds those 9 files and nothing else. Consumer C++ fixes from Step 7 are real work that stays on the PR after the rollout — they go in separate commits. Fold a fix into the overlay commit and Phase B's revert silently removes the fix along with the overlay.

  • The message has to be findable and self-explanatory, because the next person to read it is whoever is triaging the PR:

    <TICKET> chore[notask]: overlay-validate the 7 fabric consumers against <fabric-ref>
    
    Rollout Phase A for the <feature> fabric change. Adds the shared qvac-fabric overlay
    port and points all 7 consumers at it, so they build against the fabric branch head
    before the tag exists and before anything is published to the registry.
    
    Consumer version>= pins are untouched — the overlay bypasses version resolution, so
    only the overlay port's own version matters here; bumping the pins is Phase B.
    default-registry.baseline is untouched in all 7.
    
    TEMPORARY. This commit is reverted by /rollout-phase-b --on-top-of-pr before the
    fabric dependency bump. The PR itself is meant to merge; this commit is not.
    
    Rollout-Overlay: qvac-fabric <VERSION> ref=<fabric-branch-or-commit> sha=<fabric-sha>

    The trailing Rollout-Overlay: line is functional metadata — it is what Phase B greps for. Keep it last and keep the prefix exact.

Do not copy DO NOT MERGE from a validation-branch commit. On a dedicated branch that marked the whole branch as throwaway. Here the PR is meant to merge; it is the overlay commit that must go first, and the wording above says so precisely.

Push to the PR's head branch, then print the resulting commit SHA — it is Phase B's input.

Show full SKILL.md (946 more words)Show less
Step 6: Trigger validation CI per consumer (workflow_dispatch)
bash
for w in embed-llamacpp fabric llm-llamacpp model-fit ocr-ggml translation-nmtcpp vla; do
  gh workflow run on-pr-$w.yml --repo tetherto/qvac --ref <validation-branch>
done
  • The workflow file for the vla-ggml consumer is on-pr-vla.yml (NOT on-pr-vla-ggml.yml). on-pr-fabric.yml and on-pr-model-fit.yml follow the standard naming — vla is the only exception.
  • Triage fabric first. It is the shared runtime addon the other consumers link against, so a break there usually explains failures in the rest; fixing it first avoids chasing the same root cause across six other runs.
  • Do NOT add stage labels to a validation PR — with prebuilds or any run-* label on it, every push re-runs ALL consumers (pull_request_target fires on each synchronize). workflow_dispatch is a trusted event in ci-router (no label needed, every stage enabled) and lets you re-run only the consumer(s) you actually changed. verified is not one of the labels to avoid adding or to add — ci-router reads only prebuilds, run-cpp-addon-tests, run-desktop-addon-tests and run-mobile-addon-tests; verified selects nothing.
  • A draft validation PR routes nothing at all. ci-router sets IS_AUTHORIZED=false when draft is true, so zero stages run however many labels are on it — labels on a draft buy no coverage. Mark it ready, or drive it by dispatch.
  • First pass: all seven. Later iterations: re-dispatch just the one(s) you touched.
  • A re-pin counts as touching all seven. Moving the overlay's REF/SHA512 changes the fabric every consumer builds against, so re-dispatching only fabric after one leaves the other six showing a stale green from the previous fabric ref, with nothing to say so. Nothing re-runs on this branch unless you dispatch it — there is no PR here, so no path filter is doing it for you.

Expected failures / flakes while monitoring:

  • merge-guard / validate-pr always fail on a no-PR dispatch branch — expected, ignore. (Not so in --on-top-of-pr mode: a real PR has a real title, so these pass and a failure is genuine.)
  • Known-flaky macOS and mobile device-farm jobs are typically non-blocking and orthogonal to a fabric change — confirm they're pre-existing / baseline-reproducible, retry the failed job (not the whole run), and don't chase them as rollout blockers.
--on-top-of-pr — do NOT dispatch; the push already triggered CI

The Step 5 push auto-triggers all 7 consumer workflows: the overlay commit edits every packages/<consumer>/vcpkg-configuration.json, which each on-pr-<consumer>.yml path-matches via packages/<consumer>/**. Monitor those runs. Dispatching as well would duplicate every run on the same ref.

Ask before adding labels. Step 0's eligibility report says which stages the PR is actually eligible for, and without prebuilds none of them compile anything. Adding labels changes the CI cost of someone else's PR, so present the report, ask, and add only what was approved. prebuilds alone gets the addon built against fabric; run-cpp-addon-tests / run-desktop-addon-tests / run-mobile-addon-tests add the test tiers (each of the latter two implies prebuilds).

Re-pinning the overlay re-triggers all 7 — paths: matches the whole PR, not the push. When you iterate by moving the overlay's REF/SHA512, a commit touching only vcpkg-overlays/ports/qvac-fabric/portfile.cmake still fires every consumer workflow. On a pull_request_target event GitHub evaluates paths: against the PR's cumulative changed-file set (base...head), not the delta of the push that triggered it — and Step 5's overlay commit already put all 7 packages/<consumer>/vcpkg-configuration.json into that set, so each on-pr-<consumer>.yml keeps matching on packages/<consumer>/** for the rest of the PR's life. Do not touch the 7 configs to force a rebuild, and do not dispatch the six: both add noise to someone else's PR for an effect you already have.

