HerbDev website sitemap

AI Era SEO Audit Toolkit

A field toolkit for structured SEO and AI-search audits.

AI SEO Audit Pro Privacy Policy

Privacy Policy for AI Era SEO Audit Toolkit, including website analytics, early access email contact, and planned app data handling.

SEO Before and After AI

A practical breakdown of how SEO audits change when customers can begin with AI answers instead of a traditional search results page.

AI SEO Audit Pro Terms of Use

Terms of Use for the AI Era SEO Audit Toolkit website and planned app experience.

Aura Daily Wellness

Aura Daily Wellness Privacy Policy and Terms of Use, with visual explanations of app features and data controls.

Black & White Storytelling Field Guide

Black & White Storytelling Field Guide for iPhone and Android phone.

Black & White Storytelling Field Guide Privacy Policy

Privacy Policy for Black & White Storytelling Field Guide.

Black & White Storytelling Field Guide Terms of Use

Terms of Use for Black & White Storytelling Field Guide.

Black & White Storytelling Field Guide Support

Support information for Black & White Storytelling Field Guide on iPhone and Android phone.

Android Phone Version

Android phone version of Black & White Storytelling Field Guide.

iPhone Version

iPhone version of Black & White Storytelling Field Guide.

Android App

Learn about A complete native capture-to-report workflow.: The Android app keeps documentation simple: create a project, add a live or library photo, save.

Contractor AI Job Site

Capture job-site photos, organize progress, review AI-assisted field insights, and export polished PDF reports on iOS and Android.

iOS App

Learn about Field intelligence, built natively for iOS.: The iPhone and iPad app combines a fast photo workflow with real on-device vision signals.

Contractor AI Job Site Privacy Policy

Learn about Privacy Policy: Contractor AI Job Site is designed to keep the current local workflow on your device unless you explicitly share an export.

Contractor AI Job Site Terms of Use

Learn about Terms of Use: Contractor AI Job Site supports field documentation. It does not replace professional judgment, required inspections, or.

Cowboy Joe RV Park Guest Guide

Guest guide for Cowboy Joe RV Park in Diamondville, Wyoming.

Enlightened Money for Android

Real full-length Android screenshots for Enlightened Money.

Enlightened Money

Preview Enlightened Money with real iOS and Android screenshots, watch-style mockups, and legal pages for terms and privacy.

Enlightened Money for iOS

Real full-length iOS screenshots for Enlightened Money.

Enlightened Money Privacy Policy

Learn about Privacy Policy: This Privacy Policy describes how Enlightened Money collects, uses, and protects information in connection with the website and.

Enlightened Money Terms of Use

Learn about Terms of Use: These Terms of Use govern access to and use of the Enlightened Money website, mobile application, and related materials.

Fort Bridger RV Park Guest Guide

Learn about Fort Bridger RV Park: Fast answers for travelers arriving, staying overnight, exploring Bridger Valley, or getting back on I‑80.

Green River RV Park Guest Guide

Learn about Green River RV Park: Fast answers for travelers arriving late, staying overnight, or getting back on I‑80.

About HerbDev

Learn about Senior technical ownership for software projects that need more than generated code.: HerbDev is led by Herb Trevathan. Herb has seven years of.

Agent Loop Optimization

Explore Agent Loop Optimization: Harness, API, and Inference from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and.

The Agent Loop: How AI Goes From Answering Questions to Doing Things

Learn about The Agent Loop: How AI goes from answering questions to doing things.: A chatbot produces a response. An agent runs a loop. It receives a goal.

Best Practices for Building AI Agents

Learn about Best practices for building AI agents.: A useful agent is not a clever prompt with a big model behind it. It is a production workflow with scope.

AI Agent Repair Consulting

Learn about Repair AI agents that are failing, drifting, or simply not delivering.: When agents start breaking, slowing down, hallucinating, or returning.

AI Agent Architecture Patterns

Learn about AI Agent Architecture Patterns: AI agents are most useful when they are designed as focused business components. Each agent should have a clear.

AI Code Review for AI-Generated Apps

Learn about Find out whether AI-generated code is usable, risky, or quietly unfinished.: AI-generated code can look complete while hiding architecture gaps.

Practical AI Consulting for Software Workflows

Learn about Practical AI guidance for teams using AI in real software projects.: AI consulting at HerbDev focuses on implementation decisions, workflow.

Large Models, Small Models, and the System Around Them

Learn about Large models, small models, and the system around them.: The useful question is not whether a large language model or a small language model is.

AI-Native Engineering and Leadership

Learn about AI-native engineering: from individual practice to organizational scale.: AI can generate code quickly. That does not automatically create.

Full AI Pipeline Breakdown

Learn about The full AI pipeline from prompt to streamed response.: This expanded guide follows a modern language-model request through the major stages used.

App Store Revenue Calculator

Learn about See what a subscription app could earn at different subscriber levels.: Use this calculator to model monthly and yearly subscriptions for a mobile.

AI Application Rescue

Learn about Repair AI-generated software that is broken, incomplete, unreliable, or not ready for production.: HerbDev helps founders, businesses, developers.

Apps

Explore Apps designed to help people create, organize, and work with more clarity. from HerbDev, with practical information for teams evaluating software.

Adaptive AI Website Optimization Demo

Learn about Your website can learn what visitors need—while they use it.: This live demonstration uses a small, transparent AI model in your browser to.

Case Studies

Learn about Practical AI and software rescue work, explained through real process examples.: These case studies show the kind of technical ownership HerbDev.

ChatGPT vs Gemini vs Claude

Learn about ChatGPT vs Gemini vs Claude: These systems are not interchangeable wrappers around the same idea. They share the transformer foundation, but they.

Request an Application Rescue Review

Learn about Tell me what is broken and what you need the software to do next.: Use this form for AI application rescue, AI-generated code repair, mobile app.

Deployment Rescue for AWS, Docker, Linux and CI/CD

Learn about Fix applications that work locally but fail in deployment.: A project is not production-ready until the server, cloud environment, build pipeline.

Embedded AI vs Cloud AI for Mobile Apps

Learn about Embedded AI vs cloud AI for mobile apps.: Artificial intelligence is changing what mobile apps can do. A modern app can recognize images.

