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davidlatte

PROFILE

Davidlatte

David MacLeod engineered robust trading infrastructure for the Lumiwealth/lumibot repository, focusing on backtesting accuracy, order management reliability, and data integrity. Over 14 months, he delivered features and fixes that unified broker APIs, improved concurrency handling, and enhanced logging for observability. Using Python, Pandas, and SQL, David modernized contract ID lookups, streamlined order processing with race-condition prevention, and standardized advanced order types across brokers. His work included timezone-aware data handling, CI/CD pipeline stabilization, and comprehensive unit testing, resulting in more reliable analytics and safer automated trading. The depth of his contributions reflects strong backend development and software engineering expertise.

Overall Statistics

Feature vs Bugs

47%Features

Repository Contributions

54Total
Bugs
17
Commits
54
Features
15
Lines of code
640,346
Activity Months14

Work History

March 2026

3 Commits

Mar 1, 2026

March 2026 — Lumiwealth/lumibot: Focused on reliability and correctness of order and position management. Consolidated fixes to prevent race conditions in order processing, standardized order identifiers, and ensured correct position quantity calculations. Strengthened test coverage with unittest updates for ProjectX to guard against regressions. Business impact: reduced risk of mis-trades and inaccuracies in holdings, improved observability, and readiness for higher order volumes. Technologies & skills demonstrated: concurrency-safe coding, rigorous unit testing (including ProjectX tests), Python development, and CI-friendly, maintainable changes.

February 2026

1 Commits

Feb 1, 2026

February 2026 monthly summary for Lumiwealth/lumibot focusing on hardening order processing reliability, improving tracking accuracy, and streamlining diagnostics and performance. Delivered critical race-condition fixes and tracking deduplication, with logging enhancements and cache cleanup to improve throughput, reliability, and maintainability.

December 2025

1 Commits • 1 Features

Dec 1, 2025

Month: 2025-12 — Lumiwealth/lumibot delivered modernization of Contract ID Lookup for ProjectX Broker with an API-first approach and caching, enhancing broker performance and maintainability. Deprecated the old contract ID retrieval method to reduce tech debt and simplify future enhancements.

November 2025

5 Commits

Nov 1, 2025

November 2025 monthly summary for Lumiwealth/lumibot focused on stabilizing backtesting data integrity for ProjectX and strengthening observability. Key outcomes include datetime consistency, timezone handling, and data retrieval accuracy improvements for historical prices, preserved datetime information in dataframes, corrected candle bar processing, and enhanced logging and test coverage to enable faster diagnostics and more reliable forecasts.

October 2025

1 Commits

Oct 1, 2025

Month 2025-10 – Lumiwealth/lumibot: Focused on data accuracy and reliability for minute-bar historical data. Implemented a Tradier data fix to refine the calculation of required trading days for minute bars, accounting for pre-market and after-hours sessions to ensure a more complete historical data fetch. This correction improves backtests, analytics, and decision-making relying on historical data.

August 2025

5 Commits • 3 Features

Aug 1, 2025

Aug 2025 monthly summary for Lumiwealth/lumibot: Delivered scalable execution, improved live/log stability, and hardened test reliability. Focused on business value and technical impact, with concrete commits tied to featured improvements and critical bug fixes.

July 2025

8 Commits • 3 Features

Jul 1, 2025

July 2025 monthly summary for Lumiwealth/lumibot: Delivered structured observability and reliability improvements through logging controls, cron scheduling robustness, and backtesting data fidelity, while strengthening the test suite. These changes reduce debugging time, improve AI-driven analysis, and enhance decision-making consistency across live and backtest environments.

May 2025

1 Commits

May 1, 2025

May 2025: Restored CI/CD pipeline stability by reverting to the standard pytest configuration defined in setup.py, ensuring consistent test execution across environments for Lumiwealth/lumibot.

April 2025

1 Commits

Apr 1, 2025

April 2025 monthly summary for Lumiwealth/lumibot focusing on backtesting accuracy and order modification reliability. Highlights include fixing the backtest price lookup to ignore seconds/microseconds and refactoring modify_order to update limit and stop prices after modifications, resulting in more accurate fills and trustworthy strategy evaluation. This work improves business value by delivering reliable simulated performance and reducing risk in trading strategies.

March 2025

5 Commits • 2 Features

Mar 1, 2025

Month: 2025-03 — Lumiwealth/lumibot delivered significant reliability and performance improvements. Key features delivered include unified error handling for Lumibot broker interactions and robust OCO order processing, with race-condition mitigation and tests updates. In addition, backtesting fidelity was improved via a StrategyExecutor refactor to fetch broker identifiers once and by tracking placeholder orders to align backtesting with live behavior. A critical bug fix in Tradier data handling ensures fill price tracking remains stable when 0.0 is returned, preventing disruption of order status. Overall impact: higher reliability in production, faster, more accurate backtesting, and stronger data integrity. Technologies/skills demonstrated: Python refactoring, test-driven development, error handling architecture, backtesting alignment, and Tradier integration.

