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SWIFT
INTELLECT
Quantitative Methods
Quantitative Researcher / Quant Strategist
Scientific rigor that scales investment edge.
Quantitative Researcher / Quant Strategist combines domain expertise with retrieval-augmented analysis to surface what matters now. Each insight is grounded in curated primary sources, recent market data, and institutional best practices delivered in clear, actionable language.
How this Expertise Helps
01
Design research roadmaps and tests
02
Backtest signals with robustness checks
03
Engineer features and avoid leakage
04
Govern model risk and drift
05
Ship to production and monitor
Methods
Clarify objective, constraints, and success metrics
Retrieve evidence from vetted sources and your uploads
Analyze using expert prompts and reusable checklists
Deliver decisions, risks, and next actions with rationale
Pillars
01
Hypothesis?driven research
02
Backtesting & robustness
03
Feature engineering
04
Model risk & monitoring
05
Productionization
Training Corpus
Continuously grounded by a curated corpus of domain publications, filings, regulatory texts, peer-reviewed research, and high-quality practitioner material indexed and refreshed via secure retrieval. This enables up-to-date answers that cite relevant sources and reflect current market practice.
Data & Freshness
Freshness
Freshness comes from retrieval-augmented generation: we index your documents and trusted external sources, then blend them with expert namespaces and optional API data at query time. No stale snapshots answers adapt as new evidence arrives.
Sample Questions
What evidence supports this recommendation?
How does this change the risk profile and liquidity?
What scenarios could break this thesis?
What are the next three actions and owners?
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