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# Cameron Edwards

**Headline:** Founding Engineer at kiari\.ai
**Profession:** Founding Engineer
**Location:** New York, New York, United States

## About

Cameron Edwards is the Founding Engineer at kiari\.ai and an AI\-first, full\-stack software engineer with 14 years of experience\. Cameron builds AI agents and product systems, with recent work centered on React, TypeScript, Vite, Supabase, Postgres, Vercel, Anthropic Claude, OpenAI, and ElevenLabs\. At Kiari AI, Cameron is the sole engineer, designer, and product owner for an AI assistant that creates daily future visualizations featuring the user, and has built a distributed multimodal pipeline, shared tool\-calling and voice\-agent backend, and provider fallback chains\. Cameron’s strengths span full\-stack architecture, distributed systems, AI integrations, performance tuning, product discovery, testing infrastructure, and operational reliability\. Earlier work includes reducing 2,000\+ simultaneous database hits to CDN cache hits at Saturn, building web podcast players and TypeScript migrations at iHeartMedia, creating healthcare search and telemedicine workflows at Oscar Health, and founding Hearthlight Finance\. Cameron has also developed open\-source JavaScript tooling, e\-commerce and financial systems, content\-moderation pipelines, and web applications across React, Node\.js, Python, Java, C\#, PHP, and cloud platforms\.

## Services

- AI Agents
- TRPC
- Apollo GraphQL
- Anthropic Claude
- Lovable
- Supabase
- Tailwind CSS
- ElevenLabs
- Zod
- Cursor AI
- AWS Lambda
- Chart\.js
- ViteJS
- AWS CloudFormation
- Plaid
- Next\.js
- AWS CDK
- TypeScript
- PostgreSQL
- FastAPI
- Datadog
- Kubernetes
- SEO
- Online Marketing
- Google Analytics
- WordPress
- Social Media Marketing
- JavaScript
- HTML 5
- CSS3

## Highlights

- Created Kiari AI’s daily\-future\-visualization assistant as founding engineer, sole engineer, designer, and product owner\.
- Designed a distributed multimodal generation pipeline coordinating parallel Claude calls through Supabase Edge Functions and Postgres\.
- Built a shared\-backend Claude tool\-calling visualization and goal\-management agent and a real\-time ElevenLabs voice agent\.
- Integrated Claude through Bedrock, Nano Banana Pro, and OpenAI with fault\-tolerant cross\-provider fallback chains, and resolved distributed TypeScript race conditions\.
- Used PostHog screen recordings to redesign ad landing pages around earlier product context and improve conversion\.
- At Saturn, converted 2,000\+ simultaneous database hits from websocket fanout into CDN cache hits through version\-based Fastly edge caching\.
- Built Hive AI content\-moderation pipelines for Saturn’s public chats and social feeds, and led RRule\-based recurring\-event engineering design\.
- Massively decreased Saturn outages by owning Datadog dashboards and early alerting tuned expensive FastAPI/Postgres queries with explain/analyze\.
- Created \-Live\-’s React, Redux, Redux Saga TypeScript environment and infrastructure spanning analytics, SSR, CI, deployments, testing, mobile optimization, and Sentry\.
- Facilitated a four\-engineer team’s delivery of nine web apps in one codebase at \-Live\-\.
- Created Oscar Health’s Flask/React/Redux forms library and widely used React dropdown and typeahead components\.
- Built Oscar Health’s healthcare\-provider search engine and dynamic multi\-page telemedicine questionnaire workflow\.
- Built iHeartMedia podcast players for two web platforms and led its ES6/Flow\-to\-TypeScript migration and Cypress/Jenkins end\-to\-end testing\.
- Founded Hearthlight Finance and built parallelized RRule\-based financial\-balance simulations across account types\.
- Replaced Hearthlight Finance brute\-force forecasts with slope\-guided search, reducing millions of simulation runs to fast timing\-space exploration\.
- Integrated Plaid, completed its security questionnaire, managed AWS VPC configuration and vulnerability tracking, and built an ai\-sdk finance chatbot for Hearthlight Finance\.
- Built Cleanstreamit’s family\-friendly streaming\-content skipping system, including a browser extension, Node API, email service, isomorphic site, and automated captioning/speech\-recognition filters\.
- Acquired 138 users and five subscribers for Cleanstreamit\.
- Implemented Daily Goods’ single\-page e\-commerce front end supporting more than 100 purchases per week\.
- Wrote Daily Goods scrapers that extracted 8,000 product images, saving hundreds of hours of work\.
- Built Mappen’s Node/Redis/Express/PostgreSQL backend and TypeScript/React/Redux/Rx Saga interface for local\-event suggestions\.
- Developed GeniusJS, an open\-source JavaScript data framework with dependency injection, JSON API parsing, model definition, and a NodeJS dummy REST server\.
- Built real\-time student collaboration with an event\-sourced JavaScript library at Imagine Easy Solutions\.
- Engineered an outdoor\-adventure discovery interface and secure HTTP Digest/REST authentication at Headgate Studios\.