GPUs Just Lost the Token Race

Explore GPUs Just Lost the Token Race from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and technical delivery.

GraphRAG: How AI Answers Questions Across Complex Data

Explore GraphRAG: How AI Answers Questions Across Complex Data from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and.

How AI Works From Prompt to Response

Learn about From prompt to response: how AI actually works.: A plain-English guide for business owners and software teams who want to understand what happens.

AI Application Rescue

Learn about I fix AI-generated software that will not compile, deploy, pass review, or work reliably in production.: AI can generate code quickly. Turning.

iOS Vision Framework vs Android Computer Vision

Learn about iOS Vision Framework vs Android computer vision.: Apple and Android can both run computer vision locally. The difference is usually the stack, the.

How Big Models Teach Small Models

Explore How Big Models Teach Small Models from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and technical delivery.

Learn About AI, App Rescue, and Software Ownership

Learn about Plain-English technical guides for software and AI decisions.: These pages are for business owners, operators, and software teams that need enough.

Why LLM Memory Gets Expensive

Explore Why LLM Memory Gets Expensive and How Teams Reduce It from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and.

LLMs in Search Architecture

Explore LLMs in Search Architecture: Where the Model Belongs from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and.

Mobile Application Maintenance Ownership

Learn about Keep the app owned, maintained, and releasable after the rescue.: Some projects do not need a generic agency. They need one senior technical owner.

Mobile App Rescue for iOS and Android

Learn about Fix iOS and Android apps that will not build, run, sign, submit, or behave reliably.: Mobile rescue work spans code, platform tools, device.

AI Model Cost & Capability Explorer

Compare AI models by cost, speed, context window, reasoning support, privacy fit, and deployment style. Built for practical model selection conversations.

AI Agent Monitoring & Observability

Learn about Add monitoring and observability so AI agents can be trusted in production.: Without visibility, teams end up guessing why quality falls, cost.

AI Optimization & Efficiency Analysis

Learn about Optimize AI agents for speed, cost, reliability, and better business outcomes.: Optimization is where many AI systems start creating measurable.

Mobile App Pricing

Learn about Clear pricing for focused iOS and Android application work.: Build, fix, stabilize, and maintain mobile applications with direct senior execution..

HerbDev Services and Insights Privacy Policy

Learn about Privacy policy for the website and listed apps.: Effective date: . This privacy policy explains how and collect, use, store, and protect.

AI Application Rescue Services

Learn about Rescue work first. New development when the path is clear.: HerbDev is positioned around AI application rescue: repairing broken AI-generated.

Technical Assessment for Broken Software Projects

Learn about A lower-risk first step when you are not sure what is broken.: Before funding a large repair or rebuild, get a technical assessment that explains.

HerbDev Services and Insights Terms of Use

Learn about Terms of use for the website and listed apps.: Effective date: . By using HerbDev.com or the apps listed below, the user agrees to these terms.

Waymo vs Tesla: Two Autonomous Driving Architectures

Explore Waymo vs Tesla: Two Autonomous Driving Architectures from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and.

Choosing a Model

Compare self-hosted AI models, answer qualifying questions, and request a consultation about the best fit for your business.

Keep in Touch

See the Android phone and tablet versions of Keep in Touch, including screenshots and walkthrough videos.

Keep in Touch

Keep in Touch helps you stay close to the people who matter with customizable reminder frequency, random reminder timing, and natural-feeling outreach.

Keep in Touch

See the iPhone and iPad versions of Keep in Touch, including screenshots and walkthrough videos.

Keep in Touch

Learn about Your relationship data should stay personal.: This privacy policy explains how GGAP LLC handles information for Keep in Touch.

Keep in Touch

Learn about Terms for using Keep in Touch and its subscription features.: These terms explain the basic rules for using Keep in Touch, the related website.

Landscape Story Guide

Landscape Story Guide helps photographers make stronger landscape images with story-first prompts, composition checks, and fast review tools.

Landscape Storytelling Field Guide Privacy Policy

Learn about Privacy Policy: Landscape Story Guide is a reference app for photographers. The app is designed to work without account creation or profile setup.

Landscape Storytelling Field Guide Support

Learn about Support: Use this page as your App Store support URL, then replace the contact details below with your preferred support channel before going.

Landscape Storytelling Field Guide Terms of Use

Learn about Terms of Use: By downloading, accessing, or using Landscape Story Guide, you agree to these Terms of Use.

Little America RV Park Guest Guide

Learn about Little America RV Park: Fast answers for guests arriving, staying overnight, using Little America services, or getting back on I‑80.

OrganicVision Accessibility Audit

Learn about Accessibility Audit: The audit covers labels, keyboard focus, Dynamic Type, contrast, non-color status, chart summaries, targets, pointer.

OrganicVision Active-Learning Review

Learn about Active-Learning Review: The explainable review queue supports confidence-first, diversity-first, rare-category-first, deterministic random.

OrganicVision Adding Assistance Models

Learn about Adding Assistance Models: OrganicVision does not download or bundle a large segmentation model. Add a compatible Core ML model locally only after.

OrganicVision Advanced Segmentation

Learn about Advanced Segmentation: OrganicVision represents polygon, raster, run-length encoded, and imported-model masks with explicit dimensions, category.

OrganicVision Analysis Performance

Learn about Analysis Performance: Profiles are Live Efficient, Live Detailed, Offline Balanced, Offline Detailed, and Custom. Live Efficient samples fewer.

OrganicVision Analysis Result Storage

Learn about Analysis Result Storage: Results live under analysis/Analysis- / , separate from capture files. During work the directory ends in .processing ..

OrganicVision Analysis Run Comparison

Learn about Analysis Run Comparison: Two runs may be compared only when they share the same source session. OrganicVision reports model, pipeline, detection.

OrganicVision Analysis Run Format

Learn about Analysis Run Format: Every run has a UUID, source session, timestamps, state, mode/profile, pipeline and model identities/hashes, plugin versions.

OrganicVision Annotation Overview

Learn about Annotation Overview: OrganicVision stores human review in versioned annotation projects beside—never inside—the immutable source media and AI.

