Person
kalyanjanumpally
GitHub@kalyanjanumpallylast push
Provides
Agent evalsCAPAgent evalsKnowing whether an AI feature still behaves after a model, prompt or schema change. Regression testing for non-deterministic output, against fixtures that reflect real business data.Agent toolingCAPAgent toolingBuilding an agent into your own application — the tools it may call, the state it keeps between turns, and the framework it runs in. Distinct from MCP servers, which expose an application to somebody else's agent, and from agent guidance, which is knowledge handed to a coding agent.LLM integrationCAPLLM integrationCalling a language model from application code with the tenant, destination and credential handling already solved instead using an SDK call with a hand-rolled key.Prompt managementCAPPrompt managementKeeping the prompts an application sends to a model as templates with placeholders, stored and versioned apart from the code that calls them, so a change of wording is not a deployment. What people conflate under it: the template filled at runtime, the registry it lives in, and the orchestration step that fills it.Retrieval-augmented generationCAPRetrieval-augmented generationGrounding a model's answer in data retrieved at question time: text split into chunks, each chunk embedded as a vector, and the chunks nearest to the question placed into the prompt. Semantic search is the same retrieval with a person reading the matches, and fine-tuning changes the model's weights, not its input.
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@saptarishi/cds-plugin-llm@saptarishi/cds-plugin-llmA CAP service kind that puts eleven model providers behind one chat, stream, embed and batch interface, so which backend a service calls is a profile in package.json rather than a change to the handler.independent, cap
CAP service kind putting eleven model providers behind one API
@saptarishi/cds-plugin-vector-hana@saptarishi/cds-plugin-vector-hanaVector storage and similarity search on SAP HANA from CAP, packaged as a plugin so the embedding column and the query are modelled rather than hand-written.independent, cap
Vector storage and similarity search on SAP HANA from CAP
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- @saptarishi/cds-plugin-llmThe capability declared two comparison properties on 2026-10-15. Both are answered from the README's own RAG and Eval listing, re-read the same day: `loadFixtures` says the fixture file is the project's, and `llmJudge` says a model does the scoring. Nothing else on the entry changes.
- @saptarishi/cds-plugin-llmcapability:llm-integration declared the same two properties on 2026-10-15. This is the one option behind the CAP door whose README names providers on both sides of the SAP AI Core boundary, and the streaming value rests on the `stream` method in the interface the README's own opening sentence lists. Both values are scoped to the node flavor, which is the only one this plugin states.
- @saptarishi/cds-plugin-vector-hanaThe repository root is a Joule copilot monorepo whose README describes five Joule skills, an agent and a pitch site; this package is one subdirectory of it. npm added beside it.
- @saptarishi/cds-plugin-vector-hanaThe entry carried one line and no paragraph. Written from the package's README and manifest in the monorepo subdirectory, both read on 2026-09-17.
- @saptarishi/cds-plugin-vector-hanaRead from the package's own manifest: engines node >=18, @sap/cds >=7 declared as an optional peer dependency, and lib/index.d.ts declared as types. Deployment targets and multitenancy behaviour are not stated anywhere in the package, so both stay absent.
- @saptarishi/cds-plugin-vector-hanaThe edge carried no statement of what this contributes. Filled from the README and the changelog, including the hybrid retrieval and metadata-filter additions the README on main does not yet document.
- @saptarishi/cds-plugin-vector-hanaPlacement copied the package's own npm description. Replaced with a line written for this graph — what it does and where it sits — because an unattributed sentence is an unattributed claim.
- First entry seenDiscovered via Added by hand, npm registry, The discovery pass.
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