## Experience

- **Founding Engineer at Kiari AI** (2025\-05\-01–present) — Created an AI assistant that delivers inspiring daily visualizations of the future: with you in them\. \- Designed a distributed multimodal generation pipeline orchestrating parallel Claude calls, across Supabase edge functions, coordinated through Postgres \- Built a Claude tool\-calling agent for visualization creation and goal management, plus a real\-time ElevenLabs voice agent, both sharing one backend pipeline \- Fixed distributed race conditions across the TypeScript backend \- Integrated three AI providers \(Claude/Bedrock, Nano Banana Pro, OpenAI\) with fault\-tolerant fallback chains across providers \- Used PostHog screen recordings to identify UX friction on ad landing pages, redesigned to front\-load product context and improve conversion \- Sole engineer, designer, and product owner — managed GTM, Google Ads, beta recruitment, user testing, and iterative shipping
- **Founder at Hearthlight Finance** (2023\-11\-01–2025\-05\-01) — Personal finance app projecting future balances across accounts by simulating recurring transactions, interest rates, and historical market returns\. \- Built a projection state machine that expands RRule\-based transactions and simulates balances across account types, parallelized across web workers \- Replaced brute\-force financial forecasts with slope\-guided search algorithms, reducing millions of simulation runs to a fast exploration of the timing space \- Integrated Plaid for account syncing and passed their security questionnaire managed VPC configuration and vulnerability tracking on AWS \- Evolved the stack iteratively — GraphQL/Apollo to tRPC/Zod, Prisma on RDS Postgres, Node Lambdas deployed via CDK, frontend on Vite and React \- Built an AI personal finance chatbot \(using ai\-sdk\) after user testing consistently revealed demand for conversational guidance over manual data entry
- **Full Stack Engineer at Saturn** (2021\-08\-01–2023\-10\-01) — Calendar\-based social platform — schedules, chat, and community social feeds\. \- Built AI content moderation pipelines using Hive for public chats and social feeds \- Led engineering design for a recurring event product, facilitating cross\-team consensus and execution to fulfill RRule\-based calendaring requirements \- Built dashboards with React and FastAPI to support dynamic operations needs \- Reduced database load from websocket fanout by implementing version\-based, Fastly edge caching, turning 2000\+ simultaneous DB hits into CDN cache hits \- Tuned expensive Postgres queries using explain/analyze for a FastAPI backend \- Massively decreased outages by owning DataDog dashboards and early alerting
- **Software Engineer at Mappen** (2019\-12\-01–2021\-08\-01) — \- Designed an app for suggesting local events based on social network and personal calendar\. \- Built a backend using Node, Redis, Express, and PostgreSQL\. \- Created a responsive web interface using TypeScript, React, Redux, and Redux Saga\. \- Developed product\-market fit with Outcome\-Driven Innovation and lean methodology\. \- Managed deployments for beta testers with Git, Webpack and Heroku\. \- Used OAuth 2\.0 to interface with Google, Microsoft, and local university APIs\.
- **Senior Software Engineer at iHeartMedia** (2018\-12\-01–2019\-12\-01) — \- Built a podcast player on two web platforms using React, Redux, Emotion, and JWPlayer\. \- Led the implementation of Cypress end\-to\-end testing with Jenkins CI\. \- Migrated the codebase from vanilla ES6 and Flow to TypeScript\. \- Improved response times as on\-call engineer using Grafana, Prometheus, and Fastly\. \- Ran Jest with Enzyme on Jenkins and spearheaded efforts to expand unit test coverage\. \- Trained teammates, presented on architecture, and recruited and hired multiple engineers\.
- **Senior Software Engineer at \-Live\-** (2017\-10\-01–2018\-10\-01) — \- Created a truly functional TypeScript environment using React, Redux, and Redux Saga\. \- Set up infrastructure for Google Analytics, Webpack, S3, Heroku deployments, Circle CI, Express server\-side rendering, mobile optimization, testing, and Sentry\. \- Built utilities for fetching, mocking, and Redux, as well as a component library\. \- Optimized a React Native app, added testing infrastructure, and fixed bugs and crashes\. \- Led the product team in using Outcome\-Driven Innovation to find product\-market fit\. \- Mentored teammates, presented on architecture, and hired a senior front\-end engineer\. \- Facilitated the creation of nine web apps in one code base by a team of four engineers\.
- **Software Engineer at Cleanstreamit\.com** (2016\-11\-01–2017\-10\-01) — \- Built a tool that skips over non\-family\-friendly content in Netflix and Amazon streaming movies\. \- Included a browser extension, Node API server, email service, and isomorphic website\. \- Wrote scripts to automatically create filters using closed\-captioning and speech recognition\. \- Maximized reusability by maintaining a library of pure React components\. \- Created JavaScript and Redux utilities for fetch, events, and immutable transformations\. \- Recorded audio from HTML5 videos using web audio and browser extensions\. \- Used TypeScript, React, Redux, MySQL, Git, AWS, Contentful, Stripe, Webpack, Yargs, Jest, SCSS\. \- Acquired 138 users and 5 subscribers\.