OrganicVision Annotation Quality Checks

Learn about Annotation Quality Checks: Phase 9 ground-truth selection applies approved-review and ambiguity rules after Phase 8 quality checks. Blocking.

OrganicVision Annotation Quality Reports

Learn about Annotation Quality Reports: Research reports pin the annotation revisions and quality assumptions used for ground truth. Assistance origins.

OrganicVision Annotation Recovery

Learn about Annotation Recovery: Meaningful edits autosave atomically and also enter a temporary JSONL recovery journal. On interruption OrganicVision.

OrganicVision Annotation Review

Learn about Annotation Review: Review queues cover low confidence, ambiguity, unmapped labels, classification changes, track length, possible duplicates.

OrganicVision Annotation Shortcuts

Learn about Annotation Shortcuts: | Shortcut | Action | | --- | --- | | Space | Play or pause | | Left / Right | Previous / next frame | | Shift–Arrow |.

OrganicVision Annotation Suggestions

Learn about Annotation Suggestions: AnnotationSuggestion is a versioned audit record containing project, session, frame, timestamp, suggestion type, category.

OrganicVision Annotation Version History

Learn about Annotation Version History: Create, move, resize, delete, relabel, association, merge, split, verification, rejection, and restore actions.

OrganicVision Application Tour

Learn about OrganicVision Application Tour: Diagnostic screens guide tests, while PhysicalValidation/ records the human outcome. Symbols and text are paired.

OrganicVision Architecture

Learn about Architecture: Physical validation is stored outside research datasets in a versioned, public-safe package. Shared models enforce exact states and.

OrganicVision Archive Creation

Learn about Archive Creation: Result: ⊘ Blocked. An iPhone Release archive was attempted on 2026-08-06 and Xcode stopped with “Signing … requires a.

OrganicVision Assisted Annotation

Learn about Assisted Annotation: Phase 8 accelerates review while keeping every suggestion separate from verified human annotations. The workspace shows.

OrganicVision Assisted Export Origins

Learn about Assisted Export Origins: Exports classify records as verified human, human-edited suggestion, accepted unchanged suggestion, unreviewed.

OrganicVision Batch Review

Learn about Batch Review: Batch review supports a selected set, visible affected-record count, reviewer identity, note, and confirmation. The Phase 8 service.

OrganicVision Beta Testing

Learn about Beta Testing: Supported preparation paths are direct Xcode installation, a development archive, ad hoc export when credentials permit, and.

OrganicVision Bookmarks and Notes

Learn about Bookmarks and Notes: Bookmarks identify a session timestamp and frame with a title, notes, category, creation date, creator role, and optional.

OrganicVision Bounding Box Annotation

Learn about Bounding Box Annotation: Choose Box to draw a normalized rectangle. Select it to move, resize from touch-sized handles, duplicate, delete, ignore.

OrganicVision Build and Signing

Learn about Build and Signing: The generated project is checked in. After editing project.yml , run:

OrganicVision Bundle Identifiers

Learn about Bundle Identifiers: If identifiers conflict in your team, change them consistently in Xcode without committing a personal team identifier. Keep.

OrganicVision Calibration Pattern

Learn about Calibration Pattern: The Phase 10 workflow accepts checkerboard images, distinguishes usable and poor images, records detected-corner coverage.

OrganicVision Camera Calibration

Learn about Camera Calibration: Versioned calibration records contain camera/lens/mode, resolution/aspect, field of view, orientation, intrinsic matrix.

OrganicVision Camera Profiles

Learn about Camera Profiles: Editable versioned profiles combine camera identity, defaults, parser, expected units, orientation, calibration.

OrganicVision Classical ML Export

Learn about Classical ML Export: The classical-ML export includes features.csv , features.json , feature-names.json , and dataset-manifest.json . Rows.

OrganicVision Clean Build Procedure

Learn about Clean Build Procedure: Use commit-specific, isolated DerivedData directories and run commands serially. Phase 11 baseline at 162e1dc passed on.

OrganicVision Clock Drift

Learn about Clock Drift: Phase 10 fits a transparent linear mapping from source to session time. It stores initial offset, drift rate, anchors, residuals.

OrganicVision COCO Export

Learn about COCO Export: OrganicVision’s COCO export writes dataset metadata, images, categories, unique image and annotation IDs, pixel bounding boxes.

OrganicVision Code of Conduct

Learn about Code of Conduct: Be respectful, evidence-oriented, and welcoming. Harassment, discrimination, threats, doxxing, unsafe testing, deceptive results.

OrganicVision Comparing Analysis Runs

Learn about Comparing Analysis Runs: Two runs may use different models, thresholds, sampling, features, compute settings, or pipeline versions. Compare those.

OrganicVision Concurrency Audit

Learn about Concurrency Audit: The package uses Swift 6 language mode, actors for shared mutable queues, Sendable models, structured task groups, and.

OrganicVision Context Research

Learn about Context Research: Context features describe road, sky, and vegetation relationships; elevation and scene size; nearby natural/manufactured ratios.

OrganicVision Continuous Integration

Learn about Continuous Integration: Scripts/ci-local.sh runs credential-free package, dependency, signing-structure, HTML, screenshot, and whitespace checks..

OrganicVision Contributing to OrganicVision

Learn about Contributing to OrganicVision: OrganicVision is Apache-2.0 licensed. Anyone may inspect, download, and use the public code under that license.

OrganicVision Coordinate Systems

Learn about Coordinate Systems: OrganicVision stores normalized boxes with a top-left origin: x and y increase right and down; all values are fractions of.

OrganicVision Correcting Labels

Learn about Correcting Labels: Reviewers can search the OrganicVision taxonomy, replace an AI label, choose unknown/natural/manufactured/living/ambiguous.

OrganicVision Correcting Tracks

Learn about Correcting Tracks: Human track corrections can merge, split, reassign detections, remove associations, correct categories and spans, mark.

OrganicVision Crash Recovery Testing

Learn about Crash Recovery Testing: Recovery fixtures cover cancellation, disk full, partial writes, invalid checkpoints, hash mismatch, missing media, and.

OrganicVision Cross-Validation

Learn about Cross-Validation: Supported splits are deterministic fixed, k-fold, leave-one-session-out, leave-one-environment-out, and.

