01 / IMPLEMENTATION & CONTRIBUTION
What the work involves
Donald-attributed commits extend the upstream TradingAgents and ATLAS frameworks with specialized A-share research workflows. A related standalone semantic engine implements confirmation signals, vetoes and constrained portfolios.
Technical depth
Structured model outputs, point-in-time evidence, research orchestration, confirmation versus veto logic, and constrained portfolio construction.
The project family
A_Share/ashare_semantic_longA_Share/tradingagentsA_Share/atlas02 / RESULTS
What came out of it
A set of specialized research agents, structured decision modules, and dashboards. Confirmation signals, vetoes, and portfolio constraints make the proposed decisions inspectable; the experiments retain separate validation boundaries.
03 / SUPPORTING EVIDENCE
Follow the source
Implementation notes, project records, and supporting artifacts.
Source context & project scope
Original frameworks and papers remain upstream. ATLAS subscriber/revenue claims and VTA state-of-the-art claims must never be attributed to Donald. LLM reasoning quality, training success, financial performance and adoption are unverified.
Explicit A-share semantic-alpha fork with six research boxes and structured long-only actions.
SOURCE · 2026-09-17Local specialized research workflow source and Donald-attributed commits.
SOURCE · 2026-09-17Donald-attributed prompt-evolution and research changes alongside upstream authors.
SOURCE · 2026-09-17Semantic confirmation, governance/accounting vetoes and constrained portfolio pipeline.
SOURCE · 2026-09-17