- **Software Engineer at Oscar Health** (2015\-03\-01–2016\-11\-01) — \- Created a forms library for Flask, React, and Redux \- Built React dropdown and typeahead components used extensively across web products \- Used the forms library and typeahead components, as well as Google Maps, to create a healthcare provider search engine \- Assembled a dynamic, multi\-page questionnaire workflow for use in a telemedicine product \- Refactored legacy Backbone/Marty/Django products to use React/Redux/Flask \- Used Contentful in Python to facilitate the editing of web content by stakeholders \- Participated in the company's frontend community, introducing a biweekly package\.json audit and volunteering for frontend infrastructure work \- Led the implementation of Scrum methodology on a seven\-person team
- **Front End Developer at Imagine Easy Solutions** (2014\-01\-01–2015\-03\-01) — \- Used Symfony and Angular to build the core components of an online study notebook\. \- Re\-skinned a legacy bibliography generator using LESS\. \- Built a JavaScript library using event sourcing to create realtime collaboration between students\. \- Evangelized JavaScript best practices and Domain Driven Design\. \- Used AWS, Grunt, Gulp, Bower, Node, Angular, jQuery, Karma, Mocha, Chai, Sinon, Browserify, and Git\.
- **Architect and Developer at GeniusJS** (2013\-12\-01–2015\-03\-01) — \- GeniusJS is an open\-source JavaScript data framework\. It makes it easy to declare model types then pull them down from the server, without callbacks or headaches\. \- Developed an open\-source JavaScript data framework, eliminating AJAX boilerplate\. \- Facilitated object encapsulation by creating a dependency injection mechanism\. Allowed for greater inversion of control, eliminated the need to code in global scope, and eased testing\. \- Created methods for easy model definition, inheritance, and instantiation\. \- Used test\-driven development and quality assurance with Karma, Jasmine, and NodeJS\. \- Eliminated the need for callbacks by automatically parsing data from JSON APIs\. \- Created a highly realistic and responsive dummy REST server for testing purposes, using NodeJS\. \- Distributed the project using an MVC site and GitHub\. See the results at geniusjs\.com\.
- **Web Developer at Headgate Studios** (2013\-10\-01–2014\-02\-01) — \- Engineered a powerful web UI using JavaScript, AngularJS, jQuery, HTML, and CSS, helping users find outdoor adventures near them\. \- Designed an MVC architecture for Java, using servlets and JSP/JSTL\. \- Implemented secure authentication using HTTP Digest and REST\.
- **Web Developer at Daily Goods** (2011\-11\-01–2013\-10\-01) — \- Using JavaScript, HTML5 and CSS3, implemented an innovative front\-end for a single\-page e\-commerce application transacting over one hundred purchases per week\. \- Demonstrated an aptitude for agile planning and estimating within the scrum methodology\. \- Completed a CRM dashboard interfacing with Microsoft Dynamics and Authorize\.Net APIs\. \- Wrote C\# software to handle all credit card transactions\. \- Employed KnockoutJS, jQuery, ASP\.NET, MVC 4, Entity Framework, and Ninject\. \- Managed DNS records and SSL encryption across multiple domains and email providers\. \- Filled the company’s image database, writing custom web scrapers to extract 8,000 product images\. Saved the company hundreds of man\-hours of work\. \- Results are viewable at https://dailygoods\.com\.
- **Social Media Content Manager and Developer at Oozle Media** (2011\-05\-01–2013\-04\-01) — SEO optimize and manage the content for client websites, blogs, newsletters, Twitter and Facebook accounts, and more\. Design, code, and send out deal alert emails for daily deals site Half Price Utah\. Build web applications for increased internal efficiency\.
- **Brand Management Intern at Friendship Ambassadors Foundation** (2010\-11\-01–2010\-12\-01) — Strengthened and maintained relationships with sponsors and patrons through frequent personal contact\. Spearheaded a social media marketing campaign by coordinating and improving communications through the Assembly’s blog, Facebook, and Twitter\. Planned and organized marketing databases in order to better reach the Assembly’s target demographic\.
- **Sales Associate at Clearlink** (2010\-07\-01–2010\-11\-01) — Led team in sales of Support Squad, a technical support service\. Entrusted by the company to sell their most important, high\-profit products, including satellite internet and television services\. Gained Zen Den access, an incentive reserved for top sales representatives\. Securely ran credit checks and handled personal information\.