OrganicVision Data and Model Licensing

Learn about Data and Model Licensing: Apache License 2.0 covers repository code and documentation unless a file says otherwise. It does not grant rights to.

OrganicVision Dataset Catalog

Learn about Dataset Catalog: External imports enter the catalog only after blocking validation passes. Catalog provenance records support level.

OrganicVision Dataset Collections

Learn about Dataset Collections: Collections organize sessions without copying packages. A session may belong to multiple collections. Collection records.

OrganicVision Dataset Splitting

Learn about Dataset Splitting: The default split is 70% training, 20% validation, and 10% test with a stable seed. Session-aware grouping is the default, and.

OrganicVision Development Phases

Learn about Development Phases: Evidence structures, result tooling, public packaging, Apache-2.0 licensing, audits, and documentation are complete. Signed.

OrganicVision Diagnostic Export

Learn about Diagnostic Export: The redacted package contains a manifest, JSONL results, permission/performance/storage/network summaries, redacted logs.

OrganicVision DJI Flight Data

Learn about DJI Flight Data: Supported user-supplied inputs are documented SRT, plain text, CSV, JSON, OrganicVision-normalized telemetry, and manual.

OrganicVision DJI Mini 4 Pro

Learn about DJI Mini 4 Pro: Phase 10 provides offline MP4/MOV inspection, likely DJI identification, video metadata, color/HDR reporting, sidecar discovery.

OrganicVision DJI Mini 4 Pro Physical Test Plan

Learn about DJI Mini 4 Pro Physical Test Plan: All items remain Not tested until recorded from a physical DJI Mini 4 Pro. OrganicVision provides no drone.

OrganicVision DJI Mini 4 Pro Results

Learn about DJI Mini 4 Pro Results: Result: ○ Not tested. No legally exportable physical video, SRT, flight record, firmware, controller, codec, or settings.

OrganicVision Duplicate Handling

Learn about Duplicate Handling: Duplicate detection uses session UUID, package hash, video/content signals, capture time, duration, and device metadata..

OrganicVision Entitlements Reference

Learn about Entitlements Reference: OrganicVision requires camera and optional microphone/location/motion privacy descriptions on iPhone, local networking.

OrganicVision Error Analysis

Learn about Error Analysis: Reviewable groups include false-natural, false-manufactured, unknown/abstained, high-confidence error, low-confidence correct.

OrganicVision Evaluation Metrics

Learn about Evaluation Metrics: Phase 9 supports confusion matrices, accuracy, balanced accuracy, per-class precision/recall/F1/support, macro and micro F1.

OrganicVision Experiment Builder

Learn about Experiment Builder: The builder pins a research question, hypothesis, dataset ID/version/hash, annotation revisions, taxonomy, labels, split.

OrganicVision Experiment Comparison

Learn about Experiment Comparison: Comparison presents metric and coverage differences, dataset and split identity, feature and threshold changes, warnings.

OrganicVision Export Validation

Learn about Export Validation: Finalization requires readable referenced frames, in-bounds geometry, valid categories, unique IDs, coherent splits, required.

OrganicVision External Camera Import

Learn about External Camera Import: Phase 10 imports explicitly selected MP4/MOV media through versioned adapters. Inspection precedes copying and reports.

OrganicVision External Import Recovery

Learn about External Import Recovery: Long imports use queued, running, paused, interrupted, canceled, complete, and failed states with monotonic byte.

OrganicVision External Import Validation

Learn about External Import Validation: Validation covers authorization/access, container/codec, duration/dimensions/rate, hash, sidecars, timestamps.

OrganicVision External Synchronization

Learn about External Synchronization: Synchronization models support shared timestamps, timecode, container/start times, visual/audio/manual markers.

OrganicVision Feature Ablation

Learn about Feature Ablation: Ablation experiments measure the same pinned split using one evidence group at a time, selected combinations, and the complete.

OrganicVision Feature Cache

Learn about Feature Cache: Cache keys include source-video hash, frame identifier, normalized region geometry, extractor ID/version, configuration hash.

OrganicVision Feature Extraction

Learn about Feature Extraction: Phase 9 adds versioned research extractors for geometry, texture, frequency, shape complexity, motion, temporal behavior, and.

OrganicVision Frequency Research

Learn about Frequency Research: Frequency extraction uses a deterministic separable discrete Fourier transform with a Hann window, no padding, and.

OrganicVision Generic Telemetry Import

Learn about Generic Telemetry Import: CSV and JSON import maps selected headers to time, coordinates, altitude, speed, heading, attitude, gimbal.

OrganicVision Geometry Research

Learn about Geometry Research: Geometry extraction reports 20 bounded measurements including line density and orientation, entropy, parallel and.

OrganicVision Get Involved

Learn about Get Involved: OrganicVision is an open research project exploring how cameras, local artificial intelligence, sensor data, and computer-vision.

OrganicVision Getting OrganicVision Onto Your Devices

Learn about Getting OrganicVision Onto Your Devices: Apple requires signing so a device can identify who built an app and which capabilities it may use..

OrganicVision Getting Started

Learn about Getting Started: For Phase 2, run OrganicVision iPhone . The simulator uses clearly labeled generated data. A physical iPhone requests camera.

OrganicVision GoPro Chapters

Learn about GoPro Chapters: GoPro chapter handling recognizes conventional chapter/clip numbers, rejects duplicates and gaps, orders files, assigns logical.

OrganicVision GoPro GPMF

Learn about GoPro GPMF: The bounded parser preserves four-character keys, type, repeat count, raw bytes, scale, parser version, and unsupported keys. Phase.

OrganicVision GoPro HERO10 Black

Learn about GoPro HERO10 Black: The recorded-media adapter recognizes conventional GoPro filenames and supported metadata, orders chapters, preserves each.

OrganicVision GoPro HERO10 Physical Test Plan

Learn about GoPro HERO10 Physical Test Plan: All items remain Not tested until recorded with a physical GoPro HERO10.

OrganicVision GoPro HERO10 Results

Learn about GoPro HERO10 Results: Result: ○ Not tested. No physical footage or firmware/settings record was supplied. Chapter behavior, hashes, playback.

