Use cases

over the years I completed hundreds of projects with several clients. Here is a selection of the best ones.

Data
Processing
Decision Logic
Automation
Feedback Loop

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If your system needs to work in production — not just in theory — let’s discuss it.

Computer Vision
Systems

Computer Vision
Systems

Real-time defect detection, visual inspection, and object detection designed for industrial environments with vibration, lighting variability, and material constraints.

AREAS OF INTEREST

Permaculture

Renewable Systems

Urban Planning

Alien Flora

Contamination

Intelligent Automation & AI Agents

Automation systems and AI agents that monitor, decide, and act — integrating models with APIs, hardware, and operational workflows.

AREAS OF INTEREST

Biodiversity

Woodlands

Carbon Accounting

Marine

Land Management

Bushfire

AI System Integration & Deployment

Local-first and cloud-connected AI systems with monitoring, logging, fail-safe behavior, and production-ready architectures.

AREAS OF INTEREST

Artificial Brains

Bioengineering

Genetic Engineering

Geospatial Analysis

Automation

Visual Data

Text &

Knowledge

Systems

& APIs

Machines

& Hardware

Security
& Privacy

Human

Oversight

Decisions

Systems

& APIs

Actions & Control

sd

LLM + Prompt

Camera & Optics Integration

Automated quality control system

Install the Figma plugin and you’re ready to convert your designs to a responsive site.

Object counting, LLM involved Q-A

Browse dozens of professionally designed templates. Click, duplicate, customize.

Virtual Assistants specialized for industry

Install the Figma plugin and you’re ready to convert your designs to a responsive site.

Electronics and Robotics

Browse dozens of professionally designed templates. Click, duplicate, customize.

Alerts, Notifications & Remote Control

Vision systems must communicate clearly with humans.

I build remote monitoring and control layers, including:

• Event-based alerts (defect detected, anomaly, downtime)

• Notifications via SMS, messaging platforms, or email

• Operator dashboards for review and confirmation

• Remote configuration and update paths

This allows vision systems to operate autonomously, while remaining observable and controllable.

Applied AI Workflows

Auttomation, Data Enrichment & Insight - Powered by Applied AI

AI Systems designed to automate processes, enrich data and extract actionable insights across text, images, video and operational data.

Industry Examples:

→ Extract and summarize long documents and reports

→ Enrich datasets with structured metadata

→ Analyze images and video for defects, events or highlights

→ Transcribe and analyze audio recordings

→ Monitor systems and surface operational insights

Multimodal Understanding

AI systems that process and reason over text, images, video, audio and documents within a single workflow.

Context-Aware Processing

Designs that maintain context across large datasets, long documents and extended workflows to support reliable decision making.

Real-Time & Interactive Pipelines

Systems capable of processing live data streams, enabling real-time interaction, monitoring and automation.

Applied AI Systems for Real-World Operations

Multiple inputs converting into a single applied AI system that produces decisions, actions and observable outcomes.

Visual Data

Text &

Knowledge

Systems

& APIs

Machines

& Hardware

Security
& Privacy

Human

Oversight

Decisions

Systems

& APIs

Actions & Control

Now available to everyone

AI Voice Call Center

See what’s used, what’s dropped, and what keeps users engaged.

Gauge showing levels of user engagement, with tags for high and low engagement percentages.

Computer Vision

Get clear, actionable recommendations to boost retention and grow MRR.

Envelope containing recommendations like “Fix churn spike” and “Action,” symbolizing actionable insights.

Frequently asked questions

Frequently asked questions

What is this component about?

This is a layout jump preventer component for Framer. It keeps your layout from jumping by smoothly handling size changes, in both horizontal and vertical direction or both.

How can I use it in my project?

To use the Layout Jump Preventer component in Framer, place it at the top level inside a component. You can set the direction to vertical (default) to animate only height changes, horizontal to animate only width changes, or both to animate both width and height changes smoothly.

How Machine Vision project starts?

No, you don’t need to use code! This component works directly in Framer—just drop it into your project and adjust the settings as needed.

Where can I find this component?

If it's not publicly available yet, you can comment "JUMP" on the release tweet, and I'll send it to you!

Frequently asked questions

Frequently asked questions

What is this component about?

This is a layout jump preventer component for Framer. It keeps your layout from jumping by smoothly handling size changes, in both horizontal and vertical direction or both.

How can I use it in my project?

To use the Layout Jump Preventer component in Framer, place it at the top level inside a component. You can set the direction to vertical (default) to animate only height changes, horizontal to animate only width changes, or both to animate both width and height changes smoothly.

How Machine Vision project starts?

No, you don’t need to use code! This component works directly in Framer—just drop it into your project and adjust the settings as needed.

Where can I find this component?

If it's not publicly available yet, you can comment "JUMP" on the release tweet, and I'll send it to you!

What is this component about?

This is a layout jump preventer component for Framer. It keeps your layout from jumping by smoothly handling size changes, in both horizontal and vertical direction or both.

How can I use it in my project?

To use the Layout Jump Preventer component in Framer, place it at the top level inside a component. You can set the direction to vertical (default) to animate only height changes, horizontal to animate only width changes, or both to animate both width and height changes smoothly.

How Machine Vision project starts?

No, you don’t need to use code! This component works directly in Framer—just drop it into your project and adjust the settings as needed.

Where can I find this component?

If it's not publicly available yet, you can comment "JUMP" on the release tweet, and I'll send it to you!

Automated quality control system

Install the Figma plugin and you’re ready to convert your designs to a responsive site.

Object counting

Browse dozens of professionally designed templates. Click, duplicate, customize.

Virtual Assistants specialized

Install the Figma plugin and you’re ready to convert your designs to a responsive site.

Electronics and Robotics

Browse dozens of professionally designed templates. Click, duplicate, customize.

Remote controlled camera for operator to see real time defects

Visually structured data and hardware integration

My work focuses on systems that must function in unstable, noisy, and constrained environments.

Remote controlled camera for operator to see real time defects

Visually structured data and hardware integration

My work focuses on systems that must function in unstable, noisy, and constrained environments.

Remote controlled camera for operator to see real time defects

Visually structured data and hardware integration

My work focuses on systems that must function in unstable, noisy, and constrained environments.