KRYS NEWMAN  /  INDEX
Portfolio · 2026

Krys Newman

Staff Software Engineer
MSE in Software Engineering & AI
Utah, USA

Twelve years building systems other people depend on: enterprise data platforms, real-time video and IoT messaging, B2B SaaS. Now a founding member of Trainual's AI Guild, working on agentic engineering: an organisation-wide Slack bot wired to our MCP tools, and two green-field product suites. Check out my current projects and past papers below.

Projects

06 / INDEXED
01Live daily

Daily News

SOURCES WHISPER DEDUPE ARCHIVE

Pulls the day's posts from a curated source list, transcribes the audio off video, collapses duplicate coverage into one story, publishes a dated archive.

Python · Whisper · ffmpegOPEN ↗
02Live

Backprop to Frontier

STAGE 0 → 5 · 35 ITEMS MATH · CLASSICAL ML · DL · TRANSFORMERS · TRAINING

A six-month route from classical ML to training language models from scratch. Real courses with public materials only; progress stored per browser.

HTML · localStorageOPEN ↗
03Web Store

Dev PTO

CLAUDE GITHUB OPENAI BITBUCKET JIRA DESKTOP ALERTS ON CHANGE

Live Statuspage health for Claude, GitHub, OpenAI, Bitbucket and Jira, collapsed into one toolbar icon that recolours instead of a panel you have to open. Optional desktop alerts fire when a service you watch changes state.

JavaScript · Chrome MV3OPEN ↗
04In progress

AI Frontier

In [1]: import numpy as np In [2]: grad = (f(x+h)-f(x))/h Out[2]: 6.0000099...

The notebooks I work through alongside Backprop to Frontier, built from scratch rather than imported, starting at the derivative and the numerical gradient and heading for frontier LLM research.

Jupyter · PythonOPEN ↗
05Live

AI Lab

LOSS(θ) GRADIENT DESCENT

Interactive 3D visualizations for calculus, linear algebra and machine learning. Drag a point across a loss surface and watch the gradient, the tangent plane and the optimizer's path respond, in the browser at 60 fps.

THREE.JS · WEBGPU · TYPESCRIPTOPEN ↗
06Coaching

Brazilian Jiu Jitsu

VIDA JIU JITSU · UTAH PURPLE BELT

Purple belt, and a part-time coach at Vida Jiu Jitsu in Utah. Teaching a technique to someone who has never seen it is the same skill as writing documentation, with much faster feedback on whether it landed.

Part-time coachOPEN ↗

Stack

WHAT I REACH FOR
Languages
TypeScript · JavaScript · Python · Ruby · SQL · C/C++ · C# · Java
Frameworks
React · Redux · Ruby on Rails · Node.js · Angular · Django · Flask · .NET
Infrastructure
AWS · GCP · Kubernetes · Docker · PostgreSQL · Elasticsearch · Redis · RabbitMQ · Sidekiq · Celery
AI
Agentic workflows · Agentic system architecture · Context engineering · MCP · Claude
Practice
TDD · CI/CD · DevOps · A/B testing · Agile

Papers & coursework

SELECTED WRITING
Graduate papers and coursework
YearTitleSummaryFormat
2022Winning the Space Race with Data ScienceIBM certificate capstone: SpaceX launch data, from wrangling to a deployed app.Slides · 19 MB
2019Classifying Tech News with Sentiment Analysis and Machine LearningMaster’s capstone, ASU with Intel. Article sentiment as a signal against a company’s stock.PDF · 800 KB
2019CorrelaTech, recorded demoThe capstone running: classified article feeds, price charts, and the ingestion job.Video · 5 min
2018Machine Vision for Safer Self-Driving CarsPerception under degraded conditions.PDF · 440 KB
2018Machine Vision in Construction ZonesThe hardest case for lane and sign detection.PDF · 818 KB
2018Time-Series Forecasting with Neural NetsSequence models against classical baselines.PDF · 386 KB
2018Linear Regression with TensorFlow on Time-SeriesWhere a linear model is still the right answer.PDF · 434 KB
ReposNotebook archiveBerkeley Data Science · Google ML · IBM Data Science.Notebooks

Career

TWELVE YEARS
Professional experience
YearsRoleScope
2025–Current Staff Software EngineerTrainual Founding member of the AI Guild, setting agentic engineering practice for the company. Built an organisation-wide Slack bot with access to every MCP tool in the engineering ecosystem. Green-field engineer on two new product suites, inception to release.
2024–25 Senior Software EngineerBrivo Brivo Video: low-latency feeds across large camera fleets; cut load and render time 37% with web workers. Tuned Mosquitto and RabbitMQ to sub-millisecond latency for real-time IoT messaging.
2020–23 Senior Software EngineerTrainual A/B testing and analysis that shaped product strategy and lifted retention. Cross-functional delivery in a fast-growing startup.
2019–20 Software EngineerIntel Architected a GitLab-based DevOps platform saving roughly $50K a year in engineering hours. Built a real-time analytics dashboard that raised factory output 66%.
2014–19 Software EngineerIntel Secure .NET cryptographic tooling for remote chipset upgrades and inventory. Cut supply-chain tool load times 35%.

Education & certificates

ASU · COURSERA · UDEMY
Education
YearQualificationCapstone
2019MSE in Software Engineering & AIArizona State UniversityCapstone: AI-driven sentiment analysis of tech news against stock prices.
2016BS Computer ScienceArizona State UniversityCapstone: IoT hand-sanitiser tracking over Bluetooth.
Certificates
YearCertificateIssuer
2022IBM Data ScienceCoursera.
2022Ruby on RailsUdemy.