OrganicVision Ground Truth Rules

Learn about Ground Truth Rules: Default ground truth includes verified single-reviewer, multi-reviewer, consensus, accepted-assisted, and.

OrganicVision Hardware Limitations

Learn about Hardware Limitations: Phase 12 records do not change the hardware status: zero physical screenshots, photos, diagnostics, or measurements were.

OrganicVision How AI Assistance Helps Human Review

Learn about How AI Assistance Helps Human Review: AI assistance can point a reviewer toward likely objects or boundaries, but suggestions are not.

OrganicVision How Human Review Improves AI

Learn about How Human Review Improves AI: An AI analysis result is a model’s recorded prediction. A human annotation is a separate statement about what a.

OrganicVision How OrganicVision Sees Video

Learn about How OrganicVision Sees Video: OrganicVision samples individual video frames, asks a detector for likely objects, maps labels into a shared.

OrganicVision Import Security Review

Learn about Import Security Review: Untrusted video, archives, GPMF, SRT, CSV, JSON, XML, COCO, YOLO, Pascal VOC, plugins, models, manifests, and.

OrganicVision

Learn about OrganicVision: OrganicVision is available under [Apache License 2.0](LICENSE). Public download and reuse follow that license; prospective.

OrganicVision Integration Testing

Learn about Integration Testing: Deterministic, offline fixtures cross the native capture, iPhone-to-iPad, GoPro, DJI, generic-video.

OrganicVision iPad Air M1 Results

Learn about iPad Air M1 Results: Signed installation: ⊘ Blocked. Application and accessibility workflows: ○ Not tested.

OrganicVision iPad Air M1 Physical Test Plan

Learn about iPad Air M1 Physical Test Plan: All items remain Not tested until recorded on the physical iPad Air M1.

OrganicVision iPhone 13 Pro Results

Learn about iPhone 13 Pro Results: | Test | Result | |---|---| | Signed installation | ⊘ Blocked | | Camera preview and recording | ○ Not tested | | Location.

OrganicVision iPhone 13 Pro Physical Test Plan

Learn about iPhone 13 Pro Physical Test Plan: All items remain Not tested until recorded on the physical iPhone 13 Pro.

OrganicVision iPhone Camera Capture

Learn about iPhone Camera Capture: The physical adapter requests camera access only when capture is prepared. It selects the rear built-in wide-angle camera.

OrganicVision iPhone-to-iPad Networking

Learn about iPhone-to-iPad Networking: OrganicVision advertises _organicvision-v1._tcp with only display name, device class, protocol version, capability.

OrganicVision Known Physical Limitations

Learn about Known Physical Limitations: Signed installation, device permissions, real cameras/sensors, physical networking, GoPro/DJI formats, multi-camera.

OrganicVision Lens and Stabilization

Learn about Lens and Stabilization: Profiles may record wide, linear, super-wide, horizon leveling, electronic/cropped stabilization, correction, rolling.

OrganicVision Live Preview Protocol

Learn about Live Preview Protocol: The monitoring preview is independent of the archival movie output. Negotiation prefers HEVC at 1280×720 and 30 FPS, then.

OrganicVision macOS Dataset Workflow

Learn about macOS Dataset Workflow: The macOS app opens directly into the dataset manager: collections and saved filters in the sidebar, searchable/sortable.

OrganicVision Manual Synchronization

Learn about Manual Synchronization: On iPad or macOS, open video and telemetry/another stream, mark the same clap, flash, turn, takeoff, GPS location, or.

OrganicVision Mask Editing

Learn about Mask Editing: The editor provides polygon points, brush, eraser, fill/clear concepts, undo/redo, zoom/pan presentation, opacity, edge context.

OrganicVision Memory and Performance

Learn about Memory and Performance: Development defaults bound frames to 8, decoded images to 24, thumbnails to 256, telemetry batches to 2,000, and plugin.

OrganicVision Model Disagreement

Learn about Model Disagreement: Comparisons report object-existence agreement, bounding-box intersection over union, label agreement, confidence differences.

OrganicVision Model Licensing

Learn about Model Licensing: OrganicVision does not silently embed or download a third-party Core ML model. Before importing a model, record its author.

OrganicVision Model Registry

Learn about Model Registry: The version-1 registry records model identity, version, SHA-256 file hash, type, dimensions, color/output expectations, labels.

OrganicVision Module Dependency Audit

Learn about Module Dependency Audit: Documentation/module-dependencies.json is the machine-readable snapshot. Scripts/validate-module-dependencies.sh rejects.

OrganicVision Motion Research

Learn about Motion Research: Motion extraction measures centroid velocity, variance, acceleration, direction consistency, rigid-motion consistency.

OrganicVision Multi-Camera Physical Results

Learn about Multi-Camera Physical Results: Result: ○ Not tested. No two physical sources were available. Import, primary selection, anchors, drift.

OrganicVision Multi-Camera Sessions

Learn about Multi-Camera Sessions: A session can reference iPhone, GoPro, DJI, dashcam, or generic streams. Each stream owns its files, timeline transform.

OrganicVision Natural versus Manufactured Scoring

Learn about Natural versus Manufactured Scoring: Phase 9 evaluates binary, three-class, five-class, and hierarchical mappings against approved human labels..

OrganicVision Networking Security Review

Learn about Networking Security Review: The review covers Curve25519 identity, HKDF context separation, ChaChaPoly nonces, identity/pairing/transcript.

OrganicVision Network Testing

Learn about Network Testing: Run swift test for deterministic discovery, pairing, Keychain abstraction, authenticated channels, protocol rejection.

OrganicVision Object Detection

Learn about Object Detection: Object detection proposes a category and rectangular image region. It does not identify a specific real-world individual and it.

OrganicVision Object Inspector

Learn about Object Inspector: The Object Inspector summarizes identity, category, alternate labels, model confidence, appearances, classification history.

OrganicVision Object Tracking

Learn about Object Tracking: Tracking assigns a fresh UUID when an object first appears. Subsequent observations match using overlap plus label consistency..

OrganicVision Open GoPro Connection

Learn about Open GoPro Connection: The isolated Open GoPro boundary supports discovery, explicit connection, information/status, media listing, confirmed.

