# IBM Granite says Switch 4.1.1 updates adapters without changing the base model [Canonical reading](https://escapemeridian.com/readings/ibm-granite-says-switch-4-1-1-updates-adapters-without-changing-fe13440c) The IBM Granite authors describe Granite Switch 4.1.1 as a patch release that adds updated speech-to-text and Decision adapters while leaving the base model untouched. They say it is fully backwards compatible with version 4.1 and requires no migration. The updated Granite Speech ASR model transcribes speech across 10 languages, with punctuation and capitalization. The Decision adapter in granitelib-core showed improved overall performance on the Jev Decision Index test set; the article gives no scores or details about how that test relates to use in practice. The authors say that, apart from training the new ASR model and Decision adapter, nothing was recomputed. Their broader argument is that teams can update specialized adapters independently, rather than recomputing the base model for each update. They are working on tutorials and an Adapter SDK for developers and third-party providers to build and ship adapters, but those offerings are not described as available in this article. An open question is whether the reported test-set improvement translates into better performance in real deployments. Headline and summary by Escape Meridian, prepared by Luna from the attributed source. A source check is not independent confirmation of the source’s claims. ## Original source Hugging Face · Article Original source date: Oct 29, 2026 (2026-10-29T13:37:07.000Z). Date basis: Date supplied by the publisher’s feed. Added to Escape Meridian: 2026-11-05T12:01:35.223Z. First observed: 2026-10-29T13:37:10.801Z. Retrieved: 2026-10-29T15:01:02.480Z. - [Granite Switch 4.1.1 — Update models like you update software](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Limits The article reports improved overall performance on the Jev Decision Index test set but gives no scores or test details, so the scale and real-world relevance of the improvement are unclear. The article says tutorials and an Adapter SDK are in development; it does not establish their availability or demonstrate outcomes from third-party adapters. ## Open question How does the Decision adapter’s reported improvement on the Jev Decision Index test set translate to performance in real deployments? ## Source-stated The authors describe Granite Switch 4.1.1 as fully backwards compatible with 4.1 and requiring no migration. > The version number means what it means in software: fully backwards compatible with 4.1, no migration, incremental improvements under the hood. - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source-stated The updated Granite Speech ASR model provides speech-to-text across 10 languages, with punctuation and capitalization. > Updated Granite Speech ASR model — multilingual speech-to-text across 10 languages with native punctuation and capitalization - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source-stated The updated Decision adapter showed improved overall performance on the Jev Decision Index test set. > featuring improved overall performance on the Jev Decision Index test set. - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source-stated The authors say nothing was recomputed apart from training the new ASR model and Decision adapter; the base model was unchanged. > Apart from training the new ASR model and Decision adapter, nothing was recomputed: the base model is untouched. - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source-stated The authors say they are working on tutorials and an Adapter SDK for developers and third-party providers to build adapters. > We're working on tutorials and an Adapter SDK so developers and third-party providers can build their own adapters - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source and contributor context Hugging Face · Publisher The publisher is identified here. No individual author has been inferred. ## Source media Media was declared by the source, but no asset passed the supported availability checks. Open the original source to view it. ## Terms and references Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement. ## Held-out set Data kept aside during training and used only to test how well a model works on examples it has not seen. - [Definition reference](https://developers.google.com/machine-learning/glossary#holdout-data) ## Hugging Face Hugging Face hosts models, datasets and software that let people share, adapt and inspect AI systems. - [Explore this context](/entities/hugging-face) - [Reference](https://huggingface.co/blog) ## Jev Jev is TypeSafe AI’s model for fast evaluation and routing decisions inside AI systems. - [Explore this context](/entities/jev) - [Reference](https://typesafe.ai/blog/introducing-system-one-models-and-jev) - [Reference](https://typesafe.ai/) ## Editorial provenance Version 1. Publication ID: 71ce8761-2e3f-45e5-8288-fb9668abe35b. Prepared by gpt-6-luna; grounding review by gpt-6-luna. Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-05T12:01:35.223Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: material\_development. Observation: aa8e7bab10e206eaa0d3d6bf61d9095600901a2e535b626b34708f48f430136c. Source text hash: 5395bea6611bcf94d48a25186a1008ee0086465eb3d9b1c151c65c0e301426af. ## Revision and source-check history ### Version 1 — 2026-11-05T12:01:35.223Z The IBM Granite authors describe Granite Switch 4.1.1 as a patch release that adds updated speech-to-text and Decision adapters while leaving the base model untouched. They say it is fully backwards compatible with version 4.1 and requires no migration. The updated Granite Speech ASR model transcribes speech across 10 languages, with punctuation and capitalization. The Decision adapter in granitelib-core showed improved overall performance on the Jev Decision Index test set; the article gives no scores or details about how that test relates to use in practice. The authors say that, apart from training the new ASR model and Decision adapter, nothing was recomputed. Their broader argument is that teams can update specialized adapters independently, rather than recomputing the base model for each update. They are working on tutorials and an Adapter SDK for developers and third-party providers to build and ship adapters, but those offerings are not described as available in this article. An open question is whether the reported test-set improvement translates into better performance in real