fix(local-ai-use): endpoint paths outside /api/v1, STT troubleshooting, per-modality fallback, and model-pull costs - #149
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…g, per-modality fallback, and model-pull costs Verified against `lemonade-server 11.5.2` (~24.04 packaging). - reference.md invites extending the /api/v1 rule to other modalities but documents only the three it covers. Added the two routes that break the pattern: Anthropic Messages is /v1/messages only (/api/v1/messages 404s), and rerank is exposed as /api/v1/reranking (/v1/rerank, the spelling used by Jina, Cohere, vLLM, and llama.cpp, 404s on the proxy). Also confirms the harmless case: for the three modalities this skill does cover, /api/v1/ and /v1/ are aliases, so the mixed spellings elsewhere need no change. - Add measured STT 500 recovery rows (RuntimeDirectory clearing, whisper-server startup failure on the ROCm backend's unbundled comgr dependency), a Step 1c per-modality backend-health check, a per-modality fallback policy (STT may fall back with disclosure; image/TTS must not fall back silently), and a completion-checklist item so a working chat path is no longer treated as proof that transcription works. - Note the ~5 GB SD-Turbo pull on first image request, state the version this skill was verified against (model IDs and system-info fields move between releases), and point --no-install at the managed/shared-machine case where the agent must not run sudo apt-get install. - reference.md: confirm model IDs against GET /api/v1/models rather than a stale server_models.json snapshot. - Rule template: flag the SD-Turbo pull and GPU contention on the image row (coresident is fine, concurrent inference is not). Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Co-authored-by: Cursor <cursoragent@cursor.com>
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August 20, 2026 23:31
danielholanda
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Thanks for the PR. Requested a few changes/clarifications here.
Addresses all six review threads on this PR: - Drop both STT 500 troubleshooting rows. The ROCm whisper-server abort (exit 134, missing libamd_comgr.so.3) was already reported upstream (lemonade-sdk/lemonade#2292) and fixed in #2293, an ancestor of the v11.6.0 this skill targets per `git compare`. Running the same lemond binary by hand (bypassing this dev box's custom systemd drop-in) transcribed successfully over ROCm; running it under that drop-in reproduced the abort, so the drop-in's sandboxing -- not Lemonade's packaging -- caused it. The RuntimeDirectory row was likewise self-inflicted by that same local drop-in; the packaged unit sets RuntimeDirectory= correctly. Neither belongs in the skill's general troubleshooting table. Step 1c's per-modality backend health check stays, since it catches this class of failure without depending on either bug. - Simplify the image-generation row's setup note: drop "ask before generating" (unnecessary agent-side indirection) and say "several GB" instead of a size tied to one specific model. - Drop the messages/reranking route-exception section from reference.md; out of scope while this skill only routes image/TTS/STT. - Collapse the per-modality fallback table to one statement, since the three shipped modalities all take the same policy (disclosed fallback is fine); the embeddings/reranking "never fall back" guidance belongs with those modalities if they're ever added, not baked in ahead of them. - Remove the STT byte-stability note duplicated between the rule template and reference.md, keeping the reference.md copy. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Addresses all six review threads on this PR, plus two follow-on cleanups: - Drop both STT 500 troubleshooting rows. The ROCm whisper-server abort (exit 134, missing libamd_comgr.so.3) was already reported upstream (lemonade-sdk/lemonade#2292) and fixed in #2293, an ancestor of the v11.6.0 this skill targets per `git compare`. Running the same lemond binary by hand (bypassing this dev box's custom systemd drop-in) transcribed successfully over ROCm; running it under that drop-in reproduced the abort, so the drop-in's sandboxing -- not Lemonade's packaging -- caused it. The RuntimeDirectory row was likewise self-inflicted by that same local drop-in; the packaged unit sets RuntimeDirectory= correctly. Neither belongs in the skill's general troubleshooting table. Step 1c's per-modality backend health check stays, since it catches this class of failure without depending on either bug. - Simplify the image-generation row's setup note: drop "ask before generating" (unnecessary agent-side indirection) and say "several GB" instead of a size tied to one specific model. - Drop the messages/reranking route-exception section from reference.md; out of scope while this skill only routes image/TTS/STT. - Collapse the per-modality fallback table to one statement, since the three shipped modalities all take the same policy (disclosed fallback is fine); the embeddings/reranking "never fall back" guidance belongs with those modalities if they're ever added, not baked in ahead of them. - Remove the STT byte-stability caveat from both the rule template and reference.md; too in-the-weeds for this skill's general audience. - Replace the hardcoded "verified against Lemonade 11.5.2" claims in SKILL.md and reference.md with version-agnostic guidance (confirm against `lemonade status` / `GET /api/v1/models` on the version actually installed). The skill already detects capability rather than parsing version strings; pinning an exact tested version in the shipped text fights that design and goes stale immediately -- it already had, since 11.6.0 and 11.7.0 shipped after that snapshot was written. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
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Verified against
lemonade-server 11.5.2. Four independent fixes tolocal-ai-use`, found while using the skill end to end:reference.mddocuments the/api/v1aliasing rule but only for the three modalities this skill covers, inviting readers to extend it further. Two routes break that pattern: Anthropic Messages is/v1/messagesonly (/api/v1/messages404s), and rerank is exposed as/api/v1/reranking(/v1/rerank— the spelling used by Jina, Cohere, vLLM, and llama.cpp — 404s on the proxy). Documented both, and confirmed the harmless case explicitly: for the three modalities this skill does cover,/api/v1/<route>and/v1/<route>are true aliases, so no changes needed there.500 model_load_errortroubleshooting rows — a clearedRuntimeDirectory=systemd drop-in, and awhisper-serverstartup abort on the ROCm backend caused by an unbundledcomgrdependency (libamd_comgr.so.3missing from the ROCm backend's own package, only present in a system-wide ROCm install). Also added a Step 1c per-modality backend-health check (lemonade backends --all) and a completion-checklist item, because a working chat/image path does not prove transcription will work —autoresolves backends independently per modality and can silently fall back for one while having none for another.SKILL.mdandtemplates/local-ai-rule.md.--no-install(present but undiscoverable) needed a callout for the managed/shared-machine case where the agent must not runsudo apt-get install; and nothing stated which Lemonade version the skill was verified against, despite model IDs andsystem-infofields moving between releases. Also pointedreference.mdatGET /api/v1/modelsinstead of aserver_models.jsonsnapshot that goes stale.