Quality Engineering
Risk models, focused regression, accessibility evidence, and release decisions grounded in what can actually fail for customers.
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TyFactor
Independent Engineering
& Quality Systems
From awkward product risk to working evidence: software quality, automation, controlled AI, accessibility, APIs, and desktop tools.
FIRST CONTACT · AI LITERACY
Learn to use AI with judgment, not dependency.
First Contact is TyFactor's guided system for people learning to use AI in real work without surrendering independent judgment.
A constrained, progressive interaction replaces the empty prompt box with practice, verification checkpoints, and increasingly capable questions.
The outcome is not dependency on a clever interface. It is a user who can inspect a result, challenge it, and decide what deserves trust.
Engineering Focus
BUILD USEFUL THINGS. MAKE PEOPLE MORE CAPABLE.
TyFactor turns ambiguous, high-friction problems into testable systems: release evidence, browser and API automation, accessible products, local AI tools, desktop utilities, and prototypes that can survive real use.
Services
Engineering work built around real delivery risk.
Software quality, automation, AI systems, accessibility, and product engineering—focused on useful evidence, clear decisions, and dependable delivery.
AI Systems
Grounded interfaces with explicit evidence boundaries, structured outputs, validation, deterministic fallback, and human control.
Open PreviewAutomation & Product Engineering
Python, pytest, browser automation, APIs, operating-system integration, persistence, and product prototypes built to expose useful signal.
Open PreviewDifficult Product Problems
Short, useful builds for the work that falls between product, quality, workflow, desktop behavior, data validation, and integration ownership.
Open PreviewSelected Work
Systems, quality practice, and useful technical experiments.
Selected work shows the kind of reasoning, validation, and implementation TyFactor brings to complex product problems.
AskDetails
A public professional-profile interface with deterministic evidence routing, state-aware follow-ups, structured-output validation, and a strict separation between published and private material.
Open ProjectFirst Contact
A progressive, constrained AI-literacy experience that teaches verification, better questions, and independent judgment through guided interaction.
Open ProjectSendDetails
An accountless, recipient-scoped utility with browser-side protection, opaque server storage, one-time retrieval, automatic expiry, and an accessible mobile flow.
Open ProjectAIWorldAlive
A Lua event-state addon that translates combat, spell, buff, loot, and encounter context into controlled UI, chat, and audio feedback.
Open ProjectCurrent Focus
Where the engineering attention is now.
Active areas of practice and technical exploration, kept secondary to the delivery work above.
Updated recently
AI Systems
Practical AI experiences designed for useful, human-led work.
Practice active
Quality Automation
Repeatable checks, useful release evidence, and risk-focused validation.
Archive live
Product Engineering
Technical problem-solving across integration, workflow, and product behavior.
Earlier Work
Earlier Visual & Interactive Work
Earlier web, game, CGI, and branding work remains available as portfolio history. It is intentionally secondary to the current engineering and quality-systems focus.
Pass It On
A practical AI starting point.
First Contact is a guided introduction to using ChatGPT with curiosity, verification, and independence.
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Let's make the next release more dependable.
If you need stronger quality signals, practical automation, an AI system with controls, or engineering help on a complex product problem, start a conversation.