I work on systematic crypto trading automation, with a focus on
execution reliability, risk-neutral positioning, and
predictable system behavior under scale, primarily in perpetual markets.
My work prioritizes mechanical consistency over discretion,
and repeatable systems over ad-hoc decision making.
- Quantitative trading automation
- Python-based execution engines and automation frameworks
- Volume- and incentive-aware systematic strategies
- Hedge-neutral exposure and position control
- Execution & monitoring infrastructure
- Real-time TUI / CLI execution interfaces
- Deterministic order flow and failure handling
- Live tracking of positions, collateral, and risk state
- Research
- Perpetual market microstructure
- Incentive design and behavioral feedback loops
- Strategy robustness under imperfect market conditions
Languages
- Python (asyncio, aiohttp, websockets)
- Bash / Shell
- Minimal JavaScript (only when necessary)
Infrastructure & tools
- Linux / WSL2
- REST & WebSocket APIs
- Git, GitHub Actions
- Textual (TUI), Rich
- Docker (limited use)
Domains
- Quantitative Trading
- Perpetual Futures
- Market Microstructure
- Automation & Systems Engineering
Repositories here primarily contain:
- Trading and execution system frameworks
- Strategy infrastructure and tooling
- Exchange interaction layers
- Experimental research code
The emphasis is on real execution and observable system behavior,
not polished demonstrations.
The following channels together form a distributed record of all artifacts I produce,
including explanations, design notes, research outputs, and execution logs.
-
YouTube (Documentation)
Beginner-accessible explanations that formalize system structure
and operational concepts as reference material. -
Blog (Research & Architecture)
Architecture design notes, deep-dive research, and formalized analyses
accumulated directly from development and experimentation. -
Telegram / X (Execution Logs)
Concise research memos, observations, experimental results,
and process-level execution notes.
These channels are not promotional,
but serve as working documentation and long-form records of ongoing work.
(Links are intentionally omitted.)
- Systems over discretion
- Execution over interpretation
- Iteration over theoretical completeness
Assumptions are stated explicitly.
Unknowns are treated as risks, not ignored.
Nothing in this repository constitutes investment advice.
All materials are experimental, educational, and subject to failure.
//
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