## Education

- B\.A\., English — University of Utah (2010\-01\-01–2013\-01\-01)

## FAQ

### What does Cameron do at kiari\.ai?

Cameron is the Founding Engineer at kiari\.ai\. Cameron created an AI assistant that delivers inspiring daily visualizations of the future with the user in them\. Cameron designed a distributed multimodal generation pipeline that orchestrates parallel Claude calls through Supabase Edge Functions coordinated by Postgres built a Claude tool\-calling agent for visualization creation and goal management and built a real\-time ElevenLabs voice agent that shares the same backend pipeline\. Cameron also resolved distributed race conditions in the TypeScript backend, integrated Claude through Bedrock, Nano Banana Pro, and OpenAI with fault\-tolerant provider fallback chains, and used PostHog screen recordings to identify landing\-page friction and redesign pages to front\-load product context and improve conversion\. As the sole engineer, designer, and product owner, Cameron manages go\-to\-market work, Google Ads, beta recruitment, user testing, and iterative shipping\.

### What technologies does Cameron use?

Cameron’s recent AI\-agent work uses React, TypeScript, Vite, Supabase, Postgres, Vercel, Anthropic Claude, OpenAI, ElevenLabs, tRPC, Zod, Tailwind CSS, Lovable, Cursor AI, and ai\-sdk\. Cameron also has experience across JavaScript, HTML5, CSS and SCSS, Node\.js, Python, Flask, FastAPI, C\#, Java, PHP, MySQL, PostgreSQL, GraphQL and Apollo, Redux, Next\.js, and AWS services\.