OrganicVision Open-Source Readiness

Learn about Open-Source Readiness: State: Ready with warnings for source sharing; Not ready for a release-candidate tag.

OrganicVision Pairing and Security

Learn about Pairing and Security: Authenticated messages use a Curve25519 shared secret, HKDF-SHA256 domain separation, and ChaChaPoly. The envelope protocol.

OrganicVision Pascal VOC Export

Learn about Pascal VOC Export: Pascal VOC export writes one XML annotation per image with the file name, image dimensions, class, pixel bounding coordinates.

OrganicVision Phase 12 Physical Validation

Learn about Phase 12 Physical Validation: Phase 12 prepared signed-installation and hardware evidence workflows, but this task had no selected Apple team.

OrganicVision Phase 5 Limitations

Learn about Phase 5 Limitations: The full deterministic simulator pipeline, storage, indexing, tracking, scoring, networking bounds, overlays, and.

OrganicVision Physical Accessibility Results

Learn about Physical Accessibility Results: Result: ○ Not tested. Automated identifiers passed, but physical VoiceOver, Dynamic Type, Full Keyboard Access.

OrganicVision Physical Analysis Results

Learn about Physical Analysis Results: Result: ○ Not tested. No physical footage was supplied for iPhone, GoPro, DJI, or generic analysis. Counts, tracks.

OrganicVision Physical Annotation and Export Results

Learn about Physical Annotation and Export Results: Result: ○ Not tested. Label/box correction, missing-object creation, false-detection rejection.

OrganicVision Physical Device Diagnostics

Learn about Physical Device Diagnostics: Launch with -organicvision-diagnostic-mode and optionally -organicvision-diagnostic-screen . Guided sections cover.

OrganicVision Physical Device Installation

Learn about Physical Device Installation: Connect the unlocked iPhone or iPad, trust the Mac, open OrganicVision.xcworkspace , select the matching scheme and.

OrganicVision Physical Validation Evidence

Learn about Physical Validation Evidence: Evidence references must be repository-relative, captioned, have alt text, identify device/test/date/commit, and.

OrganicVision Pilot Research Experiment

Learn about Pilot Research Experiment: Result: ○ Not tested. No human-reviewed physical dataset exists. A future run must pin dataset and annotation versions.

OrganicVision Assistance Plugin Development

Learn about Assistance Plugin Development: PluginSDK defines separate protocols for box, label, segmentation, track correction, annotation quality.

OrganicVision Polygon Annotation

Learn about Polygon Annotation: The Phase 7 segmentation foundation supports polygon creation, point movement and deletion, closing, category assignment.

OrganicVision Privacy Audit

Learn about Privacy Audit: Exports exclude precise GPS, device/pairing identifiers, notes, contributor/email data, paths, serials, and flight locations by.

OrganicVision Project Structure

Learn about Project Structure: Phase 11 adds integration-hardening models/services/UI/tests, credential-free validation scripts, module-dependencies.json.

OrganicVision Provisioning Troubleshooting

Learn about Provisioning Troubleshooting: OrganicVision defines marketing version 0.1.0 and build 12 at project level, which Xcode writes to generated.

OrganicVision Proxy Media

Learn about Proxy Media: Optional 1080p, 720p, 540p, or compatible custom proxies are cancellable derived media. Their manifest records source hash/reference.

OrganicVision Public Repository Preparation

Learn about Public Repository Preparation: Apache License 2.0 is selected. Public packaging includes contributor, conduct, security, support, citation.

OrganicVision 0.1.0 Research Preview

Learn about OrganicVision 0.1.0 Research Preview — Draft: This draft packages Phases 1–12 for controlled research sharing. Automated Swift, UI, build.

OrganicVision Release Checklist

Learn about Release Checklist: Run Scripts/validate-release-readiness.sh . Automated success does not close manual gates.

OrganicVision Release Configurations

Learn about Release Configurations: Debug supports fixtures and verbose diagnostics; Development supports signed device research; Beta reduces logging and.

OrganicVision Remote Control

Learn about Remote Control: Allowed commands are status, start/stop recording, pre-recording session name and notes, bookmark, still preview, and graceful.

OrganicVision Reproducibility Reports

Learn about Reproducibility Reports: Portable reports include the experiment, code commit, application and pipeline version, device/OS, dataset and.

OrganicVision Research Disclaimer

Learn about Research Disclaimer: OrganicVision is experimental research software. Outputs may be incomplete, incorrect, biased, or unsuitable for a.

OrganicVision Research Dashboard

Learn about Research Dashboard: Phase 6 introduces adaptive iPad and macOS research workspaces with Overview, Live Console, Sessions, Analysis Runs, Objects.

OrganicVision Research Dashboard Overview

Learn about Research Dashboard Overview: The Research Dashboard turns recordings and analysis results into a review workspace. Every screenshot below is.

OrganicVision Research Datasets

Learn about Research Datasets: Research datasets use approved human annotations by default. Each benchmark example records session, frame, optional track.

OrganicVision Research Experiments

Learn about Research Experiments: Phase 10 camera streams, proxy/original choice, synchronization transform, orientation, calibration, adapter/parser.

OrganicVision Research Report Generator

Learn about Research Report Generator: Generated reports contain 13 sections: research question, hypothesis, dataset, ground truth, methods, feature groups.

OrganicVision Research Session Format

Learn about Research Session Format: Phase 10 external manifests supplement—not replace—the existing session manifest. They reference one or more immutable.

OrganicVision Responsible Use

Learn about Responsible Use: Use OrganicVision only where recording, drone operation, location collection, and data processing are lawful and consensual. A.

OrganicVision Reviewing an Analysis

Learn about Reviewing an Analysis: Review the original video beside its overlay. Inspect low-confidence, ambiguous, unmapped, changed-label, and.

OrganicVision Screenshot Generation

Learn about Screenshot Generation: Phase 11 adds five iPhone, six iPad, and eight macOS diagnostic screenshots. All use deterministic fixtures, display.

OrganicVision Screenshot Style Guide

Explore Screenshot Style Guide from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and technical delivery.

OrganicVision Security Policy

Learn about Security Policy: Do not open a public issue for suspected vulnerabilities involving credentials, pairing, encryption, path traversal, private.