February 2025

15 Commits • 4 Features

Feb 1, 2025

February 2025 Lumibot monthly summary: Delivered a major cross-broker order management overhaul and a suite of reliability improvements across lumiwealth/lumibot. The work focused on business value through safer, more consistent trading workflows, stronger backtesting realism, and improved data quality for AI-driven analysis. Key features delivered: - Unified order management and advanced order types across brokers: migrated from order.type to order.order_type, consolidated advanced-order classes, and auto-populated child_orders at creation. Enabled stop_limit and trailing_stop within OCO/OTO/Bracket children, added comprehensive warnings for backward-compatibility, and enhanced parsing/logging for consistent broker behavior. Documentation updated to reflect new model and usage. - Active order modification support: added hooks to adjust limit/stop prices on active orders, with full support currently for Tradier and BackTestBroker and scaffolding for other brokers. - Alpaca broker fixes: corrected enum mapping for BRACKET/OTO to MARKET and implemented child_stop settings for advanced stop loss orders to prevent misconfigurations. - Strategy data reliability: introduced include_cash_positions option to explicitly include or exclude cash in reported data, improving stability for AI-assisted analysis. - Backtesting improvements: enhanced option handling with a chain lookup that selects the strike price closest to the current asset price; refactored select_option_expiration/strike logic and improved cache filename handling for option assets. - Testing infrastructure and docs: gated Alpaca tests behind credential checks; configured Tradier tests to run without API interactions when possible; ongoing documentation cleanup and reorganization to reflect refactoring. - Quality fixes: Pandas applymap FutureWarning resolved by updating DataFrame usage to apply consistently across columns, preserving non-numeric types and rounding numeric data to two decimals. Overall impact and accomplishments: - Achieved cross-broker consistency for complex order types, reducing surprises for end users and enabling safer automated strategies across brokers. - Improved backtesting realism and data reliability, enabling better evaluation and AI-driven decision-making. - Strengthened developer experience through clearer APIs, better logging, and robust tests and documentation. Technologies/skills demonstrated: - Python data modeling and enums, broker-agnostic order handling, and comprehensive logging. - Refactoring for clarity and backwards compatibility, and multi-broker orchestration. - Backtesting logic (strike/expiration handling), option chain lookups, and cache management. - Testing strategies, credential gating, and test scaffolding; Pandas data handling and data hygiene.

January 2025

2 Commits

Jan 1, 2025

Monthly summary for 2025-01: Lumiwealth/lumibot focused on improving data quality and backtesting reliability to deliver trustworthy analytics and align with live-broker behavior. Re-enabled missing dates detection in financial data with updated tests. Implemented critical backtesting reliability fixes, including submission parity with other brokers, corrected order returns for complex/multi-leg orders, and stabilized data handling through polygon_helper caching and improved timezone-aware tests. These changes enhance data integrity, test determinism, and the credibility of performance metrics.

December 2024

5 Commits • 2 Features

Dec 1, 2024

December 2024 monthly summary for Lumiwealth/lumibot: Delivered targeted features and reliability improvements that enhance backtesting accuracy, CI stability, and order processing, driving reliable business insights and execution risk management.

November 2024

1 Commits

Nov 1, 2024

November 2024 performance summary for Lumiwealth/lumibot focused on stability and observability of backtesting logs, delivering predictable results and reduced console noise. Highlighted by a targeted logging refactor that demarcates backtesting vs live trading output and introduces a debug-enabled signature option for full visibility when needed.

Activity

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Quality Metrics

Correctness85.8%
Maintainability85.4%
Architecture81.6%
Performance79.6%
AI Usage24.4%

Skills & Technologies

Programming Languages

CSSHTMLJavaScriptPythonSQLShellYAML

Technical Skills

API IntegrationAPI integrationAlgorithmic TradingAutomated TradingBack-end DevelopmentBackend DevelopmentBacktestingBroker API IntegrationBroker IntegrationBroker SimulationCI/CDCode MaintenanceCron JobsData AnalysisData Caching

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

Lumiwealth/lumibot

Nov 2024 Mar 2026
14 Months active

Languages Used

PythonCSSHTMLJavaScriptSQLYAMLShell

Technical Skills

BacktestingLoggingSoftware DevelopmentBackend DevelopmentCI/CDData Analysis