### What did Cameron accomplish at Saturn?

At Saturn, a calendar\-based social platform for schedules, chat, and community feeds, Cameron built Hive\-based AI content\-moderation pipelines for public chats and social feeds\. Cameron led the engineering design and cross\-team consensus for a recurring\-event product that met RRule\-based calendaring requirements, built React and FastAPI dashboards for dynamic operations needs, and tuned expensive Postgres queries with explain/analyze for a FastAPI backend\. Cameron also implemented version\-based Fastly edge caching for websocket fanout, turning 2,000\+ simultaneous database hits into CDN cache hits, and owned Datadog dashboards and early alerting to massively decrease outages\.

### What did Cameron accomplish at \-Live\-?

At \-Live\-, Cameron created a functional TypeScript environment with React, Redux, and Redux Saga\. Cameron established infrastructure for Google Analytics, Webpack, S3, Heroku deployments, CircleCI, Express server\-side rendering, mobile optimization, testing, and Sentry built fetch, mocking, Redux, and component\-library utilities and optimized a React Native app by adding testing infrastructure and fixing bugs and crashes\. Cameron led the product team’s use of Outcome\-Driven Innovation to pursue product\-market fit, mentored teammates, presented on architecture, hired a senior front\-end engineer, and facilitated a four\-engineer team’s creation of nine web apps in one codebase\.

### What did Cameron accomplish at Oscar Health?

At Oscar Health, Cameron created a forms library for Flask, React, and Redux built widely used React dropdown and typeahead components and used those components, the forms library, and Google Maps to create a healthcare\-provider search engine\. Cameron assembled a dynamic, multi\-page questionnaire workflow for a telemedicine product, refactored legacy Backbone/Marty/Django products to React/Redux/Flask, and used Contentful in Python to enable stakeholder editing of web content\. Cameron also contributed to the frontend community by introducing a biweekly package\.json audit and volunteering for frontend\-infrastructure work, and led Scrum implementation on a seven\-person team\.

### What did Cameron accomplish at iHeartMedia?

At iHeartMedia, Cameron built a podcast player for two web platforms using React, Redux, Emotion, and JWPlayer\. Cameron led Cypress end\-to\-end testing with Jenkins CI, migrated a codebase from vanilla ES6 and Flow to TypeScript, and improved on\-call response times with Grafana, Prometheus, and Fastly\. Cameron ran Jest and Enzyme on Jenkins, spearheaded expanded unit\-test coverage, trained teammates, presented on architecture, and recruited and hired multiple engineers\.

### What is Hearthlight Finance, and what did Cameron build there?

Cameron founded Hearthlight Finance, a personal\-finance app that projects future balances across accounts by simulating recurring transactions, interest rates, and historical market returns\. Cameron built a projection state machine that expands RRule\-based transactions and simulates balances across account types in parallel web workers\. Cameron replaced brute\-force forecasts with slope\-guided search algorithms that reduced millions of simulation runs to a fast exploration of timing space integrated Plaid for account syncing passed Plaid’s security questionnaire and managed AWS VPC configuration and vulnerability tracking\. The product evolved from GraphQL/Apollo to tRPC/Zod, with Prisma on RDS Postgres, Node Lambdas deployed through CDK, and a Vite/React frontend\. After user testing repeatedly showed a preference for conversational guidance over manual entry, Cameron built an ai\-sdk personal\-finance chatbot\.

### What did Cameron build at Cleanstreamit\.com?

At Cleanstreamit\.com, Cameron built a tool that skips non\-family\-friendly content in Netflix and Amazon streaming movies\. The product included a browser extension, Node API server, email service, and isomorphic website\. Cameron wrote scripts that automatically created filters through closed captioning and speech recognition maintained a reusable pure\-React component library built JavaScript and Redux utilities for fetches, events, and immutable transformations and recorded audio from HTML5 videos through Web Audio and browser extensions\. The work used TypeScript, React, Redux, MySQL, Git, AWS, Contentful, Stripe, Webpack, Yargs, Jest, and SCSS, and acquired 138 users and five subscribers\.