The same rule is why adding a label re-runs all 7 — a labeled event carries no file delta at all, yet the cumulative path match still holds. Verified on qvac#3725: commit 40a157675 changed two lines of the portfile and fired Fabric, Embed, LLM, Model Fit, NMTCPP, OCR-GGML and VLA.

This is the one place where the two modes genuinely diverge, so do not carry the default flow's instinct across: on a dispatch-driven validation branch there is no PR and no cumulative diff, so nothing re-runs unless you dispatch it — see the re-pin warning in Step 6 above.

Step 7: Fix consumer breaks

Apply C++ fixes (API drift, new failure modes) using the Edit tool — specific lines only. Never git checkout <branch> -- file.cpp (takes the whole file, causes regressions).

Watch for:

  • API drift — a fabric bump pulls a newer upstream llama.cpp/ggml whose API may have moved (renamed/relocated struct fields, changed signatures). Fix in the consumer addon.
  • Runtime behaviour shifts (perf, threading, init paths) — if an integration test now hits a timeout, calibrate the timeout with a comment explaining why; NEVER skip/disable the test. Guard new failure modes (e.g. an init call returning null) with a catchable error, not a segfault.

--on-top-of-pr: these fixes are real work that stays on the PR — commit them separately from the Step 5 overlay commit, never as an amend to it. That commit has to stay a pure overlay so Phase B can revert it without taking a fix with it.

Step 8: Update the fabric PR description with the validation runs

Once all consumers are green, add the validation CI runs to the fabric PR description — one bullet per consumer, all 7 listed, noting the head commit they validated:

- <consumer name>: <CI run link>

In --on-top-of-pr mode these are the target PR's own runs; name the PR and the head commit they validated, so a later reader can tell which fabric ref the green belongs to.

Step 9: Post Slack message when all consumers green
Hi Team, Please review the PR for <feature name>
Fabric PR: https://github.com/tetherto/qvac-fabric-llm.cpp/pull/<N>
Validation branch: <validation-branch> (consumer CI runs listed in the fabric PR description)

If a qvac validation PR was opened, add its link (Add on PR: https://github.com/tetherto/qvac/pull/<N>).

In --on-top-of-pr mode, replace the validation-branch line with the target PR and say the overlay is temporary, so nobody merges it by mistake:

Validated on: https://github.com/tetherto/qvac/pull/<N> (carries a TEMPORARY qvac-fabric
overlay commit — /rollout-phase-b reverts it before the dependency bump)

If you have no Slack access, print the message (with the links) to the console so the user can post it. Wait for lead to merge fabric PR before proceeding to /rollout-phase-b.

© tetherto, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in packages/ocr-ggml/.agent/skills/rollout-phase-a of tetherto/qvac.

Open the folder on GitHubat commit c3a6030

Compare with similar skills

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    Auto-check passed
  • Review C++ changes for string parameter and call-site efficiency conventions (std::stringview, std::string&&, const std::string&, const char, and TransparentStringMap lookup).

    681 GitHub stars~702 tokensUpdated yesterday
    Auto-check passed
  • Qv Addon Changelog

    tetherto/qvac

    Generate changelog entries for a target add-on package. An agent skill from tetherto/qvac.

    681 GitHub stars~1.7k tokensUpdated yesterday
    Auto-check passed

Questions about Rollout Phase A

What does Rollout Phase A do?

Phase A of a qvac-fabric rollout — set up overlay port and validate all 7 consumers against the fabric branch before publishing to the registry. Rollout Phase A is an agent skill from tetherto/qvac. Phase A of a qvac-fabric rollout — set up overlay port and validate all 7 consumers against the fabric branch before publishing to the registry.

When should I use Rollout Phase A?

Rollout Phase A fits situations like: AI & LLM Engineering work in your project.

How do I install Rollout Phase A in Claude Code?

Run `npx skills add tetherto/qvac --skill rollout-phase-a -a claude-code`. Or copy the skill folder (packages/ocr-ggml/.agent/skills/rollout-phase-a in tetherto/qvac) into .claude/skills/rollout-phase-a in your project. Claude Code loads it when a task matches its description.

How do I install Rollout Phase A in Codex?

Run `npx skills add tetherto/qvac --skill rollout-phase-a -a codex`. Or copy the skill folder (packages/ocr-ggml/.agent/skills/rollout-phase-a in tetherto/qvac) into .agents/skills/rollout-phase-a in your project. Codex loads it when a task matches its description.

Can I use Rollout Phase A in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add tetherto/qvac --skill rollout-phase-a -a cursor` (or -a -a, -a or -a for the others). To copy it by hand, put the folder in .cursor/skills/rollout-phase-a, .gemini/skills/rollout-phase-a, .github/skills/rollout-phase-a and .opencode/skills/rollout-phase-a in your project.

What does Rollout Phase A need to run?

Going by SKILL.md and its folder, Rollout Phase A needs the command-line tools its instructions call (git, gh and curl).

Does Rollout Phase A access the network?

SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Rollout Phase A safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Rollout Phase A use?

Rollout Phase A is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Rollout Phase A use?

About 5.3k tokens (SKILL.md is roughly 21k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Rollout Phase A?

Skills that share tags, products or a category with Rollout Phase A: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Rollout Phase A?

tetherto (a GitHub organization) maintains it in tetherto/qvac, which has 681 GitHub stars. The repository holds 50 skills in this directory. The repository was last updated on October 7, 2026.

Source: tetherto/qvac on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.