TraceReview: source-matched literature reading and audit trail
A documented literature application connects discovery and AI-assisted summaries with source-matched excerpts and an inspectable workflow audit trail.
L2Research workflow (workflow level, not a quality rating) Source: Repository-documented Outcome: Not empirically evaluated here
Research applicability
Concrete source-described AI-assisted literature discovery, reading and source inspection process.
Getting started
Untested editorial guidance: read original source documentation and limitations, choose a suitable public/synthetic example, and plan independent source/output checks before any separately authorised trial. No trial performed.
Maintenance
Primary repository documents observed2026-10-19; future maintenance, current provider terms and live compatibility not verified.
License
README points to LICENSE but also includes unfinished licence placeholders; file/terms not audited. No established licence asserted.
Workflow & human oversight
Intended L2 for question-driven search, deduplication/lexical ranking, model summaries and excerpt verification with source/audit inspection. Wording matching does not verify scientific truth. No adaptive planning, implemented embedding ranking or resumable-run claim.
Workflow level is not an evidence score; higher is not better evidence.
Approach
Source-text diagrams describe search, deterministic lexical rank, digest and verify stages, with verbatim abstract fallback and audit events. README explicitly says matching wording does not establish scientific truth, runs cannot resume after API restart and embedding ranking/report export are roadmap items.
Limitations
Full README and raw workflow/feature SVG source text read; no rendering/JS, app/code/model, Docker, provider or database executed. Wording matching/fallback does not establish truth or coverage. Source diagram says paper cards and a report, but README lists exportable Markdown/PDF reports as future; no export capability claimed. Active development, deterministic lexical ranking and restart non-resumption explicit. Licence file not audited and no licence prerequisite imposed. Moving default-branch source timestamps do not establish commit/atomic-version consistency. AI editorial review only; no source code, models or installation executed, no production/status/publication changes.
Reproducibility
Timestamped public moving-default-branch documents preserved; no commit pin/atomic version guarantee. No source code/model/experiment executed or results reproduced.
Adoption requirements
README names Docker Compose, Groq model configuration and PostgreSQL credentials; inspect current dependencies/provider/data handling and source rights before any separate trial. No credentials, app or services touched.
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