Research archive

Research

Technical notes, experiments, theories, and build logs from my work across local AI, systems, infrastructure, and early web projects.

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Century Forecast
Quantum ComputingTechnology Forecasting

Quantum Computing 2026-2126: A Reasonable Century of Progress

A physics-constrained scenario for how quantum computing could move from NISQ to fault-tolerant and distributed infrastructure without assuming its growth curve should look like AI.

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Local Build
Local AIMedia Automation

Building a Private Local Transcription App with Whisper

A Dockerized audio and video transcription workflow with local Whisper inference, NVIDIA acceleration, CPU fallback, and privacy-focused defaults.

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System Overview
Local AIRSI Research

ANNIE V4: Building a Persistent Local AI Runtime

An in-depth look at my local AI system for durable memory, research, project work, controlled tools, voice, and evidence-backed recursive self-improvement.

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Live Lab
VirtualizationLocal AI

Building LAN-VM-BRIDGE for Isolated Local AI

A working private-network relay connecting browser chat, VirtualBox, and local Ollama inference, with unit tests and a verified end-to-end response.

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Field Results
Short-Form MediaAutomation

Testing Short-Form Video Automation at Scale

A short-form production workflow using premade clips. At its peak, the method reached 14 million Instagram views and more than 10 million TikTok views.

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Benchmark Notes
Local AICUDA TTS

Building a Local CUDA TTS Testing Bench

I built a local Docker and PowerShell bench for testing CUDA TTS voice cloning models on an RTX 5070, with notes on first run setup, model tuning, and rough inference speed.

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Architecture
Local AIAgent Systems

ANNIE V2: Diffusion-Inspired Cognition for a Self-Thinking Local LLM

ANNIE V2 brings persistent memory, self-monitoring, and background processing together around a local model, with direct visibility into system state.

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Build Log
Reasoning UIMemory

ANNIE: A Local Reasoning Assistant Interface

The first ANNIE architecture, connecting local models with memory, search, vision, voice, and file handling. Source code is available in the public archive.

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Historical Experiment
AI ResearchCapability Test

QSTOE: An Early AI Research Experiment

A February 2025 test of whether a leading LLM could develop a novel research concept and structure it as a complete paper.

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First Post
Web DevelopmentOrigin

How I Got Started in Web Development

The first step in building this site and the curiosity that pulled me into software, systems, and product work.