jSrSSKJr SSKrSSKJr SSKJrJr SSK J r J r SSK J r SSKJr SS KJr SS KJr SS KJrJr \(aSS KJr S rSr"SS\ 5r\"SS9SSj5rSSjrSSjrSSjrg)uCandidate selection agent for the playground's retrieval path. Given a question and a wide, source-diverse pool of retrieved chunks, an agent decides which chunks contain the information the question needs. Rank order alone cannot do this: on the evaluation corpus, the answering chunk sat as deep as fused rank 63 while near-duplicates and on-vocabulary neighbors filled the top slots. The agent reads the pool and selects; it does not answer. Candidates are sent in full — no truncation. The 90-candidate pool measured about 32k tokens on the evaluation corpus, well inside the model context, and any cut risks hiding the one row of a large table that answers the question. Labels are local indices that carry no information about any expected answer. ) annotationsN) lru_cache) TYPE_CHECKINGList) BaseModelField)Agent) ModelSettings)usage_metadata_from)anthropic_model) run_metadatatracer)RetrievedChunkzclaude-haiku-4-5a0You are a retrieval triage step for financial-document question answering. You are given a QUESTION and a numbered list of CANDIDATE context chunks retrieved from one document. Your ONLY job is to decide which candidates contain the specific information needed to answer the question. Do NOT answer the question. Do NOT compute or state any figure. Select candidates. Rules: - Return the labels (e.g. C0, C7) of every candidate that contains information needed to answer the question, ordered MOST relevant first. - A candidate is relevant if it holds the exact line, row, or statement the question asks about (matching the entity, period, metric, and units). Prefer the candidate that states the asked-for value most directly and specifically. - If several near-duplicate candidates exist, include the one(s) that most precisely match the question's entity and period; you may include a few close alternates but keep the best first. - Only return labels that appear in the candidate list. Never invent a label. - If nothing is relevant, return an empty list. c.\rSrSr%\"\SS9rS\S'Srg) Selection9zKCandidate labels (e.g. 'C3') that answer the question, most relevant first.)default_factory descriptionz List[str]labelsN) __name__ __module__ __qualname____firstlineno__rlistr__annotations____static_attributes__r8/home/mande/repo/quber/src/quber/playground/selection.pyrr9saFIrr)maxsizec R[[[5[[[ SS9S9$)Ng) temperature) output_type system_promptmodel_settings)r r MODELr SYSTEM_PROMPTr rrr_agentr)@s' #$5  rc [U5VVs/sH4up#SUSURSURS-SUR3PM6 nnnSUS[ U5S3S R U5-S -$s snnf) Nz[label=Cz | type z | page r z] z QUESTION: z CANDIDATES (z): z zv Return the labels of the candidates that contain the information needed to answer the question, most relevant first.) enumerate chunk_typepagecontentlenjoin)questioncandsicblockss r_promptr6Ns[dej[k[kSWST(1#Xall^8AFFQJrgsp #&%.=299 .  1   <0r