Legacy Systems & Integration
Fixed-price assessments and practical modernization.
Website Directory
Find the right level of HerbDev information.
Start with a Service or Solution, evaluate relevant Work and Learn material, then open project evidence when deeper verification helps.
Services
Integration Rescue
Resolve failing connections, duplicate imports, and missing data.
Fractional CTO
Hands-on technical leadership without a full-time executive.
Custom Employee Courses
Guided training for your company’s operating systems, AI tools and workflows.
Services Overview
Start with the application, release, ownership, AI, or computer-vision problem.
Application Rescue
Recover broken, incomplete, inherited, or AI-generated software.
Technical Assessment
Establish the system condition and a defensible next step.
Production Readiness & Deployment
Resolve environment, release, infrastructure, and operational blockers.
Maintenance & Technical Ownership
Keep an application owned, documented, and releasable.
Mobile App Rescue
Repair iOS and Android build, device, signing, and store-release problems.
AI Code Review
Review software created or substantially changed with coding assistants.
AI & Machine Learning Development
Design practical AI workflows with appropriate evaluation and controls.
Computer Vision Development
Build inspectable image and video analysis workflows.
AI Agent Repair, Monitoring & Optimization
Diagnose, observe, stabilize, and improve agent systems.
Solutions
Solutions Overview
Choose the customer situation closest to the current problem.
AI Built My App—Now What?
Evaluate generated software before production or further investment.
Fix or Rebuild?
Compare repair, selective replacement, and rebuild using evidence.
Taking Over an Existing Codebase
Establish assets, builds, access, documentation, and ownership.
Why Your Mobile App Won’t Ship
Diagnose physical-device, signing, release, and store blockers.
Work
Work & Case Studies
Review research projects, prototypes, and architecture examples.
OrganicVision
A reproducible computer-vision research platform with explicit evidence states.
Contractor AI Job Site
A local-first mobile field-documentation prototype.
Claims Decision Workflow
A human-reviewed AI workflow architecture example.
Scheduling Automation Workflow
A route-aware scheduling architecture with operations approval.
Selected Projects & Products
Browse additional products, experiments, and architecture evidence.
Duo Ready Apps for iPhone and iPad
Explore 18 focused apps for creating, remembering, planning, meeting, and playing.
Learn
What next?
Choose a learning path, practical project or focused course review.
AI 101
Free guided AI course with practical examples, audio and scored checkpoints.
ML 101
Free guided machine-learning course with data, training and evaluation exercises.
AI Vocabulary
Search definitions, examples, and related concepts across AI, mathematics, and programming.
Learn Overview
Follow curated paths through software ownership, AI systems, mobile vision, and model engineering.
AI-Native Engineering
Use specifications, verification, review, and ownership in AI-assisted delivery.
How AI Works
Understand the path from a user request to a model response.
The Agent Loop
Understand how tool-using agents plan, act, observe, and continue.
AI Agent Best Practices
Scope, evaluate, monitor, and operate agent workflows responsibly.
Embedded AI vs Cloud AI
Compare local, remote, and hybrid inference architectures.
iOS Vision vs Android Computer Vision
Compare platform tools and cross-platform vision design.
Large Models, Small Models, and the System Around Them
Choose model capacity around runtime and workflow constraints.
AI Model Explorer
Compare model cost, capability, and deployment fit.
Neural-Network Training Experiments
Inspect ten reproducible model-training examples.
Why LLM Memory Gets Expensive
Understand context, KV cache, batching, and serving memory.
How Big Models Teach Small Models
Learn how teacher/student training supports smaller models.
GraphRAG for Complex Data
Use connected evidence for questions spanning complex information.
Projects & Research
OrganicVision Project
Open the project overview and its complete local documentation index.
OrganicVision Research Experiments
Review experiment definitions and reproducibility context.
OrganicVision Validation Evidence
Inspect current evidence states, test plans, and limitations.
Contractor AI Job Site Project
Explore the current cross-platform prototype experience.
Responsive View
Open the preferred ResponsiveView project experience.
Adaptive AI Website Optimization Experiment
Explore a transparent browser-based adaptive-content demonstration.
