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Goal: The comparison system: single retrieve-then-answer per question, producing the same auditable artifacts as the
agent.
Tasks
- Implement backend/app/baseline.py: for each subset question — one ...
enhancement
omkmorendha
Program-as-Weights: A Programming Paradigm for Fuzzy Functions
Authors: Wentao Zhang, Liliana Hotsko, Woojeong Kim, Pengyu Nie, Stuart Shieber, Yuntian Deng Published: 2026-07-02
Categories: cs.LG, cs.AI, ...
arxiv:cs.AI
arxiv:cs.CL
arxiv:cs.LG
github-actions[bot]
Both season and plant_type are hardcoded. Replace hardcoded values with input() from the user.
Andrew7
Distributed Attacks in Persistent-State AI Control
Authors: Josh Hills, Ida Caspary, Asa Cooper Stickland Published: 2026-07-02 Categories: cs.AI
Links: abs | pdf
Abstract
As AI coding agents become ...
arxiv:cs.AI
Goal: The five agent tools, all emitting trace events.
Tasks
- Complete backend/app/tools.py: search_filing, get_pages, calculate (deterministic calculator already stubbed),
record_answer, flag_outstanding. ...
enhancement
Goal: Curate the weekend-sized eval subset with stratification and the human audit template.
Tasks
- Implement dataset_builder/d5_select_subset.py → data/subset.json (commit) per the §8 schema; apply ...
enhancement
Summary
webui/e2e/ currently covers five flows only: admin-community.spec.ts, auth.spec.ts, file-browser.spec.ts,
members.spec.ts, server-create.spec.ts.
No e2e spec exercises:
- Server lifecycle ...
enhancement
mmiura-2351
Goal: Deterministic document/page-aware chunking, local embeddings, persisted index, and retrieval.
Tasks
- Implement backend/app/ingest.py + backend/app/retrieval.py.
- Deterministic chunk_id; chunks ...
enhancement
Goal: LLM-classify all 150 questions into buckets (A multi-input / B judgment / C lookup) and verify gold evidence
against parsed pages.
Tasks
- Implement dataset_builder/d3_classify.py → data/classified.jsonl ...
enhancement
Goal: The TDD foundation — deterministic scorers run against the fixtures.
Tasks
- Implement evals/scorers.py: answer accuracy, citation precision, citation provenance, arithmetic integrity, trace ...
enhancement
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