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docs(air-gapped): cover vLLM and SGLang safetensors checkpoints - #1993

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@Defilan Defilan commented Oct 11, 2026

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What

Adds a "vLLM and SGLang: safetensors checkpoints" section to docs/site/guides/air-gapped.md, and corrects stale statements on the same page.

  • Stage and verify: download one pinned commit, verify every file against the Hub's digests (hf cache verify, or a short stdlib-only Python script), build a sha256 manifest, verify again on the target, and check for custom code before transfer.
  • Option A: a static NFS PersistentVolume, a pre-bound PVC and a pvc:// directory source, with a complete PV / PVC / Model / InferenceService example (vLLM, Qwen/Qwen3-8B-FP8 pinned to a commit).
  • Option B: an internal S3-compatible store with an s3:// prefix, spec.files and spec.fileSha256 (using the Hub's real LFS digests), and spec.format: safetensors set explicitly.
  • Mirroring the runtime images and pinning digests through runtimeImages.*.
  • Gotchas: a memory-backed /dev/shm through spec.extraVolumes / spec.extraVolumeMounts for tensor parallel > 1, the vLLM served model name, HF_HUB_OFFLINE, and leaving skipModelInit unset.

Corrections elsewhere on the page: Step 3 uses the chart value controllerManager.caCertConfigMap instead of patching the Deployment; the note saying there is no Hugging Face repo-ID source was wrong (hf:// and bare org/repo exist but need Hub egress); a single-file pvc:// source can set spec.sha256; a new storage-strategy row.

Why

The guide only covered single GGUF files, so a cluster whose security policy blocks Hugging Face had no documented path for vLLM or SGLang, which serve a checkpoint directory.

Fixes #1992

How

Every behaviour claim was checked against the code: model_storage.go (pvc:// directory resolution), model_controller.go, deployment_builder.go, runtime_vllm.go / runtime_sglang.go, and the CRD validation rules. Some behaviour worth knowing that the section now documents:

  • spec.sha256 on a pvc:// directory fails the pod (the verify step refuses directories), and pvc:// with spec.files ends up Failed/InvalidFileSet, so a pvc:// checkpoint gets no in-cluster digest check; the guide points to the s3:// option when one is needed.
  • An oci:// source hands the runtime a file path inside the artifact rather than the tree root, so it does not fit safetensors today.
  • vLLM gets no --served-model-name unless extraArgs adds one, so its model id is otherwise the mount path.

Validation: every YAML block passes scripts/validate-samples.py, and all objects (PV, PVC, both Models, both InferenceServices) pass kubectl apply --dry-run=server against a local test API server loaded with config/crd/bases; two deliberately broken Models were rejected by the CRD rules. The verification script and the manifest / sha256sum -c commands were run against a real small Hub repo, including a tampered file and a branch name in place of a commit. make validate-samples (41) and make check-agents-md pass.

AI assistance: drafted and verified with Claude Code (Claude Opus) under the maintainer's direction; the maintainer owns review.

Checklist

  • Tests added/updated (docs only)
  • make test passes locally (docs only, not run)
  • make lint passes locally (docs only, not run)
  • Commit messages follow conventional commits
  • All commits are signed off (git commit -s) per DCO
  • AI assistance (if any) is disclosed above, per CONTRIBUTING.md
  • Documentation updated (if user-facing change)

@codecov

codecov Bot commented Oct 11, 2026

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Codecov Report

✅ All modified and coverable lines are covered by tests.

📢 Thoughts on this report? Let us know!

The air-gapped guide only showed single GGUF files, so a cluster whose
security policy blocks Hugging Face had no documented path for vLLM or
SGLang, which serve a checkpoint directory. Add a section covering the
download, Hub-digest verification and transfer workflow, a pvc://
directory source on a static PV, an internal s3:// prefix with
spec.files and spec.fileSha256, runtime image mirroring with
runtimeImages.*, and the /dev/shm, served-model-name and custom-code
gotchas.

Also correct stale statements nearby: the chart now exposes
controllerManager.caCertConfigMap, hf:// and bare repo sources exist
but need Hub egress, and a single-file pvc:// source can set
spec.sha256.

Signed-off-by: Christopher Maher <chris@mahercode.io>
@Defilan
Defilan force-pushed the docs/air-gapped-vllm-safetensors branch from d5a1b17 to 9922e29 Compare October 11, 2026 16:20
@Defilan
Defilan merged commit 4d3fa70 into defilantech:main Oct 11, 2026
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@github-actions github-actions Bot mentioned this pull request Oct 11, 2026
hbjydev pushed a commit to hbjydev/phoebe that referenced this pull request Oct 20, 2026
… 0.10.4) (#885)

This PR contains the following updates:

| Package | Update | Change |
|---|---|---|
| [ghcr.io/defilantech/charts/llmkube](https://github.com/defilantech/LLMKube) | patch | `0.10.2` → `0.10.4` |

---

### Release Notes

<details>
<summary>defilantech/LLMKube (ghcr.io/defilantech/charts/llmkube)</summary>

### [`v0.10.4`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0104-2026-10-16)

[Compare Source](defilantech/LLMKube@v0.10.3...v0.10.4)

##### Features

- **agent:** cap the bytes a single Model download may write ([#&#8203;2088](defilantech/LLMKube#2088)) ([3852411](defilantech/LLMKube@3852411))
- **api:** endpoint API key and externalTrafficPolicy for InferenceService ([#&#8203;2043](defilantech/LLMKube#2043)) ([27a9214](defilantech/LLMKube@27a9214))
- **controller:** detect a stalled watch path with a lease canary, bounded reconciles and stall alerts ([#&#8203;2072](defilantech/LLMKube#2072)) ([d00e0cf](defilantech/LLMKube@d00e0cf))
- **controller:** detect keyed pool siblings and vLLM env-var keys in ModelRouter ([#&#8203;2068](defilantech/LLMKube#2068)) ([78889f0](defilantech/LLMKube@78889f0))
- **controller:** detect ModelRouter backends keyed through --api-key on the command line ([#&#8203;2063](defilantech/LLMKube#2063)) ([3674acc](defilantech/LLMKube@3674acc))
- **controller:** stage HF mirror repos with spec.files and expand globs from the repo listing ([#&#8203;2071](defilantech/LLMKube#2071)) ([9e5d7d3](defilantech/LLMKube@9e5d7d3))

