Roadmap

My personal learning paths, future project plans, and goals in the tech industry.

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Q1 2026 (Completed)

Advanced Penetration Testing

Mastered advanced network exploitation techniques, custom payload generation, and bypassing modern EDR systems.

Red Teaming Exploit Dev
Q2 - Q3 2026 (Current)

LLM Fine-Tuning & Custom Architectures

Currently researching and building custom language models for low-resource languages (Sinhala) and specialized cybersecurity tasks.

PyTorch Transformers NLP
Q4 2026

Rust for High-Performance Security Tools

Transitioning core Python security scripts to Rust for memory safety and maximum execution speed in concurrent environments.

Rust Systems Programming
2027 & Beyond

AI-Driven Autonomous Security Agents

Developing autonomous agents capable of identifying, exploiting, and patching vulnerabilities in real-time without human intervention.

AI Agents Reinforcement Learning