OrganicVision Security Threat Model

Learn about Security Threat Model: Assets include recordings, telemetry, pairing identities, session keys, annotations, and research history. Threats include.

OrganicVision Sensor Synchronization

Learn about Sensor Synchronization: External telemetry uses a versioned mapping from its source clock to session time. Exact/container/GPS/flight timestamps.

OrganicVision Session Import

Learn about Session Import: Every package is untrusted until validation completes. The validator checks the manifest size and schema, required files.

OrganicVision Session Integrity

Learn about Session Integrity: integrity.json is optional, versioned, and contains relative paths, byte counts, and SHA-256 hashes for regular files in a.

OrganicVision Session Review

Learn about Session Review: Session Review combines a simulated video scene, immutable detection overlays, an analysis-run selector, frame and time status.

OrganicVision Session Transfer

Learn about Session Transfer: Phase 4 adds separate file-transfer messages: offer, accept/resume, chunk, complete, and cancel. Only finalized packages—or.

OrganicVision Shape-Complexity Research

Learn about Shape-Complexity Research: Shape extraction measures normalized boundary length, area, perimeter-to-area ratio, curvature, corners, hull ratio.

OrganicVision Signing Checklist

Learn about Signing Checklist: Phase 12 status: Blocked until the user selects a development team and connects trusted devices. See Bundle Identifiers and.

OrganicVision Statistical Limitations

Learn about Statistical Limitations: The deterministic 60-example fixture is designed to exercise software paths, not estimate field performance. Its.

OrganicVision Storage Management

Learn about Storage Management: The catalog reports total session count and package, video, metadata, incomplete-session, and imported-video bytes..

OrganicVision Storage Observations

Learn about Storage Observations: Result: ○ Not tested. Record free space before/after and sizes for session video, sensors, analysis, annotation, export.

OrganicVision Storage Stress Testing

Learn about Storage Stress Testing: The injected quota filesystem tests low space, atomic rejection, traversal protection, and stable records after failure..

OrganicVision Subtitle Telemetry

Learn about Subtitle Telemetry: The SRT parser validates standard start timing, preserves original text, and recognizes explicit key-value fields such as GPS.

OrganicVision Suggestion Provenance

Learn about Suggestion Provenance: Every suggestion names its source type and stores model identifier, version, hash, plugin identifier, generation timestamp.

OrganicVision Research Support

Learn about Support: Use repository issues for reproducible, non-sensitive defects and documentation questions. For contributor access, security reports, or.

OrganicVision Telemetry Normalization

Learn about Telemetry Normalization: Each normalized sample records source/file, original and wall-clock timestamps, session time, sequence.

OrganicVision Temporal Mask Propagation

Learn about Temporal Mask Propagation: A reviewer selects a reviewed keyframe and frame range. The track-aware propagator creates one unreviewed suggestion.

OrganicVision Temporal Research

Learn about Temporal Research: Temporal extraction measures label and confidence stability, score stability for the benchmark classes, drift, track summary.

OrganicVision Testing OrganicVision With Your Hardware

Learn about Testing OrganicVision With Your Hardware: You need an M1 MacBook Air with Xcode, an Apple development team, trusted cables or wireless debugging.

OrganicVision Texture Research

Learn about Texture Research: Texture extraction reports local/global entropy, edge density, intensity variance, uniformity, local-binary-pattern uniformity.

OrganicVision Thermal and Battery

Learn about Thermal and Battery: Nominal work runs normally; fair/serious states reduce optional sampling; critical state pauses nonessential work. Archival.

OrganicVision Thermal and Battery Observations

Learn about Thermal and Battery Observations: Result: ○ Not tested. The observation files contain no physical measurements. Record start/end battery.

OrganicVision Session Timeline

Learn about Session Timeline: TimelineIndexService combines object appearances, track spans, bookmarks, and warnings in timestamp order. The model supports.

OrganicVision Track Browser

Learn about Track Browser: The track browser lists persistent track identifiers, categories, duration, detection count, confidence, termination, and.

OrganicVision Training Dataset Builder

Learn about Training Dataset Builder: Named, versioned datasets reference approved annotation-project revisions, source sessions, taxonomy, categories.

OrganicVision Troubleshooting

Learn about Troubleshooting: Stop active Xcode builds and rerun serially with a new, target-specific -derivedDataPath . Do not share DerivedData between.

OrganicVision Uncertainty and Abstention

Learn about Uncertainty and Abstention: Transparent fusion retains raw and normalized features, per-group contributions, missing evidence, class scores.

OrganicVision Understanding Boxes and Labels

Learn about Understanding Boxes and Labels: A bounding box marks the image region a model associates with a proposed label. It may be too large, too small.

OrganicVision Understanding Object Tracking

Learn about Understanding Object Tracking: A tracking ID links boxes that probably represent the same visible object over consecutive frames. It is not a.

OrganicVision Using Live Analysis

Learn about Using Live Analysis: Open Analysis on iPhone, enable analysis, choose a profile/model, and adjust confidence. Boxes show the proposed category.

OrganicVision Using Offline Analysis

Learn about Using Offline Analysis: Choose a finalized session or imported video, select a model/profile, review estimated workload, and start a new run..

OrganicVision Using the Camera Node

Learn about Using the Camera Node: In the simulator, the preview is visibly marked SIMULATED CAMERA and stopping creates deterministic video and sensor.

OrganicVision Using the Research Console

Learn about Using the Research Console: Simulator builds use a clearly labeled in-process Camera Node and encrypted-protocol lab. Degrade exercises.

OrganicVision Using Your Existing Cameras

Learn about Using Your Existing Cameras: An iPhone can record live video and synchronized native sensors directly. A GoPro HERO10 is best used by selecting.

OrganicVision Vision Analysis

Learn about Vision Analysis: Phase 9 consumes immutable Phase 5 analysis outputs as pinned experimental inputs. It never rewrites detections, tracks, masks.

OrganicVision Warning Center

Learn about Warning Center: Warnings have informational, caution, warning, or critical severity; a source; time; optional session and analysis run.

OrganicVision What OrganicVision Is Testing

Learn about What OrganicVision Is Testing: OrganicVision tests whether transparent combinations of semantic, geometric, texture, frequency, shape, motion.