##### Bug Fixes

- **agent:** health restarts stop the unhealthy engine first, wait for repeated failures, and back off ([#&#8203;2090](defilantech/LLMKube#2090)) ([407e02e](defilantech/LLMKube@407e02e))
- **agent:** keep a Metal service running when its Model lookup fails transiently ([#&#8203;2089](defilantech/LLMKube#2089)) ([e22eeab](defilantech/LLMKube@e22eeab))
- **controller:** merge DRA pod scheduling fields and reject multiNode with resourceClaims ([#&#8203;2062](defilantech/LLMKube#2062)) ([9319745](defilantech/LLMKube@9319745))
- no device-plugin GPU limit when a Model uses DRA resourceClaims ([#&#8203;2060](defilantech/LLMKube#2060)) ([8c3e434](defilantech/LLMKube@8c3e434))

##### Documentation

- APISIX in front of LLMKube ([#&#8203;2053](defilantech/LLMKube#2053)) ([16286c6](defilantech/LLMKube@16286c6))
- **metal:** fix install commands and update the quickstart for relay mode ([#&#8203;2087](defilantech/LLMKube#2087)) ([8bc7c6f](defilantech/LLMKube@8bc7c6f))
- use an extension-less link in the GPU fault guide ([#&#8203;2056](defilantech/LLMKube#2056)) ([780e710](defilantech/LLMKube@780e710))

### [`v0.10.3`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0103-2026-10-13)

[Compare Source](defilantech/LLMKube@v0.10.2...v0.10.3)

##### Features

- **api:** accept SGLang's Blackwell attention backends; flag flash_attn ([#&#8203;2033](defilantech/LLMKube#2033)) ([2385fd4](defilantech/LLMKube@2385fd4))
- **chart:** alert on GPU faults the device plugin ignores ([#&#8203;2031](defilantech/LLMKube#2031)) ([e4697ef](defilantech/LLMKube@e4697ef))
- **controller:** add opt-in vLLM engine-stall liveness probe ([#&#8203;2022](defilantech/LLMKube#2022)) ([429434a](defilantech/LLMKube@429434a))
- **controller:** apply the Model's HF_ENDPOINT mirror to runtime downloads ([#&#8203;2039](defilantech/LLMKube#2039)) ([cbececa](defilantech/LLMKube@cbececa))
- **controller:** stall-aware liveness for SGLang pods; share the detector ([#&#8203;2029](defilantech/LLMKube#2029)) ([212b014](defilantech/LLMKube@212b014))
- **router:** serve POST /v1/completions on the router-proxy ([#&#8203;2019](defilantech/LLMKube#2019)) ([1724a02](defilantech/LLMKube@1724a02))

##### Bug Fixes

- **controller:** bind SGLang dual-stack so it can become Ready on IPv4 clusters ([#&#8203;2028](defilantech/LLMKube#2028)) ([7d87c7e](defilantech/LLMKube@7d87c7e))
- **controller:** bound multiNode recreates and keep the failure evidence ([#&#8203;1996](defilantech/LLMKube#1996)) ([3331610](defilantech/LLMKube@3331610))
- **controller:** refuse to overwrite or delete a same-name HPA ([#&#8203;2010](defilantech/LLMKube#2010)) ([09affe5](defilantech/LLMKube@09affe5))
- **controller:** report a missing CA ConfigMap instead of wedging pods ([#&#8203;1995](defilantech/LLMKube#1995)) ([c624e02](defilantech/LLMKube@c624e02))
- **controller:** report AutoscalingReady=True when the HPA is managed ([#&#8203;2012](defilantech/LLMKube#2012)) ([b877ee5](defilantech/LLMKube@b877ee5))
- **controller:** split reconcileMultiNodeGroup under the gocyclo limit ([#&#8203;2000](defilantech/LLMKube#2000)) ([023a5c4](defilantech/LLMKube@023a5c4))
- **controller:** stop the prefetch status loop while the CA ConfigMap is missing ([#&#8203;2037](defilantech/LLMKube#2037)) ([b0b3cc6](defilantech/LLMKube@b0b3cc6))
- **foreman-agent:** make the repo package's git env hermetic and forward GIT_CONFIG\_\* ([#&#8203;2014](defilantech/LLMKube#2014)) ([62837d9](defilantech/LLMKube@62837d9))
- **router:** compile AgentGateway mode against Gateway API Inference Extension v1 ([#&#8203;1990](defilantech/LLMKube#1990)) ([ce817ba](defilantech/LLMKube@ce817ba))
- **router:** refuse to adopt same-name router-proxy objects ([#&#8203;2008](defilantech/LLMKube#2008)) ([e8f190a](defilantech/LLMKube@e8f190a))
- **router:** remove router-proxy objects for routers not in Proxy mode ([#&#8203;2006](defilantech/LLMKube#2006)) ([c04f824](defilantech/LLMKube@c04f824))
- **router:** stop truncating streams at the header timeout; quarantine stalled streams ([#&#8203;2026](defilantech/LLMKube#2026)) ([c4335c9](defilantech/LLMKube@c4335c9))
- **router:** time only upstream silence in the stream idle guard ([#&#8203;2035](defilantech/LLMKube#2035)) ([933426c](defilantech/LLMKube@933426c))

##### Documentation

- **air-gapped:** cover vLLM and SGLang safetensors checkpoints ([#&#8203;1993](defilantech/LLMKube#1993)) ([4d3fa70](defilantech/LLMKube@4d3fa70))
- replace deprecated Strix Halo GTT sizing with TTM parameters ([#&#8203;2003](defilantech/LLMKube#2003)) ([09d8d73](defilantech/LLMKube@09d8d73))

</details>

---

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🚦 **Automerge**: Disabled by config. Please merge this manually once you are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update again.

