Building quiet tools that work
C++, computer vision, low-level systems. Three years deep, still learning. Most of the work is debugging.
What I build.
Low-level systems
Memory work, kernel-adjacent code, anti-analysis stacks. The fragile stuff most projects route around — I lean into it.
Computer vision
Custom-trained detection models built from hand-labelled in-house datasets. Real-time GPU inference, end-to-end pipelines.
External tooling
Game-side automation that never touches the game. Hardware input, screen capture, four-tier anti-analysis where it matters.
OSINT & utilities
Investigation platforms, breach search infra, internal utilities. The unglamorous tooling that keeps everything else moving.
Four builds, worth the time.
Sair — CS2 External
Several weeks of work, finally public. A full external for Counter-Strike 2: read-only memory, hardware-input automation, custom ImGui overlay, four-tier anti-analysis. Combat, visuals, utility, security — the whole surface.
OW2C — Neural Vision
A computer-vision successor to the original color detector. Hand-tuned heuristics replaced by a custom-trained neural model, real-time GPU inference, fed by an in-house capture & review pipeline. Internals stay private — happy to talk shop on request.
Overwatch C++ Colorbot
A fully external, GPU-accelerated automation tool. Zero memory interaction — DXGI desktop duplication, a custom HLSL compute shader, and hardware-level input spoofing.
Intel’s OSINT Telegram Bot
A full-featured OSINT platform delivered as a Telegram bot. Breach search, network recon, threat intel, forensics — one command-driven interface, credit system, public REST API.
What’s next.
OW2C — Neural Vision
AI-driven computer vision for Overwatch 2. Neural net inference, real-time object detection, private.
Universal Colorbot
Cross-game vision engine, Valorant-first. Generalises the OW2C pipeline.
HWID Spoofer
Low-level driver work. Quiet phase — expect details when there are details.
Let’s talk.
Commission work, source requests, or just to chat about low‑level stuff. I read every message.