OrganicVision Why AI Results Can Be Wrong

Learn about Why AI Results Can Be Wrong: Computer-vision models learn patterns from limited training data. Results can fail because of darkness, glare.

OrganicVision YOLO Export

Learn about YOLO Export: Phase 7 targets the common YOLO bounding-box detection layout: images and labels split into train/validation/test, a zero-based.

Phillips RV Park Guest Guide

Learn about Phillips RV Park: Fast answers for travelers arriving, staying overnight, exploring the area, or getting back on the road.

Photography Field Guide

Learn about Field guides free. Planning tools when you need them.: Photography Field Guide helps photographers prepare for, execute, and reflect on better.

Photography Field Guide for iPhone

Learn about Photography Field Guide for iPhone: A local-first field guide for planning, shooting, and reflecting on visual stories.

Photography Field Guide Privacy Policy

Learn about Privacy Policy: Photography Field Guide is designed as a local-first iPhone app for photography planning, field notes, guide reference, and.

Photography Field Guide Terms of Use

Learn about Terms of Use: Photography Field Guide is provided as a local-first iPhone app for photography learning, planning, and field note capture.

Portrait Storytelling Field Guide

Portrait Storytelling Field Guide helps photographers create more intentional portraits with faster decisions around story, light, framing, and review.

Portrait Storytelling Field Guide Privacy Policy

Learn about Privacy Policy: This Privacy Policy explains how information may be handled when you visit this website or use the Portrait Storytelling Field.

Portrait Storytelling Field Guide Terms of Use

Learn about Terms of Use: These Terms of Use govern access to this website and use of the Portrait Storytelling Field Guide mobile application.

Homestead RV Park Guest Guide

Learn about Homestead RV Park: Fast answers for travelers arriving, staying overnight, exploring the area, or getting back on the road.

Responsive View

Explore Responsive View from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and technical delivery.

Responsive View

Learn about Responsive View: drag us, scroll screens, navigate website, love the web : )

Street Storytelling Guide

Street Storytelling Guide helps photographers make stronger street photographs with more story, timing, gesture, and visual clarity.

Street Storytelling Field Guide Privacy Policy

Learn about Privacy Policy: Street Storytelling Guide respects your privacy. This Privacy Policy explains what information the app collects, how that.

Street Storytelling Field Guide Terms of Use

Learn about Terms of Use: These Terms of Use govern your use of Street Storytelling Guide. By downloading or using the app, you agree to these terms.

Definitions Index

Plain-English UX audit definitions for first-time reviewers using The Professional

Example UX Audit Reports

Example UX audit reports for marketing agencies learning how to use The Professional

Acme SaaS Onboarding UX Review

Learn about Acme SaaS Onboarding UX Review: A sample UX audit report showing how an agency can explain findings, severity, evidence, and recommendations.

The Professional's UX Review Toolkit

A native UX audit guide for marketing agencies that need to run professional UX reviews without an in-house UX specialist.

UX Review Toolkit Privacy Policy

Learn about Privacy Policy: The Professional's UX Review Toolkit is designed as a local-first professional review tool. It helps you create UX review.

UX Review Toolkit Support

Support information and contact options for UX Review Toolkit.

UX Review Toolkit Terms of Use

Learn about Terms of Use: These Terms of Use apply to The Professional's UX Review Toolkit for iOS, iPadOS, macOS desktop, Android phone, Android tablet, and.

Wendy's App

Learn about Good moods. To go.: At Wendy's, we're focused on food that is Healthy, Hearty and So Good.

Wendy's

Explore Wendy's— Healthy, Hearty and So Good. from HerbDev, with practical information for teams evaluating software, mobile apps, AI, and technical delivery.

What's New

Learn about Same Wendy's. New commitment.: More choice. More care. More ways to feel good about what you eat.

Android

Explore Wildlife Storytelling Field Guide on Android phones.

Wildlife Storytelling Field Guide

Wildlife Storytelling Field Guide helps photographers shape stronger wildlife images through story, behavior, habitat, and fast in-field review.

iPhone

Learn about Wildlife Storytelling Field Guide for iPhone.: Carry fast story prompts in the field on a phone-sized layout built for quick decisions during.

Wildlife Storytelling Field Guide Privacy Policy

Learn about Privacy Policy: This policy describes how Wildlife Storytelling Field Guide handles information through the website and app. Last updated June 4.

Wildlife Storytelling Field Guide Terms of Use

Learn about Terms of Use: These terms govern access to the Wildlife Storytelling Field Guide website and app. The Privacy Policy is incorporated by reference.

Types of Neural Networks

A plain-English guide to ten neural-network families, showing how training moves from a baseline through diagnosis, controlled optimization, validation, and production planning.

Multilayer Perceptron Training Experiment

See how a dense feed-forward network learns nonlinear relationships in structured numeric data, including baseline metrics, an optimization decision, and held-out results.

Convolutional Neural Network Training Experiment

Follow a CNN image-classification experiment from its baseline through increased channel capacity, longer training, validation evidence, and production considerations.

Recurrent Neural Network Training Experiment

Understand how recurrent state supports ordered sequence predictions and how measured training evidence guides a controlled model improvement.

LSTM Training Experiment

Learn how gated memory preserves longer sequence information and how baseline-versus-optimized evidence informs a practical engineering decision.

GRU Training Experiment

Explore a streamlined gated recurrent architecture with reproducible training, validation metrics, optimization notes, and production implications.

Autoencoder Training Experiment

See how an autoencoder learns compression and reconstruction, how reconstruction loss is measured, and what changes when real client data replaces the synthetic dataset.

Variational Autoencoder Training Experiment

Understand probabilistic latent-space learning through a reproducible VAE baseline, controlled optimization, evidence chart, and deployment notes.

Generative Adversarial Network Training Experiment

Learn why GAN training requires careful stability diagnostics by comparing documented baseline and optimized generator-discriminator runs.

Transformer Training Experiment

Follow an attention-based sequence model through baseline training, a documented architectural change, validation, and production-readiness considerations.

Graph Neural Network Training Experiment

See how message passing combines node features and graph structure, with an inspectable baseline, optimization decision, metrics, and source repository.