Ingest Text
Ingest Plain Text, Markdown or HTML.
By providing the content name, the text type and text (plain, Markdown or HTML), Graphlit creates a content object which is processed by the content workflow.
Your text content will have entities automatically extracted into the Knowledge Graph, and become searchable and conversational.
The optional uri parameter for the ingestText mutation can be used to store a reference to the original source URI where the text was extracted or scraped from. It is not used for ingestion - only stored as metadata.
Ingest Text
When you have plain text that you want to add to Graphlit as content, you can use the ingestText mutation with textType of PLAIN.
Mutation:
mutation IngestText($name: String!, $text: String!, $textType: TextTypes, $uri: URL) {
ingestText(name: $name, text: $text, textType: $textType, uri: $uri) {
id
name
state
type
fileType
mimeType
uri
text
}
}Variables:
{
"name": "Metadata in Unstructured Data",
"text": "The metadata of unstructured data provide a starting point for working with unstructured data. They can be classified into three levels: First Order Metadata is the data in the header of a file. It is the bare minimum of metadata that one can get out of a file i.e., you can read the EXIF data of an image, but if you are unable to read the image, you will not know what was actually captured. Second Order Metadata is the data that helps in reading the file and identifying its contents. In the case of images, models are used to detect objects and identify what was captured. Bounding boxes and their tags, often used in training machine learning models, are perfect examples of second-order metadata in images. Third Order Metadata is data pulled from making inferences across a bunch of related data and linked databases. This data provides a framework for contextualization that creates edges, like in a knowledge graph, that connect something to something else. This can be thought of as the spider web that grows bigger as more edges are created, as more inferences are pulled.",
"textType": "PLAIN"
}Response:
{
"type": "TEXT",
"text": "The metadata of unstructured data provide a starting point for working with unstructured data. They can be classified into three levels: First Order Metadata is the data in the header of a file. It is the bare minimum of metadata that one can get out of a file i.e., you can read the EXIF data of an image, but if you are unable to read the image, you will not know what was actually captured. Second Order Metadata is the data that helps in reading the file and identifying its contents. In the case of images, models are used to detect objects and identify what was captured. Bounding boxes and their tags, often used in training machine learning models, are perfect examples of second-order metadata in images. Third Order Metadata is data pulled from making inferences across a bunch of related data and linked databases. This data provides a framework for contextualization that creates edges, like in a knowledge graph, that connect something to something else. This can be thought of as the spider web that grows bigger as more edges are created, as more inferences are pulled.",
"mimeType": "text/plain",
"fileType": "DOCUMENT",
"id": "3ab3881b-bab3-4fff-89d0-c0c979038862",
"name": "Metadata in Unstructured Data",
"state": "CREATED"
}Ingest Markdown
When you have Markdown that you want to add to Graphlit as content, you can use the ingestText mutation with textType of MARKDOWN.
Mutation:
mutation IngestText($name: String!, $text: String!, $textType: TextTypes, $uri: URL) {
ingestText(name: $name, text: $text, textType: $textType, uri: $uri) {
id
name
state
type
fileType
mimeType
uri
text
}
}Variables:
{
"name": "README",
"text": "---\r\ncover: >-\r\n https://images.unsplash.com/photo-1609619385076-36a873425636?crop=entropy&cs=srgb&fm=jpg&ixid=M3wxOTcwMjR8MHwxfHNlYXJjaHw0fHxrbm93bGVkZ2V8ZW58MHx8fHwxNjg5NDg1NDI5fDA&ixlib=rb-4.0.3&q=85\r\ncoverY: 0\r\n---\r\n# What is Graphlit?\r\nGraphlit is an API-first platform for developers building knowledge-driven AI applications.\r\nLet's break that down...\r\n* **API-first**: Graphlit is a cloud-native managed platform, which is accessed via GraphQL API.\r\n* **Knowledge-driven**: For accelerating the development of applications based on domain-specific content, and the relationships between the people, organizations, places and topics found in that content.