Selected Work
A curated mix of research-faithful AI implementations, enterprise workflow systems, and crypto-native product experiments.
Truss
truss is a Linux failover network manager CLI written in Rust. It continuously measures internet health on the active uplink using interface-bound ping probes, and it switches the default route to a backup uplink when the primary becomes degraded or dead.
Music-Recommendation System
A paper-based implementation and comparative study of CNN-ORNN-SIAO, CNN-LSTM-SIAO, and SSA-CNN-LSTM for safety-critical fault diagnosis using simulated plant data and reliability-oriented analysis.
Telegram On-chain Analytics Bot
A crypto community bot using Vybe APIs to deliver wallet tracking, whale alerts, token metrics, and on-chain signal summaries directly in Telegram for community-native alpha workflows.
Research Mindset
I prefer technically honest work: reproduce the baseline, verify the system, isolate the innovation, and then present the delta clearly.
Baseline Fidelity
I start by implementing the original paper architecture as closely as possible. This creates a trustworthy baseline and prevents fake novelty.
Controlled Improvement
Once the baseline is stable, I change one meaningful component at a time so the comparison remains interpretable and defensible.
Evaluation Beyond Accuracy
I care about precision, recall, reliability, execution trade-offs, and how the model behaves in a practical deployment narrative.
Presentation-Ready Output
Every project is shaped into a demo, a story, and a deployable artifact—not just a notebook result.
Technical Stack
A practical toolkit across machine learning, backend engineering, frontend systems, and web3 experimentation.
AI / ML
Backend
Frontend
Web3 / Infra
Latest Writing
Notes on AI systems, Linux internals, research-to-product workflows, and crypto build strategy.
How I Turn Research Papers into Working AI Projects
My practical framework for converting academic papers into demos, comparisons, and presentation-ready engineering artifacts.
2026-04-10
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