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---

This PR has been generated by [Mend Renovate CLI](https://github.com/renovatebot/renovate).
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Reviewed-on: https://git.hayden.moe/hayden/phoebe/pulls/885
eleboucher pushed a commit to eleboucher/homelab that referenced this pull request Oct 31, 2026
…0.10.15) (#2331)

This PR contains the following updates:

| Package | Type | Update | Change |
|---|---|---|---|
| [ghcr.io/defilantech/charts/llmkube](https://github.com/defilantech/LLMKube) | HelmChart | patch | `0.10.2` → `0.10.15` |

---

> ⚠️ **Warning**
>
> Some dependencies could not be looked up. Check the [Dependency Dashboard](issues/567) for more information.

---

### Release Notes

<details>
<summary>defilantech/LLMKube (ghcr.io/defilantech/charts/llmkube)</summary>

### [`v0.10.15`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#01015-2026-10-31)

[Compare Source](defilantech/LLMKube@v0.10.14...v0.10.15)

##### Features

- **agent:** add --engine-env-passthrough to pass named variables to Metal engines ([6d4fba0](defilantech/LLMKube@6d4fba0))
- **agent:** give Metal engines an allowlisted environment (fixes [#&#8203;2314](defilantech/LLMKube#2314)) ([6d4fba0](defilantech/LLMKube@6d4fba0))
- **foreman:** select the forge provider by name, remote host, or default ([#&#8203;2292](defilantech/LLMKube#2292)) ([239411a](defilantech/LLMKube@239411a))
- **foreman:** stream in-turn generation progress ([#&#8203;2313](defilantech/LLMKube#2313)) ([3d57743](defilantech/LLMKube@3d57743))
- **metal-agent:** read only marked Secrets through sourceSecretRef (fixes [#&#8203;1956](defilantech/LLMKube#1956)) ([eaecad3](defilantech/LLMKube@eaecad3))
- **metal:** limit the metal-agent's Service and EndpointSlice writes by admission policy ([#&#8203;2319](defilantech/LLMKube#2319)) ([a8ea5bf](defilantech/LLMKube@a8ea5bf))
- **release:** publish a Homebrew cask for the metal-agent ([#&#8203;2234](defilantech/LLMKube#2234)) ([1b29497](defilantech/LLMKube@1b29497))
- **router:** mirror requests to the other backends of a shadow rule (fixes [#&#8203;2327](defilantech/LLMKube#2327)) ([40266ab](defilantech/LLMKube@40266ab))

##### Bug Fixes

- **agent:** pin the exact powermetrics argument vector in sudoers ([d28c55f](defilantech/LLMKube@d28c55f))
- **controller:** treat a ModelPool resident removed from spec.members as gone ([#&#8203;2310](defilantech/LLMKube#2310)) ([87464ad](defilantech/LLMKube@87464ad))
- **foreman:** bound the Metal engine port read from the agent's EndpointSlice ([#&#8203;2321](defilantech/LLMKube#2321)) ([75837e3](defilantech/LLMKube@75837e3))
- **metal-agent:** re-check a refused InferenceService on a backoff (fixes [#&#8203;2329](defilantech/LLMKube#2329)) ([6f65b30](defilantech/LLMKube@6f65b30))
- **metal-agent:** re-issue an ingress certificate the Mac's clock no longer accepts ([7e7fbaa](defilantech/LLMKube@7e7fbaa))
- **metal-agent:** read sourceSecretRef from the Model's namespace ([eaecad3](defilantech/LLMKube@eaecad3))
- **metal-agent:** retry a start that hit a transient source Secret read error ([5e13d5c](defilantech/LLMKube@5e13d5c))
- **metal-agent:** retry a transient remote size probe failure without refusing (fixes [#&#8203;2326](defilantech/LLMKube#2326)) ([5e13d5c](defilantech/LLMKube@5e13d5c))
- **metal:** bind MetalNode Reachable to the Mac with a UID-named certificate (refs [#&#8203;2265](defilantech/LLMKube#2265)) ([7e7fbaa](defilantech/LLMKube@7e7fbaa))
- **metal:** expire a MetalNode Reachable result no check has renewed (refs [#&#8203;2265](defilantech/LLMKube#2265)) ([7e7fbaa](defilantech/LLMKube@7e7fbaa))
- **metal:** read MetalNode verifier finish times on the controller's clock (refs [#&#8203;2265](defilantech/LLMKube#2265)) ([7e7fbaa](defilantech/LLMKube@7e7fbaa))
- **metal:** trust only the reported certificate in the MetalNode dial-back ([7e7fbaa](defilantech/LLMKube@7e7fbaa))
- preserve Foreman audit and transcript records per attempt ([#&#8203;2311](defilantech/LLMKube#2311)) ([3e838f9](defilantech/LLMKube@3e838f9))
- **router:** dispatch only to backends with a rule's required capabilities (fixes [#&#8203;2328](defilantech/LLMKube#2328)) ([e533192](defilantech/LLMKube@e533192))
- **router:** honor the weighted rule strategy on the Proxy data plane (fixes [#&#8203;2325](defilantech/LLMKube#2325)) ([7b34a43](defilantech/LLMKube@7b34a43))