\r\n* **AI applications:** With the recent innovations of Large Language Models (LLMs) and multimodal AI models, application developers can more easily extract knowledge from multimedia content, ask questions about the content, and search, summarize, and repurpose the extracted knowledge.\r\n### Knowledge Applications\r\nGraphlit provides a unique platform for building what we call **Knowledge Applications**, where the benefit to the user is from the knowledge extracted from their complex data, not just in the data itself.\r\nBusinesses create and collect many forms of complex data, such as Word documents, PDFs, meeting video recordings, emails, and Slack messages. Not to mention, mobile phone images, CAD drawings, 3D renders and geospatial data. Locked in these files is the collective knowledge of the organization, which previously has been difficult to search, catalog, and integrate.\r\nEmbedded knowledge can found outside businesses, as well: Podcasts, YouTube videos, Twitch streams, Reddit forums, and Web content.\r\nUsing AI, Graphlit builds a searchable, conversational knowledge graph from your or your user's data. As a platform, Graphlit provides webhooks and a connector model for extensibility, because the value comes from integrating this knowledge with your application.\r\n### Developer Focused\r\nGraphlit is for developers building innovative applications using AI, which leverage domain knowledge in any vertical market: i.e. legal, sales, entertainment, healthcare, construction/engineering.\r\nGraphlit lets you focus on your unique application requirements, while providing an easy-to-use API which simplifies complex data workflows, including data ingestion, knowledge extraction, semantic search, alerting and application integrations.  ",
"textType": "MARKDOWN"
}Response:
{
"type": "TEXT",
"text": "---\r\ncover: >-\r\n https://images.unsplash.com/photo-1609619385076-36a873425636?crop=entropy&cs=srgb&fm=jpg&ixid=M3wxOTcwMjR8MHwxfHNlYXJjaHw0fHxrbm93bGVkZ2V8ZW58MHx8fHwxNjg5NDg1NDI5fDA&ixlib=rb-4.0.3&q=85\r\ncoverY: 0\r\n---\r\n# What is Graphlit?\r\nGraphlit is an API-first platform for developers building knowledge-driven AI applications.\r\nLet's break that down...\r\n* **API-first**: Graphlit is a cloud-native managed platform, which is accessed via GraphQL API.\r\n* **Knowledge-driven**: For accelerating the development of applications based on domain-specific content, and the relationships between the people, organizations, places and topics found in that content.\r\n* **AI applications:** With the recent innovations of Large Language Models (LLMs) and multimodal AI models, application developers can more easily extract knowledge from multimedia content, ask questions about the content, and search, summarize, and repurpose the extracted knowledge.\r\n### Knowledge Applications\r\nGraphlit provides a unique platform for building what we call **Knowledge Applications**, where the benefit to the user is from the knowledge extracted from their complex data, not just in the data itself.\r\nBusinesses create and collect many forms of complex data, such as Word documents, PDFs, meeting video recordings, emails, and Slack messages. Not to mention, mobile phone images, CAD drawings, 3D renders and geospatial data. Locked in these files is the collective knowledge of the organization, which previously has been difficult to search, catalog, and integrate.\r\nEmbedded knowledge can found outside businesses, as well: Podcasts, YouTube videos, Twitch streams, Reddit forums, and Web content.\r\nUsing AI, Graphlit builds a searchable, conversational knowledge graph from your or your user's data. As a platform, Graphlit provides webhooks and a connector model for extensibility, because the value comes from integrating this knowledge with your application.\r\n### Developer Focused\r\nGraphlit is for developers building innovative applications using AI, which leverage domain knowledge in any vertical market: i.e. legal, sales, entertainment, healthcare, construction/engineering.\r\nGraphlit lets you focus on your unique application requirements, while providing an easy-to-use API which simplifies complex data workflows, including data ingestion, knowledge extraction, semantic search, alerting and application integrations.  ",
"mimeType": "text/markdown",
"fileType": "DOCUMENT",
"id": "dde39d91-f442-4970-92ce-e90230ccc382",
"name": "README",
"state": "PREPARED"
}Ingest HTML
When you have pre-scraped HTML text that you want to add to Graphlit as content, you can use the ingestText mutation with textType of HTML.
