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Ricko12vPL/README.md

Kacper Saks — ML & Backend Engineer, Warsaw, Poland. How do you know your system actually works? Open to fully remote roles — AI/ML engineering, backend, research engineering, quant.

Status bar: ~/github/Ricko12vPL — 12 projects, 2 papers, 12 posts on kacpersaks.dev

01 / whoami
Terminal session. whoami: ML/Backend Engineer working on quantitative research tooling, enterprise AI agents, and production ML pipelines. Python, FastAPI, XGBoost, PyTorch. Warsaw, Poland. Now: in progress — Alpha Lab, UKenergy; latest paper — An Executable-Gate Multi-Agent Research Organization.

02 / activity
fig. 1 — GitHub contributions for Ricko12vPL, 2025-11-09 to 2026-11-11: 2,490 contributions on 223 of 368 days; longest streak 28 days (2025-11-09 to 2025-12-06); busiest day 2026-10-17 with 193. Source: GitHub public contribution calendar, through 2026-11-11, checked 2026-11-11.

03 / research
An Executable-Gate Multi-Agent Research Organization: Artifact, Case Study, and a Pre-Registered Gate-Calibration Study — preprint, Zenodo (v0.2.0) · erratum v0.2.1 on GitHub, 2026-06-09. DOI 10.5281/zenodo.20645678. Opens the research page on kacpersaks.dev.The Validation Crisis in AI Forecasting: Deflating AGI Capability Forecasts with Quantitative-Finance Overfitting Tools — self-archived preprint, 2026-06-02. Opens the research page on kacpersaks.dev.

04 / projects
Worldclass Research Org — completed; started 2026-06-07. A multi-agent research organization (39 role files) where every output must pass executable gates and… Opens the GitHub repository.X_Quant — archived; started 2024-06-15. My solo quant research program, in two lives. No strategy it tested was validated for trading. Opens the project page on kacpersaks.dev.Alpha Lab — in progress; started 2026-09-29. A local research workstation for building algorithmic strategies and searching for alpha signals, with… Opens the project page on kacpersaks.dev.
UKenergy — in progress; started 2026-09-23. A geospatial prospecting tool for battery-storage (BESS) projects in Great Britain, built on open data… Opens the project page on kacpersaks.dev.job-agent — paused; started 2026-10-15. A system that finds fully remote roles across ~33,000 company job boards, reviews each with two independent… Opens the project page on kacpersaks.dev.QuantBrief — completed; started 2026-02-28. Multi-agent financial intelligence platform built at Mistral AI Hackathon. Opens the GitHub repository.
ESG Compliance Agent — paused; started 2024-09-01. Enterprise ESG compliance system with local LLM, FAISS vector search, and automated ESRS gap analysis across… Opens the project page on kacpersaks.dev.Airbus Document Analyzer — paused; started 2024-03-01. Fully offline document analysis application with local LLM, OCR, and semantic search for high-confidentiality… Opens the project page on kacpersaks.dev.
All 12 projects — the full index with status, dates and write-ups on kacpersaks.dev.

05 / open source
neo-triage-hack — open-source repository on GitHub (TypeScript); started 2026-04. Hackathon prototype (Apr 2026): Bayesian NEO follow-up triage with Claude Opus 4.7 review. Opens the GitHub repository.claude-code-skills — open-source repository on GitHub (Markdown); started 2025-10. Open-source collection of comprehensive AI coding assistant skills for Python, ML, and quantitative finance… Opens the GitHub repository.Amazing_Maze — open-source repository on GitHub (HTML); started 2025-10. Interactive maze generation and pathfinding visualizer with DFS, Kruskal's, BFS, and A* algorithms, featuring… Opens the GitHub repository.

06 / log
Latest posts: 2026-10-15 Starting job-agent: Handing My Job Search to Agents, Under Rules I Set; 2026-09-29 Starting Alpha Lab: Same Discipline, Empty Ledger; 2026-09-29 Closing X_Quant: Seven Weeks, Eight Programmes, Zero Candidates; 2026-06-20 From Demo to Operator: My AI Research Org Now Runs Real Research — and Reviews Its Own Papers Before I Do. Opens the blog on kacpersaks.dev.
kacpersaks.dev — personal siteLinkedIn — kacpersakspeEmail — kacpersaks@proton.me

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