Company & Utility
Home
HerbDev application rescue and technical ownership.
About HerbDev
Background, experience, and operating approach.
Contact
Describe the application or technical decision.
Accessibility Statement
Read the WCAG 2.2 AA target, implemented improvements, ongoing review, and barrier-reporting options.
Pricing
Existing public engagement and pricing information.
App Store Revenue Calculator
Model subscription revenue assumptions.
ChatGPT vs Gemini vs Claude
A secondary comparison of major model ecosystems.
Privacy Policy
Website and listed-app privacy information.
Terms of Use
Terms governing this website and listed applications.
Learning Series 01
Neuralese: machine-native representation
Understand embeddings, latent states, and machine-native communication, and why representation alone does not give an AI system persistent memory.
Memristor-inspired stateful AI
Explore history-dependent computational state, software experiments, decay, reinforcement, and the limits of memristor-inspired AI.
ECI: embeddings and environmental memory
How repeated observations, embeddings, context, and human review can build environmental history, with a clear boundary between current ECI and research.
Neuralese, memristor-inspired AI, and ECI compared
Compare learned representations, stored environmental history, and persistent computational state, with an ECI example and a practical research roadmap.
Beyond tokens: AI, energy and water
A four-part series recap and an environmental research roadmap.
Could memristors be the way forward?
Compare the series, BrainAi and public hardware evidence.
Applications
3S Chess Checkers & Backgammon
Chess, Checkers and Backgammon for iPhone, iPad and Duo.
3S Dots and Boxes Arcade Game
A classic strategy game for iPhone, iPad and Duo.
3S Hangman Arcade Game
A modern Hangman experience for iPhone, iPad and Duo.
3S Interactive Journal
A private guided-journaling app for iPhone, iPad and Duo.
3S Meeting Desk
Meeting preparation, notes and follow-through for iPhone, iPad and Duo.
3S Nidus
A calm home-display experience for iPhone, iPad and Duo.
3S Paintbrush
A focused paint and drawing app for iPhone, iPad and Duo.
3S Party Games and Challenges
Games and challenges for groups on iPhone, iPad and Duo.
3S Photo Gift Creator
Make shareable photo gifts on iPhone, iPad and Duo.
3S Planner
Plan days and projects with a calm, focused workflow.
3S Tic-Tac-Toe Arcade Game
A polished Tic-Tac-Toe experience for iPhone, iPad and Duo.
3S Travel Journal
Capture trips, notes and memories on iPhone, iPad and Duo.
3S Travel Planner
Plan journeys and keep travel details together.
Duo LAB
Explore playful experiments made for iPhone, iPad and Duo.
Miroverto
A reflective visual experience for iPhone, iPad and Duo.
Pocket 3S Arcade Bundle
A compact collection of arcade games for iPhone, iPad and Duo.
Story Book Photo Album
Turn photos and memories into a storybook.
Tilt A Ball 3S
Guide a ball through maze challenges on iPhone, iPad and Duo.
AI Era SEO Audit Toolkit
A practical toolkit for structured SEO and AI-search audits.
Aura Daily Wellness
A wellness application with clear data controls and feature guides.
Black & White Storytelling Field Guide
A photography field guide for iPhone and Android.
Contractor AI Job Site
Capture field photos, track progress and create reports on iOS and Android.
Enlightened Money
A personal finance application with iOS and Android previews.
Keep in Touch
Natural reminders for keeping up with people who matter.
Landscape Storytelling Guide
A photography field guide for stronger landscape stories.
Photography Field Guide
Planning and in-field photography tools.
Portrait Storytelling Field Guide
A photography guide for intentional portrait decisions.
Street Storytelling Field Guide
A photography guide for timing, gesture and visual clarity.
UX Review Toolkit
A native UX audit toolkit for marketing agencies.
Wildlife Storytelling Field Guide
A photography field guide for wildlife stories and behavior.
Manage browser learning data
“Remove my test data” clears all AI 101 and ML 101 scores, reviews, project checklists and rating selections, plus saved vocabulary and recent history in this browser. Test entries cannot be separated from other learning progress. Cookie preferences, security protections, submitted feedback, contact emails and past analytics are kept.