##### Documentation

- **macos:** explain why Login Items lists the agent as Defilan Technologies LLC ([#&#8203;2307](defilantech/LLMKube#2307)) ([5b5e17e](defilantech/LLMKube@5b5e17e))
- move Foreman stream guide before references ([#&#8203;2322](defilantech/LLMKube#2322)) ([d856cb1](defilantech/LLMKube@d856cb1))
- **upgrade:** a MetalNode is Reachable only when the Mac's metal-agent reports an ingress certificate naming its MetalNode. After upgrading the controller, every Mac shows Reachable=False with reason AgentUpgradeRequired, and its hostIP is cleared, until its metal-agent is upgraded too; upgrade the agents promptly. Nothing routes to hostIP yet, so serving is unaffected. The dial-back verifier image's curl must be 7.57 or later with a TLS library that accepts a self-signed certificate as its own trust anchor; the default curlimages/curl image does. ([7e7fbaa](defilantech/LLMKube@7e7fbaa))
- **upgrade:** Metal engines now inherit only PATH, HOME, USER, LOGNAME, TMPDIR, LANG, TZ, LC\_\*, HF_HOME and HF_HUB_CACHE from the agent's environment, plus the variables the agent sets for each runtime. If an engine relies on another variable from the agent's launchd environment (for example a GGML or MLX tuning variable, or proxy settings for llama-server's own `-hf` download), list it in `--engine-env-passthrough`. Engines adopted from a previous agent process keep their old environment until they restart; run `llmkube-metal-agent stop-engines` after the bootout to apply it at once. ([6d4fba0](defilantech/LLMKube@6d4fba0))
- **upgrade:** on the Proxy data plane, a ModelRouter rule with match.requiredCapabilities now sends requests only to the backends that advertise all of them, under every strategy. A primary-fallback rule no longer sends to, or falls back to, a backend that lacks them; when every capable backend fails, the request fails instead of landing on an incapable one. ([e533192](defilantech/LLMKube@e533192))
- **upgrade:** on the Proxy data plane, ModelRouter rules with strategy: shadow now send a copy of each request to the rule's other backends, including external ones, which bill those requests. A shadow rule with one backend now fails validation, and one that mirrors to a ModelPool member fails the compile and keeps the previous config. ([40266ab](defilantech/LLMKube@40266ab))
- **upgrade:** on the Proxy data plane, ModelRouter rules with strategy: weighted now split requests by backend weight instead of sending all of them to the first backend. weight: 0 drains a backend, matching the Gateway data plane. A weighted rule whose backends cannot take traffic now fails validation, and a weighted rule across two members of one ModelPool fails the compile and keeps the previous config. ([7b34a43](defilantech/LLMKube@7b34a43))
- **upgrade:** the Metal agent now reads a Model's spec.sourceSecretRef only when the Secret is labeled inference.llmkube.dev/model-source-credentials=true; otherwise the InferenceService is refused with SourceSecretNotAllowed. Before upgrading the agent, label each credentials Secret your Metal Models use: `kubectl label secret <name> -n <namespace> inference.llmkube.dev/model-source-credentials=true`. For one release, `--allow-unlabeled-source-secrets` keeps the old behavior with a warning; it is deprecated. A Hugging Face source whose Secret cannot be read is now refused instead of downloading anonymously. ([eaecad3](defilantech/LLMKube@eaecad3))
- **upgrade:** the powermetrics sudoers rule now names the exact command line the agent runs, with the sampling interval rendered in. Upgrading the agent does not change an installed /etc/sudoers.d/llmkube-powermetrics: on hosts that installed it, re-run `make install-powermetrics-sudo` (with `APPLE_POWER_INTERVAL_MS=<ms>` if the agent uses a non-default `--apple-power-interval`), then check with `sudo -ln | grep powermetrics` that the rule ends in `-i` followed by a number. ([d28c55f](defilantech/LLMKube@d28c55f))

### [`v0.10.14`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#01014-2026-10-29)

[Compare Source](defilantech/LLMKube@v0.10.13...v0.10.14)

##### Features

- **cli:** send the endpoint API key from llmkube benchmark ([#&#8203;2297](defilantech/LLMKube#2297)) ([df2e008](defilantech/LLMKube@df2e008))
- **router:** add spec.proxy.drainTimeout for the router-proxy shutdown ([#&#8203;2304](defilantech/LLMKube#2304)) ([113e009](defilantech/LLMKube@113e009))
- **router:** opt-in client address and caller header on the audit log ([#&#8203;2288](defilantech/LLMKube#2288)) ([4d1faac](defilantech/LLMKube@4d1faac))

##### Bug Fixes

- **controller:** keep a ModelPool resident the router re-activates during a reclaim ([#&#8203;2290](defilantech/LLMKube#2290)) ([857daf2](defilantech/LLMKube@857daf2))
- **controller:** remove a key dropped from podLabels or podAnnotations from the pods ([#&#8203;2289](defilantech/LLMKube#2289)) ([ca5df08](defilantech/LLMKube@ca5df08))
- **foreman:** route the remaining GitHub-only paths through the forge seams ([#&#8203;2291](defilantech/LLMKube#2291)) ([a333270](defilantech/LLMKube@a333270))
- **metrics:** each binary serves only the metrics it records ([#&#8203;2296](defilantech/LLMKube#2296)) ([de8ca21](defilantech/LLMKube@de8ca21))

##### Documentation

- **modelpool:** leave member replicas out of GitOps manifests ([#&#8203;2300](defilantech/LLMKube#2300)) ([bcbc357](defilantech/LLMKube@bcbc357))

### [`v0.10.13`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#01013-2026-10-28)

[Compare Source](defilantech/LLMKube@v0.10.12...v0.10.13)

##### Features

- **agent:** add the llmkube-metal-agent stop-engines command ([2cd2ec9](defilantech/LLMKube@2cd2ec9))
- **agent:** keep Metal engines serving across metal-agent restarts and adopt them on startup (refs [#&#8203;2079](defilantech/LLMKube#2079)) ([2cd2ec9](defilantech/LLMKube@2cd2ec9))
- **release:** sign and notarize the macOS release binaries ([#&#8203;2233](defilantech/LLMKube#2233)) ([f5ff962](defilantech/LLMKube@f5ff962))
- **router:** podLabels and podAnnotations for router-proxy pods ([#&#8203;2285](defilantech/LLMKube#2285)) ([a736e18](defilantech/LLMKube@a736e18))
- **router:** publish per-backend modalities and context length on /v1/models ([#&#8203;2249](defilantech/LLMKube#2249)) ([2887f54](defilantech/LLMKube@2887f54))

