Vincent "TJ" Taijeron

About

My background is in military training and simulation — 20 years as a Field Artillery NCO, followed by work at CGSC, West Point, and now JMSC/MTC-G. That's the domain where I build AI systems.

My job is to make AI operationally useful under real constraints: short timelines, language barriers, high stakes, and no second chances. I design the workflows, build the tools, and hold the process together so the team can move faster without losing judgment.

Available for remote roles beginning Fall 2026.

What I Do

The AI-Integrator role sits at the intersection of three capabilities that are each necessary and none individually sufficient.

Technical Literacy

I know when AI output is plausible but wrong. I constrain, validate, and govern outputs at each stage so speed doesn't displace judgment. AI accelerates the work — I determine what's usable.

Systems Thinking

I see AI-assisted workflows as pipelines, not isolated tasks. Each product depends on the one before it. I design the chain, hold it together through iteration, and make sure nothing downstream breaks when something upstream changes.

Domain & Delivery

AI cannot assess what an organization truly needs or manage the risk of a first attempt. I can. Operational literacy, requirements translation, and the ability to maintain institutional confidence under a one-shot timeline — that's the work AI can't do.

AI Skills

Claude Code / Cowork

▸ Auditing and mission-critical planning
▸ Content writing and deck generation
▸ AI-assisted document production

Gemini / NotebookLM

▸ Document conversion and discovery
▸ Deep research and information synthesis
▸ Initial project planning and build specs

Python + Streamlit + Claude API

▸ GUI tool development
▸ Automation pipelines
▸ Structured document generation

Projects

CADE — Combined Arms Decision Exercise

A consequence-based staff decision exercise built from scratch for Ukrainian officer training — designed, pipelined, and validated in under 8 weeks.

▸ Designed the exercise concept and built the full AI pipeline: scenario → OPORD with annexes → runbook → controller package
▸ Validated on first attempt (29–30 January 2026) with a mixed-language, mixed-experience audience — earned institutional approval for repeat execution
▸ Demonstrated that a single AI-Integrator with the right toolchain can deliver what previously required a full planning team

Deck Builder

AI-powered briefing generator that turns Markdown slide scripts into mission-ready PPTX and HTML briefings.

▸ Eliminated manual slide formatting — planners write content, the pipeline handles production
▸ Supports decision briefs, instruction briefs, and OPORD briefings with brand-standard templates
▸ Includes AI skills for scripting slide content directly from source documents

Orders Production

A Streamlit GUI backed by the Claude API for drafting military planning documents grounded in US Army and NATO doctrine.

▸ Replaced manual OPORD drafting with an AI-assisted pipeline — OPORD Writer, Narrative Writer, and Decision Support Matrix in one tool
▸ Built against US Army doctrine (FM 5-0, FM 6-0) and NATO standards (AJP-5, NATO-COPD) with linting scripts to enforce formatting
▸ Puts professional-grade planning document production within reach of teams without a dedicated plans officer

In Progress

Active research and experiments — work that isn't shipped yet but shapes where I'm headed.

Exercise WikiLLM

Exploring

Exploring Andrej Karpathy's WikiLLM architecture as a locally hosted knowledge base for military exercise design — a purpose-built alternative to general-purpose retrieval.

LLM Adjudication Model

In Development

An LLM-driven adjudication engine for staff exercises — replacing fixed outcome rules with a model that evaluates staff decisions against doctrine and context. Designed to link with the Exercise WikiLLM as its knowledge base.

Custom AI Skills Library

Ongoing

An ongoing personal library of skill.md files that encode repeatable workflows for military planning, exercise design, and document production — reusable across Claude Code, Gemini, and Codex.

Military SME Agent

Research

A domain expert agent that can plan, advise, execute, and educate across warfighting functions. Built around per-function LLM wikis and an experience capture layer that pairs tacit operational knowledge with official Army doctrine — a complete operational brain, not just a document retriever.