John Sobanski

Build a fully automated AI blogging pipeline via Gemini CLI, GitHub Actions, Docker, S3, and CloudFront. The bot writes, builds, tests, and deploys one production blog post per day without manual intervention.

Polars streaming avoids out-of-memory errors in large cross joins via processing data in chunks. Learn how to run 27M row workloads on a single machine.

Refactoring an RCE machine learning algorithm from Pandas lambda functions to the Polars expression API reduced execution time from six minutes to fourteen seconds. Polars cross joins, columnar operations, and Apache Arrow drive a 25x speedup.

A recovered Apple II floppy disk from 1986 reveals BASIC programs written in fourth grade, including primitive games, low-resolution graphics, and early experiments with loops, strings, and user input. Revisit the code and compare childhood Apple...

Food references in Zora Neale Hurston’s Their Eyes Were Watching God mirror Janie’s relationships and expose the personalities of her husbands. Cornmeal, sweets, bacon, beans, and breakfast scenes reflect stability, vanity, class, desire,...

The Gemini protocol replaces the ad-heavy, JavaScript-driven web with a minimal, privacy-focused alternative built around static content and mandatory TLS. Learn Gemini’s architecture and deploy a Gemini server on Ubuntu with AWS, GMID, TLS, and systemd.

Build a lightweight capacity planning model in Python Pandas using flow diagrams, throughput estimates, and GROUP BY operations to estimate CPU requirements and infrastructure cost. Apply Operations Research concepts to size a simple web...

Roman emperors routinely executed enemies, civilians, political rivals, and even allies without trial, yet Septimius Severus spared the Byzantine engineer Priscus after conquest. Learn why Severus valued Priscus’ technical skill and how the story...

Detect low-effort AI-generated writing in academic and government acquisition documents via a rubric that considers meme adjectives, passive voice, clichés, empty phrases, adverbs, and unsubstantiated grandiosity.

Yukio Mishima’s teenage characters embody universal adolescent struggles through identity crises, suicidal idealism, social isolation, and destructive father-son relationships. Explore how these archetype reflect timeless psychological conflict...

Mishima’s teenage protagonists drift through post-Meiji Japan burdened by dread, isolation, pride, and existential emptiness. Honda, Kiyoaki, and Mizoguchi embody adolescent anxiety and detachment across the Sea of Fertility tetralogy.

Install OpenDaylight on Ubuntu 24.04 LTS. Perform Java setup, JAVA_HOME configuration, Karaf binary download, controller start, and DLUX enablement. Discover installation traps around Java compatibility and OpenDaylight release packaging.

Transform Radio Reference CSV frequency data into a format compatible with the Uniden Bearcat BC125AT scanner. Explore schema mapping, analog filtering, CTCSS/DCS conversion, frequency normalization, and importing channels into Bearcat programming files.

Identify investment grade copies of sealed Super Mario Bros. 3 variants through Python Pandas, Seaborn, and auction sales data. Normalize prices across market cycles and compare box grade, seal grade, release variant, and sale date to rank...

Examine common stylistic patterns in ChatGPT-generated prose, including passive voice, vague abstractions, empty phrases, adverbs, and inflated language. Find clearer technical writing through active voice, Subject-Verb-Object structure, and...

Witness practical Pandas, Seaborn, and Matplotlib techniques for exploring machine learning datasets using the UCI Abalone database. Includes histograms, KDE plots, boxplots, correlation heatmaps, PCA, regression plots, and multidimensional...

Refactor a Reduced Coulomb Energy neural network implementation from Matlab into R Tidyverse with pipes, tibbles, functional operations, and vectorized distance calculations. Compares loop-based Matlab patterns with tidy data workflows for...

Compare Howard Roark and Rodion Raskolnikov through sentiment scoring, emotional intensity, and thematic analysis.

Train a TensorFlow and Keras NLP model to identify and extract Raskolnikov’s dialogue and internal monologues from Crime and Punishment. Perform speaker-level lit analysis via transfer learning, BERT classification, Pandas processing, and...

Analyze Stephen King’s Carrie through structured prompts, thematic outlines, and historical analogies to evaluate whether ChatGPT can assist with literary term paper development. It explore how GenAI can identify themes, symbolism, and parallels...

Deploy OpenDaylight and Open vSwitch in a cloud-based layer two environment to steer traffic dynamically with OpenFlow rules. Bypass deep packet inspection for egress traffic while preserving ingress inspection through SDN-based flow manipulation.

Practical SEO maintenance for static websites includes sitemap hygiene, canonical validation, redirect cleanup, broken link repair, image optimization, heading structure, JavaScript fixes, and noindex handling for thin content. Learn actionable...

Pit human literary parody against generative AI by rewriting Humpty Dumpty in the style of William Faulkner using modified passages from Absalom, Absalom!. Compare manual collage-style writing against ChatGPT and examine the limits of AI literary...

Gerard Manley Hopkins’ Terrible Sonnet poems I Wake and Feel the Fell of Dark, Not Day, Patience, hard thing!, and My own Heart let me more have pity on portray depression, isolation, and self-imposed spiritual imprisonment brought on by urban...

Gerard Manley Hopkins’ Terrible Sonnets express spiritual exhaustion, vocational failure, and psychological terror caused by modern urban life. The poems No Worst, There is None and [Carrion Comfort], indicate that Hopkins feared his own...