##### Bug Fixes

- apply CRDs server-side in make install and make deploy ([#&#8203;2275](defilantech/LLMKube#2275)) ([edaa4f7](defilantech/LLMKube@edaa4f7))
- **chart:** leave --init-container-user off when its value is unset ([#&#8203;2286](defilantech/LLMKube#2286)) ([ac541db](defilantech/LLMKube@ac541db))
- **cli:** pin only single-writer claims and make the cache pod image configurable ([#&#8203;2178](defilantech/LLMKube#2178)) ([2fe250b](defilantech/LLMKube@2fe250b))
- **controller:** annotate router-proxy pods for scraping under --emit-scrape-annotations ([#&#8203;2268](defilantech/LLMKube#2268)) ([07fb7f4](defilantech/LLMKube@07fb7f4))
- **controller:** chown the cache root to the init container's uid when fsGroup is off ([#&#8203;2273](defilantech/LLMKube#2273)) ([c9d86ad](defilantech/LLMKube@c9d86ad))
- **controller:** create no HPA for multiNode services ([#&#8203;2272](defilantech/LLMKube#2272)) ([c8d6f76](defilantech/LLMKube@c8d6f76))
- **controller:** delete FUSE stager Jobs in the foreground without the feature-gated field ([#&#8203;2269](defilantech/LLMKube#2269)) ([e439f60](defilantech/LLMKube@e439f60))
- **controller:** make FUSE model-cache staging safe across stagers and serving pods ([#&#8203;2276](defilantech/LLMKube#2276)) ([6c7c1fe](defilantech/LLMKube@6c7c1fe))
- **controller:** point the router-proxy Service at the port the proxy listens on ([#&#8203;2280](defilantech/LLMKube#2280)) ([1c69118](defilantech/LLMKube@1c69118))
- **controller:** run the stall-probe tests on a fake clock ([#&#8203;2267](defilantech/LLMKube#2267)) ([661856a](defilantech/LLMKube@661856a))
- **router:** tell client cancellations, upstream errors and timeouts apart ([#&#8203;2284](defilantech/LLMKube#2284)) ([3a2ea74](defilantech/LLMKube@3a2ea74))
- use vLLM's real TurboQuant KV cache types in the sample and docs ([#&#8203;2270](defilantech/LLMKube#2270)) ([3b4ffb6](defilantech/LLMKube@3b4ffb6))

##### Documentation

- **upgrade:** metal-agent engines now keep running when the agent stops and the next agent adopts them. To roll back to an older agent, run `launchctl bootout gui/$(id -u)/com.llmkube.metal-agent` and then `llmkube-metal-agent stop-engines` with the current binary before installing the older one, or every model is loaded twice. `make uninstall-metal-agent` stops the engines for you. Adopted engines keep the flags they started with; run stop-engines after the bootout to apply new defaults. ([2cd2ec9](defilantech/LLMKube@2cd2ec9))

### [`v0.10.12`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#01012-2026-10-27)

[Compare Source](defilantech/LLMKube@v0.10.11...v0.10.12)

##### Features

- **api:** add MetalNode, verified by a controller dial-back, with the agent reporting through its Lease ([#&#8203;2235](defilantech/LLMKube#2235)) ([fccc1bc](defilantech/LLMKube@fccc1bc))
- **cli:** add llmkube metal join and leave, with agent token renewal ([#&#8203;2246](defilantech/LLMKube#2246)) ([b1f6602](defilantech/LLMKube@b1f6602))
- **cli:** add llmkube metal token create and metal remove ([#&#8203;2236](defilantech/LLMKube#2236)) ([f54414a](defilantech/LLMKube@f54414a))

##### Bug Fixes

- **controller:** keep a ModelPool activation while its member is held at zero ([#&#8203;2241](defilantech/LLMKube#2241)) ([8fc4143](defilantech/LLMKube@8fc4143))
- **controller:** map sglangConfig.enablePrefixCaching onto --disable-radix-cache ([#&#8203;2259](defilantech/LLMKube#2259)) ([d499aa4](defilantech/LLMKube@d499aa4))
- **controller:** stage under the cache lock when the init image's stat has no -f ([#&#8203;2260](defilantech/LLMKube#2260)) ([52241de](defilantech/LLMKube@52241de))
- **router:** list each backend on /v1/models under the id BackendNameMatch routes ([#&#8203;2257](defilantech/LLMKube#2257)) ([4627cfc](defilantech/LLMKube@4627cfc))
- **router:** report moves off a quarantined pod as reason="quarantined" instead of reason="not_ready" ([faa7a5f](defilantech/LLMKube@faa7a5f))
- **router:** rewrite vLLM and SGLang backends to the name they serve ([#&#8203;2258](defilantech/LLMKube#2258)) ([3d39111](defilantech/LLMKube@3d39111))
- validate multi-file cache staging on shared volumes ([#&#8203;2185](defilantech/LLMKube#2185)) ([e6eab85](defilantech/LLMKube@e6eab85))

### [`v0.10.11`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#01011-2026-10-25)

[Compare Source](defilantech/LLMKube@v0.10.10...v0.10.11)

##### Features

- **api:** accept fp8, float16 and bfloat16 in vllmConfig.kvCacheDtype ([#&#8203;2227](defilantech/LLMKube#2227)) ([31eb943](defilantech/LLMKube@31eb943))
- **api:** add spec.imagePullPolicy to InferenceService ([#&#8203;2208](defilantech/LLMKube#2208)) ([ec54d28](defilantech/LLMKube@ec54d28))
- **controller:** move the SGLang defaults to v0.5.22 and report removed attention backends ([#&#8203;2221](defilantech/LLMKube#2221)) ([33f9bb1](defilantech/LLMKube@33f9bb1))
- **controller:** move the vLLM default to v0.32.0 and check every flag against it ([#&#8203;2223](defilantech/LLMKube#2223)) ([0144a4c](defilantech/LLMKube@0144a4c))
- **controller:** run every llama.cpp default from one pinned build, b11854 ([#&#8203;2220](defilantech/LLMKube#2220)) ([052840e](defilantech/LLMKube@052840e))
- **router:** weigh LoadAware placement by estimated prefill tokens in flight ([#&#8203;2193](defilantech/LLMKube#2193)) ([a33735c](defilantech/LLMKube@a33735c))

##### Bug Fixes

- **controller:** render vllmConfig.speculative as --speculative-config ([#&#8203;2210](defilantech/LLMKube#2210)) ([191dcbd](defilantech/LLMKube@191dcbd))
- **controller:** report sglangConfig tool-call parsers SGLang does not register ([#&#8203;2228](defilantech/LLMKube#2228)) ([90fed2e](defilantech/LLMKube@90fed2e))

### [`v0.10.10`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#01010-2026-10-24)

[Compare Source](defilantech/LLMKube@v0.10.9...v0.10.10)

##### Features

- **controller:** add --model-cache-prep to skip the root cache prep ([#&#8203;2206](defilantech/LLMKube#2206)) ([8bcb973](defilantech/LLMKube@8bcb973))
- **router:** compile dataPlane: AgentGateway to AgentgatewayModel ([#&#8203;2162](defilantech/LLMKube#2162)) ([26b1ef4](defilantech/LLMKube@26b1ef4))

