TekLily Labs
Systems Engineering | MLOps | Signal Processing
Case Study: Reviving Locked Industrial Hardware with a Persistent Linux OS
Utilizing reclaimed hardware or how to not press the easy button
Case Study: Re-engineering a Monolithic System for Future Scale and Security
Building a Decoupled Solar Flare Prediction System
Audio-Driven 2D Animation Pipeline
A Python pipeline that automates 2D lip-sync animation by analyzing audio waveforms to generate transparency-ready video assets for DaVinci Resolve.
The 5-Minute Crash: How a While-Loop Killed My Database
My script runs in an infinite loop. My database has a connection limit. I forgot to introduce them to each other.
Field Note: Automated Daily Solar Highlight Videos
A case study in debugging scientific Python libraries. This post documents an in-depth investigation into sunpy’s plotting system, resolving errors related to WCS projections and data normalization. Current status - Actively developing the final image rotation feature for scientific accuracy.
ChoreTime: System Audit & Optimization Roadmap
A forensic audit of a Kotlin/Firebase application: Diagnosing an N+1 query bottleneck and designing a transition strategy to Real-Time Listeners.
Lo-Fi Sci-Fi: The SpaceWeatherLab Aesthetic
Engineering a ‘Zero-Budget’ 1990s arcade aesthetic to present complex satellite telemetry. Influenced by Red Dwarf, MST3K, and Bad Dudes.
Radio Astronomy: Digital Satellite Interception (METEOR-M)
Commissioning a ground station to intercept QPSK-modulated digital imagery (LRPT) from METEOR-M satellites. Current status: optimizing acquisition windows.
The Engine: Python MLOps & Real-Time Data Pipeline
A deep dive into the Python backend that powers SpaceWeatherLab: managing multi-source ingestion, dual-model inference, and automated alerting.