Private & Local AI
Locally operated AI tools, model evaluation, and workstation planning.
Capability Areas
Practical applications, clearly framed
A focused portfolio spanning private AI, documents, software, and scenario exploration.
Document Intelligence
Source-linked document review and human-reviewed knowledge organization.
Software Modernization
Assisted analysis, translation, testing, and review of legacy applications.
Decision Modeling
Structured scenario exploration for savings and retirement questions.
Project Demonstrations
How the capabilities have been applied
Each overview is intentionally concise. No client data, internal architecture, proprietary methods, or unsupported performance claims are presented.
Demonstration 1
Evidence Intelligence
Organizes document collections into source-linked facts, timelines, and reviewable findings. It demonstrates how users can compare information across documents and return to original material during review.
Synthetic examples only; findings remain subject to human review.
Demonstration 2
Local AI Model Evaluation
Compares locally operated language models through a consistent evaluation process. The demonstration helps teams explore model characteristics in relation to an intended workload and computing environment.
Results vary by model, workload, configuration, and hardware.
Demonstration 3
Local AI Workstation Planning
Translates local-AI requirements into an expandable workstation concept, balancing computing capacity, memory, storage, power, cooling, maintainability, and future growth.
Conceptual planning demonstration; not a performance claim or purchasing recommendation.
Demonstration 4
Human-Reviewed Document Knowledge Graphs
Extracts information from synthetic documents, connects related facts, and keeps source material visible for approve, edit, or reject decisions.
Automated extraction can require correction and human approval.
Demonstration 5
Retirement Scenario Modeling
Brings timing, contribution, inflation, income, and market assumptions into structured, illustrative scenarios so users can explore possible outcome ranges.
Educational demonstration only; not financial, tax, or legal advice.
Demonstration 6
Legacy Software Modernization
Shows a reviewable process for examining, translating, documenting, and comparing older software in small units, with testing and human approval built into the demonstration.
Any comparison applies only to the synthetic cases tested.
Demonstration 7
Savings Scenario Exploration
Searches a defined set of contribution, rate, and time assumptions and presents illustrative combinations through a scenario grid and summary view.
Educational demonstration; outcomes depend on assumptions and omit many real-world factors.
Demonstration 8
Local AI Developer Assistant
Connects a command-line development workflow to a locally operated language model, with configurable review points, resumable work, and structured activity records.
Synthetic paths and commands are used; operators remain responsible for reviewed actions.
Technology Experience
Selected tools and methods
A representative capability list—not a project architecture map or statement of certification.
Programming & application development
Python, TypeScript, JavaScript, SQL, PowerShell, C++, Go, Rust, FastAPI, React, Node.js, Vite, Tailwind CSS, and Tauri.
Data & information systems
PostgreSQL, SQLite, Redis, vector search, relational data modeling, semantic retrieval, and structured data pipelines.
AI & analytical methods
Local language-model integration, embeddings, natural-language processing, retrieval-augmented generation, model evaluation, document intelligence, and Monte Carlo simulation.
Documents & interfaces
PDF and Microsoft Office document processing, optical character recognition, image processing, dashboards, charts, APIs, command-line tools, and desktop interfaces.
Testing & delivery practices
Automated unit and integration testing, browser-based testing, behavior comparison, version control, containerized development, continuous integration, API documentation, and software component inventories.
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Have a document, software, local-AI, or modeling challenge? Contact Trend Axis LLC to discuss a focused demonstration or tailored prototype using representative data.
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