##### Bug Fixes

- **controller:** report a prefetch as downloading while its downloader runs ([#&#8203;2207](defilantech/LLMKube#2207)) ([7699514](defilantech/LLMKube@7699514))
- **router:** let every waiter of a failed ModelPool swap see its outcome ([#&#8203;2203](defilantech/LLMKube#2203)) ([b95db62](defilantech/LLMKube@b95db62))

### [`v0.10.9`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0109-2026-10-23)

[Compare Source](defilantech/LLMKube@v0.10.8...v0.10.9)

##### Features

- **api:** affinity and topology spread for the router proxy, rolling without surge under hard placement ([#&#8203;2200](defilantech/LLMKube#2200)) ([3a61700](defilantech/LLMKube@3a61700))
- **router:** proxy the Anthropic Messages API like chat completions ([#&#8203;2201](defilantech/LLMKube#2201)) ([86223aa](defilantech/LLMKube@86223aa))

##### Bug Fixes

- **router:** retry stale keep-alive connections and quarantine a pod only after two failures ([#&#8203;2197](defilantech/LLMKube#2197)) ([b279053](defilantech/LLMKube@b279053))

### [`v0.10.8`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0108-2026-10-23)

[Compare Source](defilantech/LLMKube@v0.10.7...v0.10.8)

##### Features

- **api:** type the vLLM tool-call and reasoning parsers and admit GLM on SGLang ([#&#8203;2168](defilantech/LLMKube#2168)) ([fd64c72](defilantech/LLMKube@fd64c72))
- **controller:** add InferenceService spec.hubOffline for serving pods ([#&#8203;2188](defilantech/LLMKube#2188)) ([a911cb2](defilantech/LLMKube@a911cb2))
- **controller:** keep 3 old ReplicaSets for LLMKube-managed Deployments by default ([#&#8203;2182](defilantech/LLMKube#2182)) ([5e1722f](defilantech/LLMKube@5e1722f))
- **router:** honour endpoint nodePort and externalTrafficPolicy, add proxy runtimeClassName ([#&#8203;2183](defilantech/LLMKube#2183)) ([a8f9e57](defilantech/LLMKube@a8f9e57))
- **router:** on pools under 3 pods, move a session only when its pod is KV-full ([#&#8203;2192](defilantech/LLMKube#2192)) ([f9b934c](defilantech/LLMKube@f9b934c))
- **router:** remember LoadAware sessions and move them only under real pressure ([#&#8203;2180](defilantech/LLMKube#2180)) ([1e8ce5a](defilantech/LLMKube@1e8ce5a))

##### Bug Fixes

- **router:** answer a ModelPool swap past swapBudget with 503 and Retry-After ([#&#8203;2181](defilantech/LLMKube#2181)) ([7c0d84e](defilantech/LLMKube@7c0d84e))
- **router:** release request bodies once sent and raise the proxy's default memory limit ([#&#8203;2196](defilantech/LLMKube#2196)) ([140fd6b](defilantech/LLMKube@140fd6b))

### [`v0.10.7`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0107-2026-10-23)

[Compare Source](defilantech/LLMKube@v0.10.6...v0.10.7)

##### Features

- **chart:** install the metal-agent RBAC from the Helm chart ([#&#8203;2165](defilantech/LLMKube#2165)) ([521e502](defilantech/LLMKube@521e502))
- **controller:** roll a multi-replica GPU service one pod at a time ([#&#8203;2164](defilantech/LLMKube#2164)) ([c4073cf](defilantech/LLMKube@c4073cf))
- **router:** load-aware, session-sticky placement for endpoint backends ([#&#8203;2166](defilantech/LLMKube#2166)) ([74cfb0e](defilantech/LLMKube@74cfb0e))
- **router:** the router proxy tracks endpoint backends' pods itself ([#&#8203;2159](defilantech/LLMKube#2159)) ([57070e1](defilantech/LLMKube@57070e1))

### [`v0.10.6`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0106-2026-10-22)

[Compare Source](defilantech/LLMKube@v0.10.5...v0.10.6)

##### Features

- **controller:** prefetch per cache claim, gated by the InferenceService ([#&#8203;2138](defilantech/LLMKube#2138)) ([d76f398](defilantech/LLMKube@d76f398))
- **router:** per-backend Endpoint Picker for dataPlane: AgentGateway ([#&#8203;2157](defilantech/LLMKube#2157)) ([c1bbe28](defilantech/LLMKube@c1bbe28))

##### Bug Fixes

- **cli:** read the model cache from its own pod in cache list ([#&#8203;2154](defilantech/LLMKube#2154)) ([996abe9](defilantech/LLMKube@996abe9))
- **controller:** refuse to repoint a same-name Service ([#&#8203;2149](defilantech/LLMKube#2149)) ([7965a1b](defilantech/LLMKube@7965a1b))
- **hf-listing:** read a tree size only when it is a whole number of bytes ([#&#8203;2153](defilantech/LLMKube#2153)) ([6e6723d](defilantech/LLMKube@6e6723d))
- **model:** report the staged total instead of status.size "0" ([#&#8203;2150](defilantech/LLMKube#2150)) ([f6710e7](defilantech/LLMKube@f6710e7))

### [`v0.10.5`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0105-2026-10-21)

[Compare Source](defilantech/LLMKube@v0.10.4...v0.10.5)

##### Features

- add make gate and make test-affected, a cached parallel round gate ([#&#8203;2106](defilantech/LLMKube#2106)) ([e971675](defilantech/LLMKube@e971675))
- **agent:** admit Metal models against memory already committed to running engines (closes [#&#8203;2080](defilantech/LLMKube#2080)) ([d2d2d43](defilantech/LLMKube@d2d2d43))
- **agent:** record each engine the metal-agent starts in the state directory (refs [#&#8203;2079](defilantech/LLMKube#2079)) ([0224d51](defilantech/LLMKube@0224d51))
- **controller:** add spec.startupTimeout for a bigger startup probe budget ([#&#8203;2129](defilantech/LLMKube#2129)) ([df0e9cd](defilantech/LLMKube@df0e9cd))
- **controller:** set fsGroupChangePolicy OnRootMismatch with the default fsGroup (closes [#&#8203;2058](defilantech/LLMKube#2058)) ([2bd4538](defilantech/LLMKube@2bd4538))

