DS1 Embedding Model - Code
Takara's ds1-code, powering Miru, is a CPU-based code embedding and retrieval model that gives AI coding agents precise, semantic access to a codebase without burning tokens on wasteful search. Delivering over 50% token reduction, 40%+ lower token costs, and up to 60% faster retrieval, Miru works underneath Claude Code...
- Category
- Software Development
- Registry category
- Software DevelopmentCoding & Code Generation
- Vendor
- Takara
- Location
- Not disclosed
- Reviews
- Not rated (0 reviews on the listing)
- Listed on
- AWS Marketplace
- Pricing
- 17 plans listed
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Takara's ds1-code is a CPU-based embedding model purpose-built for understanding code at the semantic level, underpinning Miru, a code-retrieval infrastructure layer for AI coding agents. Rather than dumping entire code bases into an LLM's context window and hoping it identifies what's relevant, Miru combines ds1-code with hybrid retrieval - BM25, lexical search, vector search, and ranking - to deliver the exact function, module, or dependency chain an agent needs in a single retrieval step. Because ds1-code runs on CPU rather than GPU, it avoids GPU procurement, queuing, reservation planning, and regional rollout complexity, while scaling close to developers globally. The result is over 50% token reduction and 40%+ lower token costs across coding agent workflows, with retrieval tasks up to 60% faster and less turns required than conventional approaches, without any impacting the quality of generated code. Miru can be tried via a public API to benchmark value against real code generation workflows, and deployed as a SageMaker endpoint in a customer's own AWS environment - keeping source code and software IP inside a controlled environment.
NOTE: ds1-code is designed to be exclusively used with Miru (https://github.com/takara-ai/miru-code)
Plans and pricing
12 plans listed
Linked repositories
- takara-ai/miru-code (opens in a new tab)Code provenanceCollectingNo code data yet. CodeRoot is gathering it.
A linked repository is not a claim that the publisher wrote the code; the registry computes that relationship privately and does not publish it.
Sources
- Marketplace listingAWS Marketplace (opens in a new tab)
- Legal linkStandardEula (opens in a new tab)
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