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aleks-drozy/README.md
Aleksandrs Drozdovs, software engineer, Dublin, Ireland

Computer Science and Software Engineering graduate, Maynooth University, 2026. Based in Dublin, available now. Graduate software engineering and quantitative developer roles, Dublin or remote across the EU and UK.

Portfolio · CV · LinkedIn · Email

Merged upstream

Fixes shipped into other teams' codebases, reviewed by their maintainers and held to their test suites. Each link is the pull request itself.

  • hflow (Hebbian Robotics) #288: a dedicated exception and failure kind so transform content refusals stop being retried as infrastructure errors.
  • narwhals #3856: the pandas-like backend ignored the schema argument's column selection and order in from_dicts; fixed with six new tests, each proven failing first.
  • exchange_calendars #593: the Dubai Financial Market (XDFM) calendar from scratch, sourced from DFM and Nasdaq Dubai circulars and bounded at the 2022 UAE work-week switch.
  • holidays #3748: Russian localisation for Latvia's holiday calendar, native-speaker translation.
  • yfinance #2936: traced a suspected timezone regression to an intentional, changelogged change, then fixed the real gap in the download() docstring.

Nine more fixes are open under maintainer review across scipy, splink, uvicorn, duckdb-python, quantstats, and soccerdata.

Systems

jobq · Go, standard library only Durable job queue from scratch: at-least-once delivery, actor-per-topic concurrency, leases, retries, dead-letter queues, and a CRC-checked, group-committed write-ahead log (550µs to 65µs per op under 16 producers). A crash harness kills the process cold mid-write across five rounds: zero acknowledged jobs lost, zero resurrected. Conservation and unique-settlement invariants hold under the race detector.

Options pricing engine · live explorer Black-Scholes, CRR binomial (European and American) and seeded Monte Carlo pricers cross-validated through seven machine-checked numerical gates (put-call parity to 2.84e-14). Inverts a real SPY option chain to implied volatility and recovers the smile. The explorer re-runs all seven gates on every page load.

Jarvis · Electron, whisper.cpp, PowerShell, Claude agent Desktop assistant with fully on-device speech-to-text and a scheduled, unattended agent pipeline that delivers a daily 08:30 Telegram briefing. Two-way commands over a closed whitelist locked to one chat ID, failing closed on an unknown sender. CI green on windows-latest, gitleaks over the full history.

Data engineering

registry-resolve · Python, Splink, DuckDB Entity resolution across three real Irish open-data registers (821k CRO companies, the Register of Charities, public procurement awards). Deterministic ID joins first, probabilistic matching for the residual, evaluated against 330 blind human-labelled pairs. 224 tests.

irish-property-price-index · dbt, DuckDB · live dashboard Mix-adjusted stratified-median price index over all 797,774 sales in the Property Price Register, 14 dbt models and 91 dbt tests, validated against the CSO's official index. Finding: the raw median overstates national growth by 2.22 index points and understates Dublin's by 3.91.

Research that publishes its own negative results

The hypothesis and the pass/fail gate are written and committed first, then the analysis runs. Five of these have a verdict; all five are published as they came out, and no threshold was widened once the result went the wrong way.

fyp-strategy-engine, verdict DISPROVEN Six-phase test of a strategy whose headline backtest was +$28,400. The configuration is hash-frozen and the runner refuses to start on a mismatch. 17 walk-forward folds per instrument across ~10 years of CME index futures: pooled profit factor 0.905 over 1,402 out-of-sample trades, 90% upper bound below breakeven. 176 tests in CI. The gates also caught a 60-minute timestamp bug in the source dataset.

alpha-signal-lab, verdict NULL · dashboard LightGBM versus plain momentum on 5-day cross-sectional equity returns under purged walk-forward CV and eight automated leakage audits. A deliberately leaky twin shows the gap: honest rank IC 0.0100 versus 0.1506. The honest model does not beat momentum; a SHAP diagnostic explains why.

prompt-placebo, verdict PLACEBO Pre-registered, paired-delta audit of six prompting techniques across 1,438 questions and 23,008 API requests. 0 of 39 comparisons still work on 2026 reasoning models; the only two effects to survive Holm-Bonferroni correction are harms.

football-trajectory, verdict NOT PROVEN · live explorer Monte Carlo career projection over 24,057 FBref player-seasons. Real skill at every horizon, but the 80% intervals cover ~90%, so it fails its own calibration gate by being under-confident and ships labelled that way. 95 tests.

polymarket-favourite-bias, verdict NOT PROVEN 2,418 resolved markets: favourites win 90.6% of the time and still return −0.98% after fees, with a bootstrap interval spanning breakeven. The gate was the repository's first commit.

dublin-bikes-forecast, verdict pending, paused Twice-daily P(bike)/P(dock) forecasts for ~115 stations, each git-committed before its target time and scored against pre-registered baselines. Paused since 23 July 2026 when the cloud host suspended the VM; the ledger shows the gap rather than restarting the clock.

Stack

Languages Python, TypeScript, JavaScript, Go, SQL, Java, C++, PowerShell
Backend and data FastAPI, Node, Express, Supabase (Postgres, RLS), DuckDB, dbt, MongoDB
Frontend React, Next.js, Tailwind, Electron
Research pandas, NumPy, scikit-learn, LightGBM, SHAP, walk-forward validation, bootstrap and permutation inference, pre-registration
Testing and CI pytest, Vitest, Playwright, Go race detector, property-based and crash-injection tests, GitHub Actions
AI LLM integration (Anthropic, Groq), agents and tool use (MCP, Claude Code), local inference with whisper.cpp

Education: B.Sc. (Hons) Computer Science and Software Engineering, Maynooth University, 2026, 2:1 Honours. Experience: Quantitative Researcher and Software Engineer, DLT Capital, February to July 2025 (~$15K live trading profit from systematic strategies).

I use Claude Code as a pairing partner; the co-author trailers in these histories say so. Every method choice, architecture call, and verdict is mine, and I can walk through the reasoning on any commit.

Pinned Loading

  1. football-trajectory football-trajectory Public

    Can you project a teenager's footballing career? A pre-registered Monte Carlo trajectory model on 24,057 FBref Big-5 player-seasons. Verdict: NOT PROVEN — real skill, honestly untrustworthy error b…

    HTML

  2. dublin-bikes-forecast dublin-bikes-forecast Public

    Publicly scored P(bike)/P(dock) forecasts for Dublin Bikes commute windows - pre-registered baselines, honest scoring - paused since 2026-07-23 (Oracle Cloud VM outage, no SLA)

    Python

  3. jarvis jarvis Public

    Butler-style personal AI assistant — a Claude Code agent skill plus PowerShell automations. Voice in/out, a daily 08:30 Telegram briefing, and on-demand job, finance and project tracking. Open sour…

    PowerShell

  4. fyp-strategy-engine fyp-strategy-engine Public

    Six-phase quant research program: pre-registered, walk-forward, honestly disproving a +$28k backtest edge across ~10 years and 3 instruments

    Python

  5. options-pricing-engine options-pricing-engine Public

    Black-Scholes, CRR binomial and Monte Carlo option pricers cross-validated by seven machine-checked numerical gates, with a self-verifying live explorer

    Python

  6. Trading_Dashboard Trading_Dashboard Public

    Full-stack trading analytics dashboard for strategy analysis, backtesting results, and market research workflows

    TypeScript