##### Bug Fixes

- **agent:** escalate to SIGKILL when stopping an engine the agent did not spawn ([0224d51](defilantech/LLMKube@0224d51))
- **agent:** keep the pressure block when an eviction teardown completed ([#&#8203;2107](defilantech/LLMKube#2107)) ([fd9ab77](defilantech/LLMKube@fd9ab77))
- **agent:** replace a hung oMLX daemon instead of starting a second one ([#&#8203;2105](defilantech/LLMKube#2105)) ([a16c348](defilantech/LLMKube@a16c348))
- **agent:** restart services evicted under memory pressure once memory recovers ([#&#8203;2093](defilantech/LLMKube#2093)) ([3db0ecc](defilantech/LLMKube@3db0ecc))
- answer 400 for request bodies that are not valid JSON ([#&#8203;2075](defilantech/LLMKube#2075)) ([d9826ff](defilantech/LLMKube@d9826ff))
- **chart:** fail fast on shared cache without default storageclass and support existingClaim ([#&#8203;2016](defilantech/LLMKube#2016)) ([#&#8203;2114](defilantech/LLMKube#2114)) ([c4f7f3d](defilantech/LLMKube@c4f7f3d))
- **chart:** gate llama.cpp InferenceAdmissionStalled on decode progress ([#&#8203;2065](defilantech/LLMKube#2065)) ([5b2f45d](defilantech/LLMKube@5b2f45d))
- **cli:** make cache clear and delete --purge-cache remove entries ([#&#8203;2134](defilantech/LLMKube#2134)) ([2b668e2](defilantech/LLMKube@2b668e2))
- **controller:** keep downloader credentials off curl's command line ([#&#8203;2098](defilantech/LLMKube#2098)) ([2207c2e](defilantech/LLMKube@2207c2e))
- **controller:** mount a memory-backed /dev/shm for multi-process vLLM, SGLang and TGI (closes [#&#8203;2099](defilantech/LLMKube#2099)) ([a68c98f](defilantech/LLMKube@a68c98f))
- **controller:** refuse to overwrite or recreate a same-name Deployment ([#&#8203;2096](defilantech/LLMKube#2096)) ([b90c8aa](defilantech/LLMKube@b90c8aa))
- **model:** canonicalize HF repo IDs so a trailing slash stages ([#&#8203;2128](defilantech/LLMKube#2128)) ([9289ac6](defilantech/LLMKube@9289ac6))
- **modelpool:** stop swap thrash on reversals, idle-probe blindness, and abandoned loads ([#&#8203;2130](defilantech/LLMKube#2130)) ([#&#8203;2135](defilantech/LLMKube#2135)) ([e7dee43](defilantech/LLMKube@e7dee43))
- **model:** serialize downloaders that share a cache directory ([#&#8203;2115](defilantech/LLMKube#2115)) ([13eca01](defilantech/LLMKube@13eca01))
- **sglang:** keep endpoint API keys out of process arguments ([#&#8203;2122](defilantech/LLMKube#2122)) ([7fdae50](defilantech/LLMKube@7fdae50))
- size metal-agent KV cache estimate from GQA attention shape ([#&#8203;2102](defilantech/LLMKube#2102)) ([a119234](defilantech/LLMKube@a119234))

##### Documentation

- cover per-request balancing in the ModelRouter page ([#&#8203;2095](defilantech/LLMKube#2095)) ([9ec4766](defilantech/LLMKube@9ec4766))
- **model-cache:** correct the CephFS fsGroupPolicy claim and the PSA advice ([2bd4538](defilantech/LLMKube@2bd4538))
- state differentiation, audience, and project status up front ([#&#8203;2100](defilantech/LLMKube#2100)) ([ee27e20](defilantech/LLMKube@ee27e20))
- **upgrade:** every InferenceService that uses the default pod security context rolls once on upgrade, because the generated pod template gains `fsGroupChangePolicy: OnRootMismatch` (a full model reload for large models) ([2bd4538](defilantech/LLMKube@2bd4538))
- **upgrade:** single-node vLLM, SGLang and TGI services with more than one GPU (or a tensor, pipeline or data-parallel size above 1) that do not mount /dev/shm themselves roll once on upgrade, because the generated pod template gains a memory-backed /dev/shm volume ([a68c98f](defilantech/LLMKube@a68c98f))
- **upgrade:** the metal-agent now admits a model only if it fits in the Mac's budget minus the memory committed to models already running, so a Mac whose models add up to more than its budget refuses the extra ones; a Model memoryBudget or memoryFraction above the Mac's budget is clamped to it unless the agent runs with --allow-model-memory-budget-override ([d2d2d43](defilantech/LLMKube@d2d2d43))
- **upgrade:** the metal-agent now writes a record per engine under --state-dir/engines (both relay and legacy mode) and fails an engine start when it cannot write it; make sure the state directory (default \~/Library/Application Support/llmkube/metal-agent) is writable by the agent's user ([0224d51](defilantech/LLMKube@0224d51))

### [`v0.10.4`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0104-2026-10-16)

[Compare Source](defilantech/LLMKube@v0.10.3...v0.10.4)

##### Features

- **agent:** cap the bytes a single Model download may write ([#&#8203;2088](defilantech/LLMKube#2088)) ([3852411](defilantech/LLMKube@3852411))
- **api:** endpoint API key and externalTrafficPolicy for InferenceService ([#&#8203;2043](defilantech/LLMKube#2043)) ([27a9214](defilantech/LLMKube@27a9214))
- **controller:** detect a stalled watch path with a lease canary, bounded reconciles and stall alerts ([#&#8203;2072](defilantech/LLMKube#2072)) ([d00e0cf](defilantech/LLMKube@d00e0cf))
- **controller:** detect keyed pool siblings and vLLM env-var keys in ModelRouter ([#&#8203;2068](defilantech/LLMKube#2068)) ([78889f0](defilantech/LLMKube@78889f0))
- **controller:** detect ModelRouter backends keyed through --api-key on the command line ([#&#8203;2063](defilantech/LLMKube#2063)) ([3674acc](defilantech/LLMKube@3674acc))
- **controller:** stage HF mirror repos with spec.files and expand globs from the repo listing ([#&#8203;2071](defilantech/LLMKube#2071)) ([9e5d7d3](defilantech/LLMKube@9e5d7d3))

