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CN2.DEVBUKYA NARESH

SECTION / 16 — SERVICES

CLIENT-FACING OFFERINGS

I work across quantitative research, data engineering, software development, and AI-assisted automation. Explore the types of technical problems I can help investigate, design, and solve.

HOW I CAN HELP

DEFINED SCOPE · REPRODUCIBLE DELIVERABLES · WRITTEN LIMITS

OFFERING / QUANTITATIVE RESEARCH PROTOTYPES

EVIDENCED

QUANTITATIVE RESEARCH

Falsifiable market questions turned into deterministic, reproducible experiments.

WHO THIS IS FOR — Anyone holding a strategy question that needs a defensible, falsifiable answer — before capital or months are committed to it.

SCHEMATIC · QUANTITATIVE RESEARCH

ILLUSTRATIVEHYPOTHESISHARNESSSUPPORTEDREJECTED

METHODS

Hypothesis workflow · Statistical evaluation · Deterministic fixtures

THE PROBLEM IT ADDRESSES

  • A strategy idea that looks promising but has no registered hypothesis and no test that could disprove it.
  • Results that cannot be regenerated — every run differs, so nothing can be trusted or reviewed.
  • Research that ends in a number with no stated method behind it: no cost model, no artifact, no limitations.

WHAT YOU RECEIVE

  • A registered hypothesis and an agreed evidence standard, fixed before data is touched.
  • A deterministic experiment harness whose outputs regenerate byte-identically.
  • A written report: method, evidence, result, limitation, conclusion — including negative results.

OUT OF SCOPE

  • Live trading deployment or capital allocation.
  • Guaranteed performance outcomes or return targets.
  • Fund management, advisory mandates or regulated investment activity.

EVIDENCE

Written up as "Reproducibility as an Overfitting Defense" and "Regime Dependence in Strategy Populations", tested against the apex-quant-engine fixture harness.

PROCESS

  1. 01REGISTER THE HYPOTHESIS
  2. 02FIX THE EVIDENCE STANDARD
  3. 03RUN THE DETERMINISTIC EXPERIMENT
  4. 04WRITE THE REPORT — INCLUDING NEGATIVES

QUANTITATIVE RESEARCH selected.

SERVICE DELIVERY PROCESS

  1. 01DISCOVER+
  2. 02DEFINE+
  3. 03RESEARCH+
  4. 04SPECIFY+
  5. 05DESIGN+
  6. 06BUILD+
  7. 07TEST+
  8. 08VALIDATE+
  9. 09DELIVER+
  10. 10ITERATE

Each stage has a clear output — requirements, tests, working software and written limits — so you always know what was built and what it proves.

LEARN HOW I WORK →

ENGAGEMENT MODELS

FREELANCE & CONTRACT

I take on defined-scope technical projects: research prototypes, market-data tools, quantitative analysis systems, and automation workflows. Every engagement ends with working software, reproducible artifacts, and written limitations.

EXPLORE OPPORTUNITIES →

RESEARCH COLLABORATION

I'm open to research collaboration on market structure, backtesting, data integrity, risk engineering, and quantitative methods — working with people who value reproducible results and transparent methodology.

EXPLORE RESEARCH →

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BUILD CONFIDENCE THROUGH EVIDENCE