GK.Gergely Kovács
01Projects

Subsystems and rewrites,
not patches.

High-leverage execution across platform architecture, full-stack rewrites, performance surgery, security research and AI engineering. Each entry is owned end-to-end — design through landing.

All projects

8 entries

Celery Migration — Platform Async Substrate

2024

Decommissioned a legacy XMLRPC / TGScheduler jobserver and migrated the platform onto a managed Celery framework I designed end-to-end. +10,787 LOC across 42 files, multi-tenant context restoration, 50+ legacy jobs ported. Runtime owner two years post-launch.

Architect · Sole authorCelery · Redis · Python · Docker · PostgreSQL · Sentry

Checkout-Status Workflow — Full-Stack Rewrite

2025

Ten-month, eight-version rewrite of the platform's core checkout-status workflow — the surface that touches every customer transaction. Python / SQLObject backend, ExtJS + Angular UI, SQL migrations and trigger logic. Persistence and tolerance for rework until it landed cleanly.

Full-stack ownerPython · SQLObject · ExtJS · Angular · PostgreSQL

Userlog 24× Performance Fix

2026

Two compounding bugs causing endless loads — missing SQL pagination on grouped queries plus inverted slicing in ReportJob. Real query-layer surgery, not a UI band-aid: P95 from 15.4 s to 0.67 s. Three rewrites before landing — quality over speed.

Performance engineerPostgreSQL · Python · EXPLAIN ANALYZE

Security Research — Four Pre-Disclosure Reports in 30 Days

2026

Dangling-IP subdomain takeover; CSRF tokens issued from a predictable Mersenne-Twister PRNG with state recovery through a 27-file import footprint; unauthenticated callback enabling SMS-MFA bypass and account takeover; leaked-credential audit. Each in executive register, with ISO 27001 framing and remediation plans.

Vulnerability researcherSecurity · ISO 27001 · Code archaeology

Team AI Engineering Practice

2025 — Present

Authored a Claude Code slash-command suite now in production use by the team; built an MCP-driven multi-source evidence pipeline; quantitative analysis of a 1,000-MR review corpus with a pre-merge tooling proposal that automates ~1/6 of recurring review feedback.

AI engineering leadClaude Code · MCP · LLM Chains · OpenAI

ASAP Design System — Cross-Cutting Rebrand

2025

Unilateral design-system rollout touching email, web app and login. New unified styles, redesigned login, asset refresh and template updates. Frontend ownership on top of the backend reputation.

Design system ownerCSS · ExtJS · Templates · Brand

Venturi Systems — AI Traffic Optimisation

2018 — 2021

Co-founded and led an AI-powered city-traffic-optimisation startup. Distributed simulation platform processing 3M+ data points across 140 simulated years on Google Cloud 96-core instances. ML-accelerated optimisation, matrix-based safety calculations, 16 intersections deployed across three municipalities.

Co-Founder · CEO · ArchitectPython · GCP · ML · Docker · B2G

WHO & UNICEF Data Systems (Pulilab)

2021 — 2022

Python data-management platform for WHO; UNICEF frontend reliability for a global user base; 1.5M-word content-management system; data-enrichment pipeline for 20,000+ medical clinics via Scrapy; OpenAI-powered content strategy with automated A/B testing — pre-ChatGPT, 2021–22.

Backend engineerDjango · PostgreSQL · Scrapy · OpenAI · Nuxt.js