##### Bug Fixes

- **agent:** health restarts stop the unhealthy engine first, wait for repeated failures, and back off ([#&#8203;2090](defilantech/LLMKube#2090)) ([407e02e](defilantech/LLMKube@407e02e))
- **agent:** keep a Metal service running when its Model lookup fails transiently ([#&#8203;2089](defilantech/LLMKube#2089)) ([e22eeab](defilantech/LLMKube@e22eeab))
- **controller:** merge DRA pod scheduling fields and reject multiNode with resourceClaims ([#&#8203;2062](defilantech/LLMKube#2062)) ([9319745](defilantech/LLMKube@9319745))
- no device-plugin GPU limit when a Model uses DRA resourceClaims ([#&#8203;2060](defilantech/LLMKube#2060)) ([8c3e434](defilantech/LLMKube@8c3e434))

##### Documentation

- APISIX in front of LLMKube ([#&#8203;2053](defilantech/LLMKube#2053)) ([16286c6](defilantech/LLMKube@16286c6))
- **metal:** fix install commands and update the quickstart for relay mode ([#&#8203;2087](defilantech/LLMKube#2087)) ([8bc7c6f](defilantech/LLMKube@8bc7c6f))
- use an extension-less link in the GPU fault guide ([#&#8203;2056](defilantech/LLMKube#2056)) ([780e710](defilantech/LLMKube@780e710))

### [`v0.10.3`](https://github.com/defilantech/LLMKube/blob/HEAD/CHANGELOG.md#0103-2026-10-13)

[Compare Source](defilantech/LLMKube@v0.10.2...v0.10.3)

##### Features

- **api:** accept SGLang's Blackwell attention backends; flag flash_attn ([#&#8203;2033](defilantech/LLMKube#2033)) ([2385fd4](defilantech/LLMKube@2385fd4))
- **chart:** alert on GPU faults the device plugin ignores ([#&#8203;2031](defilantech/LLMKube#2031)) ([e4697ef](defilantech/LLMKube@e4697ef))
- **controller:** add opt-in vLLM engine-stall liveness probe ([#&#8203;2022](defilantech/LLMKube#2022)) ([429434a](defilantech/LLMKube@429434a))
- **controller:** apply the Model's HF_ENDPOINT mirror to runtime downloads ([#&#8203;2039](defilantech/LLMKube#2039)) ([cbececa](defilantech/LLMKube@cbececa))
- **controller:** stall-aware liveness for SGLang pods; share the detector ([#&#8203;2029](defilantech/LLMKube#2029)) ([212b014](defilantech/LLMKube@212b014))
- **router:** serve POST /v1/completions on the router-proxy ([#&#8203;2019](defilantech/LLMKube#2019)) ([1724a02](defilantech/LLMKube@1724a02))

##### Bug Fixes

- **controller:** bind SGLang dual-stack so it can become Ready on IPv4 clusters ([#&#8203;2028](defilantech/LLMKube#2028)) ([7d87c7e](defilantech/LLMKube@7d87c7e))
- **controller:** bound multiNode recreates and keep the failure evidence ([#&#8203;1996](defilantech/LLMKube#1996)) ([3331610](defilantech/LLMKube@3331610))
- **controller:** refuse to overwrite or delete a same-name HPA ([#&#8203;2010](defilantech/LLMKube#2010)) ([09affe5](defilantech/LLMKube@09affe5))
- **controller:** report a missing CA ConfigMap instead of wedging pods ([#&#8203;1995](defilantech/LLMKube#1995)) ([c624e02](defilantech/LLMKube@c624e02))
- **controller:** report AutoscalingReady=True when the HPA is managed ([#&#8203;2012](defilantech/LLMKube#2012)) ([b877ee5](defilantech/LLMKube@b877ee5))
- **controller:** split reconcileMultiNodeGroup under the gocyclo limit ([#&#8203;2000](defilantech/LLMKube#2000)) ([023a5c4](defilantech/LLMKube@023a5c4))
- **controller:** stop the prefetch status loop while the CA ConfigMap is missing ([#&#8203;2037](defilantech/LLMKube#2037)) ([b0b3cc6](defilantech/LLMKube@b0b3cc6))
- **foreman-agent:** make the repo package's git env hermetic and forward GIT_CONFIG\_\* ([#&#8203;2014](defilantech/LLMKube#2014)) ([62837d9](defilantech/LLMKube@62837d9))
- **router:** compile AgentGateway mode against Gateway API Inference Extension v1 ([#&#8203;1990](defilantech/LLMKube#1990)) ([ce817ba](defilantech/LLMKube@ce817ba))
- **router:** refuse to adopt same-name router-proxy objects ([#&#8203;2008](defilantech/LLMKube#2008)) ([e8f190a](defilantech/LLMKube@e8f190a))
- **router:** remove router-proxy objects for routers not in Proxy mode ([#&#8203;2006](defilantech/LLMKube#2006)) ([c04f824](defilantech/LLMKube@c04f824))
- **router:** stop truncating streams at the header timeout; quarantine stalled streams ([#&#8203;2026](defilantech/LLMKube#2026)) ([c4335c9](defilantech/LLMKube@c4335c9))
- **router:** time only upstream silence in the stream idle guard ([#&#8203;2035](defilantech/LLMKube#2035)) ([933426c](defilantech/LLMKube@933426c))

##### Documentation

- **air-gapped:** cover vLLM and SGLang safetensors checkpoints ([#&#8203;1993](defilantech/LLMKube#1993)) ([4d3fa70](defilantech/LLMKube@4d3fa70))
- replace deprecated Strix Halo GTT sizing with TTM parameters ([#&#8203;2003](defilantech/LLMKube#2003)) ([09d8d73](defilantech/LLMKube@09d8d73))

</details>

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Reviewed-on: https://git.erwanleboucher.dev/eleboucher/homelab/pulls/2331
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docs: air-gapped guide lacks a vLLM/SGLang safetensors flow

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