Applied AI · Software · Digital Systems

Practical software for difficult digital systems.

Willow & Birdie Innovations develops useful software for digital forensics, data analysis, automation, and complex technical workflows.

Selected work

Tools and systems that turn difficult evidence into usable results.

Limited beta

APK Sentinel

A deterministic, automation-friendly APK triage API for automated services and human operators using standard HTTP tools. Submit an APK, receive a versioned JSON report, and pay per analysis through x402 on the Base Sepolia testnet.

Endpoint: https://api.willowbirdie.com/v1/apk/triage · Availability: bounded testing; customer intake and support remain deployment-specific · Technical documentation →

Research record

Local inference reliability study

A measured comparison of a locally hosted Ministral 3 14B Instruct model with GPT-5.6 Luna via OpenAI Codex, covering latency, structured output, hallucination behavior, prompt-injection resistance, context retention, and operational boundaries.

Published research · Read the benchmark record →

Product pipeline

Reusable systems

Tools, workflows, and data-processing components that turn applied research into repeatable software capabilities.

Research-led

Research

Investigation with an exit strategy.

Digital artifacts

We explore filesystem and application data, mobile and browser evidence, SQLite databases, timelines, classification, automation, and AI-assisted analysis.

Useful outcomes

Each experiment should become a validated prototype, an internal tool, reusable knowledge, or be archived. Intelligent storage closets are not a business model.

Infrastructure

Infrastructure in service of the work.

Distributed systems

Compute, storage, processing, edge systems, and data collection support product development and research.

Selective experiments

DePIN and decentralized infrastructure are evaluated for revenue, technical usefulness, research value, and integration with software products—not token excitement alone.

Investigate carefullyStart with the evidence and keep the claims proportional.

Build what is usefulPrefer durable tools over impressive demonstrations.

Validate before claimingTest the system before turning it into a promise.

About

Broad in the lab. Focused in the market.

Willow & Birdie Innovations is a technology research and development company focused on AI-assisted software development, digital forensics, data systems, and distributed computing infrastructure.

We turn practical research into software tools and commercial products. Hardware and infrastructure support that process; they are not the destination.