Product Deep-Dives

NotesXML: The Private, Intelligent Note-Taking Application for Windows and Android

A comprehensive look at NotesXML — 22 note types, on-device AI with 16 models, PDF annotation, voice transcription, and the Zero-Exposure Protocol that keeps your data entirely on your device.

IWV Chat AI: The Free, Private, Voice-First AI Assistant

Meet the free AI assistant that runs entirely on your device. Voice-first interaction, GPU-accelerated inference, and zero data collection. Available now for Android, Windows, and Linux.

IWV Agent: The Private, Local AI That Plans and Acts Across Your Workspace

Beyond chat — an AI that plans multi-step workflows, executes them using real tools, and delivers results across your notebooks and filesystem. All local.

NotesXML Beta 5.51.0 — Platform Quality and Capability Summary

1,264 tests passed, zero failures. A detailed look at the verified capabilities and automated test results for the current NotesXML release.

Engineering and Philosophy

Precision Engineering in the Age of AI Autonomy: The IWV Standard

Six non-negotiable principles that govern how we build software — from zero-tolerance for patches to AI-assisted development with human-owned responsibility.

A Deep Dive into the NotesXML Development Process

How a human-AI development partnership, governed by formal specifications and continuous feedback loops, produces a self-improving development methodology.

Engineering NotesXML: How We Build, Test, and Ship Quality Software

One codebase, three platforms. How NotesXML is built, tested across automated and manual layers, and hardened through Development, Beta, and Production build phases before it reaches your device.

Benchmarks and Analysis

NotesXML AI Model Benchmark Results and Recommendations

Comprehensive benchmark results for 16 local AI models — from Gemma 3 1B to Llama 3.3 70B — tested across five purpose-built evaluation suites on real hardware.