### What did Cameron do at Mappen?

At Mappen, Cameron designed an app that suggested local events from social\-network and personal\-calendar information\. Cameron built a Node, Redis, Express, and PostgreSQL backend and a responsive TypeScript, React, Redux, and Redux Saga interface\. Cameron pursued product\-market fit through Outcome\-Driven Innovation and lean methodology, managed beta\-tester deployments with Git, Webpack, and Heroku, and used OAuth 2\.0 to connect with Google, Microsoft, and local university APIs\.

### What did Cameron accomplish at Daily Goods?

At Daily Goods, Cameron implemented a JavaScript, HTML5, and CSS3 front end for a single\-page e\-commerce application handling more than 100 purchases per week\. Cameron demonstrated agile planning and estimation within Scrum, completed a CRM dashboard integrated with Microsoft Dynamics and Authorize\.Net APIs, and wrote C\# software for all credit\-card transactions\. Cameron used KnockoutJS, jQuery, ASP\.NET, MVC 4, Entity Framework, and Ninject managed DNS records and SSL encryption across multiple domains and email providers and wrote custom web scrapers that extracted 8,000 product images, saving hundreds of hours of work\. Results are available at dailygoods\.com\.

### What did Cameron do at Imagine Easy Solutions?

At Imagine Easy Solutions, Cameron used Symfony and Angular to build core components of an online study notebook and re\-skinned a legacy bibliography generator with LESS\. Cameron built an event\-sourced JavaScript library for real\-time student collaboration, advocated JavaScript best practices and Domain\-Driven Design, and worked with AWS, Grunt, Gulp, Bower, Node, Angular, jQuery, Karma, Mocha, Chai, Sinon, Browserify, and Git\.

### What did Cameron do at Headgate Studios?

At Headgate Studios, Cameron engineered a JavaScript, AngularJS, jQuery, HTML, and CSS web interface that helped people find nearby outdoor adventures\. Cameron also designed an MVC architecture for Java using servlets and JSP/JSTL and implemented secure authentication using HTTP Digest and REST\.

### What is GeniusJS, and what did Cameron build for it?

Cameron developed GeniusJS, an open\-source JavaScript data framework that lets developers declare model types and retrieve them from servers without callback\-heavy AJAX boilerplate\. Cameron created dependency injection for object encapsulation, inversion of control, reduced global\-scope code, and easier testing added methods for model definition, inheritance, and instantiation and automatically parsed JSON API data to eliminate callbacks\. Cameron used test\-driven development and quality assurance with Karma, Jasmine, and NodeJS, built a realistic responsive dummy REST server for testing, and distributed the project through an MVC site and GitHub at geniusjs\.com\.

### What did Cameron do at Oozle Media?

As a Social Media Content Manager and Developer at Oozle Media, Cameron SEO\-optimized and managed content for client websites, blogs, newsletters, Twitter, Facebook, and other channels\. Cameron designed, coded, and sent deal\-alert emails for the daily\-deals site Half Price Utah and built web applications to increase internal efficiency\.

### What did Cameron do at Friendship Ambassadors Foundation?

As a Brand Management Intern at Friendship Ambassadors Foundation, Cameron strengthened and maintained sponsor and patron relationships through frequent personal contact\. Cameron led a social\-media marketing campaign by coordinating and improving Assembly communications through its blog, Facebook, and Twitter, and planned and organized marketing databases to better reach the Assembly’s target demographic\.

### What did Cameron do at Clearlink?

At Clearlink, Cameron led the team in sales of Support Squad, a technical\-support service, and was entrusted to sell the company’s important, high\-profit satellite internet and television products\. Cameron earned Zen Den access, an incentive reserved for top sales representatives, and securely ran credit checks and handled personal information\.

### What is Cameron’s education?

Cameron earned a Bachelor of Arts in English from the University of Utah\.

### What additional platforms and specialties has Cameron worked with?

Cameron’s broader experience includes AWS Lambda, CloudFormation, CDK, Amazon EC2, Kubernetes, Firebase, Apache Thrift, S3, Heroku, Sentry, Webpack, Express, Symfony, Jest, jQuery UI, Lodash, Underscore, XPath, XML, WordPress, SEO, online marketing, Google Analytics, blogging, and social\-media marketing\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/cameron\-edwards\-25a81033

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