Technical Journal

Deep dives on Agentic AI, LLM evaluation, fine-tuning, and data-centric ML.

34 technical essays, architectural tutorials, and research readings—plus 57 self-hosted early open-source & Google Summer of Code archives (2015–2017).

8 min read

Building and field-testing a split-brain AI Racing Coach at Thunderhill Raceway Park combining sub-15ms on-device Gemini Nano cues, physics safety gates, and Cloud Run telemetry reasoning.

Gemini Nano Edge AI Cloud Run Real-Time Telemetry
Edge & Real-Time AI
1 min read

Reflections with SaugaTalks on five defining shifts shaping enterprise AI adoption: generative models, data governance, explainability, spatial computing, and low-code ML.

Generative AI Explainable AI AI Governance Data-Centric AI
ML Research & Foundations
3 min read

Practitioner notes on foundational machine learning papers shaping modern representation learning and production recommendation systems.

ML Papers Recommender Systems Deep Learning
ML Research & Foundations
1 min read

Automatically detecting and fixing mislabeled training examples in real-world datasets using confident learning and Cleanlab.

Data-Centric AI Confident Learning Cleanlab Label Noise
Data-Centric AI
1 min read

Designing fair, high-signal human annotation rubrics, inter-annotator agreement workflows, and quality feedback loops for ML datasets.

Data Curation Human-in-the-Loop Annotation Quality
Data-Centric AI
2 min read

Part 1 of a technical series examining membership, property, and model-inversion attacks alongside modern privacy-preserving ML defenses.

Privacy-Preserving ML Federated Learning Inference Attacks
Responsible AI & Privacy
2 min read

How data lakes, schema governance, and feature lineage underpin reliable downstream machine learning pipelines.

Data Architecture Data Lakes ML Pipelines
Data-Centric AI
2 min read

Understanding compounding upstream data issues—data cascades—in high-stakes machine learning deployments and how to prevent them early.

Data Cascades Production ML Technical Debt
Data-Centric AI
12 min read

In-depth guide to imperative, procedural, object-oriented, and functional programming paradigms in Python—featured among Opensource.com's Top Articles.

Python Programming Paradigms Functional Programming Software Architecture
Open Source & Python
3 min read

How engineers, technical writers, designers, and researchers create high-leverage impact in open-source ecosystems beyond writing code.

Open Source Technical Documentation Community Leadership Mentorship
Open Source & Python
3 min read

Notes and takeaways from delivering the keynote at Open Source 101 on sustaining open-source communities and lowering contributor barriers.

Open Source 101 Keynote Community Developer Advocacy
Open Source & Python

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Complete Self-Hosted Archive (2015 – 2026)

Looking for earlier Google Summer of Code, Loklak & Pharo logs?

All 91 historical posts and media from WordPress (2015–2026) are preserved directly on this website. Select Early Archive (2015–17) above or browse the chronological /archive/ index.

Browse Early Archive (57) →