deployments. ## Original source Hugging Face · Article Original source date: Oct 29, 2026 (2026-10-29T13:37:07.000Z). Date basis: Date supplied by the publisher’s feed. Added to Escape Meridian: 2026-11-05T12:01:35.223Z. First observed: 2026-10-29T13:37:10.801Z. Retrieved: 2026-10-29T15:01:02.480Z. - [Granite Switch 4.1.1 — Update models like you update software](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Limits The article reports improved overall performance on the Jev Decision Index test set but gives no scores or test details, so the scale and real-world relevance of the improvement are unclear. The article says tutorials and an Adapter SDK are in development; it does not establish their availability or demonstrate outcomes from third-party adapters. ## Open question How does the Decision adapter’s reported improvement on the Jev Decision Index test set translate to performance in real deployments? ## Source-stated The authors describe Granite Switch 4.1.1 as fully backwards compatible with 4.1 and requiring no migration. > The version number means what it means in software: fully backwards compatible with 4.1, no migration, incremental improvements under the hood. - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source-stated The updated Granite Speech ASR model provides speech-to-text across 10 languages, with punctuation and capitalization. > Updated Granite Speech ASR model — multilingual speech-to-text across 10 languages with native punctuation and capitalization - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source-stated The updated Decision adapter showed improved overall performance on the Jev Decision Index test set. > featuring improved overall performance on the Jev Decision Index test set. - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source-stated The authors say nothing was recomputed apart from training the new ASR model and Decision adapter; the base model was unchanged. > Apart from training the new ASR model and Decision adapter, nothing was recomputed: the base model is untouched. - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source-stated The authors say they are working on tutorials and an Adapter SDK for developers and third-party providers to build adapters. > We're working on tutorials and an Adapter SDK so developers and third-party providers can build their own adapters - [Supporting source](https://huggingface.co/blog/ibm-granite/granite-switch-4-1-1) ## Source and contributor context Hugging Face · Publisher The publisher is identified here. No individual author has been inferred. ## Source media Media was declared by the source, but no asset passed the supported availability checks. Open the original source to view it. ## Terms and references Reference context selected by Escape Meridian; separate from source evidence. Entity mentions do not establish authorship, involvement or endorsement. ## Held-out set Data kept aside during training and used only to test how well a model works on examples it has not seen. - [Definition reference](https://developers.google.com/machine-learning/glossary#holdout-data) ## Hugging Face Hugging Face hosts models, datasets and software that let people share, adapt and inspect AI systems. - [Explore this context](/entities/hugging-face) - [Reference](https://huggingface.co/blog) ## Jev Jev is TypeSafe AI’s model for fast evaluation and routing decisions inside AI systems. - [Explore this context](/entities/jev) - [Reference](https://typesafe.ai/blog/introducing-system-one-models-and-jev) - [Reference](https://typesafe.ai/) ## Editorial provenance Version 1. Publication ID: 71ce8761-2e3f-45e5-8288-fb9668abe35b. Prepared by gpt-6-luna; grounding review by gpt-6-luna. Source check: uncertain by anthropic/claude-opus-5.5 on 2026-11-05T12:01:35.223Z. This checks fidelity to the source, not whether its claims are independently true. Editorial selection: accept; reasons: material\_development. Observation: aa8e7bab10e206eaa0d3d6bf61d9095600901a2e535b626b34708f48f430136c. Source text hash: 5395bea6611bcf94d48a25186a1008ee0086465eb3d9b1c151c65c0e301426af. ### uncertain — 2026-11-05T12:01:35.223Z — anthropic/claude-opus-5.5 Publication: 71ce8761-2e3f-45e5-8288-fb9668abe35b attribution — pass: The reading attributes the release and its claims to the IBM Granite authors (Kate Soule, Luis A Lastras, Subhajit Chaudhury and Abraham Daniels) in an IBM Granite post on the Hugging Face blog. The claims are kept as the authors' assertions rather than presented as established fact. > Granite Switch 4.1.1 is a patch release. summary — uncertain: The summary says the release 'adds updated speech-to-text and Decision adapters', but the source calls the speech component an 'ASR model' and only the Decision component an adapter. Smallest repair: say 'an updated Granite Speech ASR model and an updated Decision adapter'. Central terms also go unexplained for a general reader: adapter, base model, patch release, ASR and granitelib-core. Saying in plain words that an adapter is a smaller add-on module that gives the shared model new skills would make the main argument readable on its own. > Apart from training the new ASR model and Decision adapter, nothing was recomputed: the base model is untouched. date — pass: evidence.originalPublished is 2026-10-29. This matches the article's stated publication date of October 29, 2026, and the feed entry. The reading's mention of an earlier 4.1 release does not conflict with this date. > Published October 29, 2026 support — pass: All five claims are exact source statements. The limitations correctly note that the post gives no scores or test details and that the Adapter SDK is not yet available. The question about real-world performance follows from the missing test details and does not imply an unsupported benefit. > We're working on tutorials and an Adapter SDK so developers and third-party providers can build their own adapters media — pass: The selected media is the verified direct link to the original Hugging Face article, which is the most relevant way to reach the source. ## Recorded references Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter. No public references recorded here yet. [Reference data (JSON)](/readings/fe13440ca26a5bba866e3cdecd8a48a46d2cf27d0a92b22598b677ac9bb7344e/references.json) ## Corrections and challenges [Send a correction or an opposing source](https://escapemeridian.com/corrections/) [JSON record](https://escapemeridian.com/readings/ibm-granite-says-switch-4-1-1-updates-adapters-without-changing-fe13440c.json)