Mutation:
mutation IngestText($name: String!, $text: String!, $textType: TextTypes, $uri: URL) {
ingestText(name: $name, text: $text, textType: $textType, uri: $uri) {
id
name
state
type
fileType
mimeType
uri
text
}
}Variables:
{
"name": "Resume",
"text": "<html>\r\n<head>\r\n<meta http-equiv=Content-Type content=\"text/html; charset=windows-1252\">\r\n<meta name=Generator content=\"Microsoft Word 15 (filtered)\">\r\n<style>\r\n<!--\r\n /* Font Definitions */\r\n @font-face\r\n\t{font-family:Wingdings;\r\n\tpanose-1:5 0 0 0 0 0 0 0 0 0;}\r\n@font-face\r\n\t{font-family:\"Cambria Math\";\r\n\tpanose-1:2 4 5 3 5 4 6 3 2 4;}\r\n@font-face\r\n\t{font-family:Calibri;\r\n\tpanose-1:2 15 5 2 2 2 4 3 2 4;}\r\n@font-face\r\n\t{font-family:\"Noto Sans Symbols\";}\r\n@font-face\r\n\t{font-family:\"Segoe UI\";\r\n\tpanose-1:2 11 5 2 4 2 4 2 2 3;}\r\n@font-face\r\n\t{font-family:Georgia;\r\n\tpanose-1:2 4 5 2 5 4 5 2 3 3;}\r\n@font-face\r\n\t{font-family:Cambria;\r\n\tpanose-1:2 4 5 3 5 4 6 3 2 4;}\r\n /* Style Definitions */\r\n p.MsoNormal, li.MsoNormal, div.MsoNormal\r\n\t{margin-top:0in;\r\n\tmargin-right:0in;\r\n\tmargin-bottom:8.0pt;\r\n\tmargin-left:0in;\r\n\tline-height:106%;\r\n\tfont-size:11.0pt;\r\n\tfont-family:\"Calibri\",sans-serif;}\r\np.MsoListParagraph, li.MsoListParagraph, div.MsoListParagraph\r\n\t{margin-top:0in;\r\n\tmargin-right:0in;\r\n\tmargin-bottom:8.0pt;\r\n\tmargin-left:.5in;\r\n\tline-height:106%;\r\n\tfont-size:11.0pt;\r\n\tfont-family:\"Calibri\",sans-serif;}\r\np.MsoListParagraphCxSpFirst, li.MsoListParagraphCxSpFirst, div.MsoListParagraphCxSpFirst\r\n\t{margin-top:0in;\r\n\tmargin-right:0in;\r\n\tmargin-bottom:0in;\r\n\tmargin-left:.5in;\r\n\tline-height:106%;\r\n\tfont-size:11.0pt;\r\n\tfont-family:\"Calibri\",sans-serif;}\r\np.MsoListParagraphCxSpMiddle, li.MsoListParagraphCxSpMiddle, div.MsoListParagraphCxSpMiddle\r\n\t{margin-top:0in;\r\n\tmargin-right:0in;\r\n\tmargin-bottom:0in;\r\n\tmargin-left:.5in;\r\n\tline-height:106%;\r\n\tfont-size:11.0pt;\r\n\tfont-family:\"Calibri\",sans-serif;}\r\np.MsoListParagraphCxSpLast, li.MsoListParagraphCxSpLast, div.MsoListParagraphCxSpLast\r\n\t{margin-top:0in;\r\n\tmargin-right:0in;\r\n\tmargin-bottom:8.0pt;\r\n\tmargin-left:.5in;\r\n\tline-height:106%;\r\n\tfont-size:11.0pt;\r\n\tfont-family:\"Calibri\",sans-serif;}\r\n.MsoChpDefault\r\n\t{font-family:\"Calibri\",sans-serif;}\r\n.MsoPapDefault\r\n\t{margin-bottom:8.0pt;\r\n\tline-height:106%;}\r\n /* Page Definitions */\r\n @page WordSection1\r\n\t{size:8.5in 11.0in;\r\n\tmargin:.5in .5in .5in .5in;}\r\ndiv.WordSection1\r\n\t{page:WordSection1;}\r\n /* List Definitions */\r\n ol\r\n\t{margin-bottom:0in;}\r\nul\r\n\t{margin-bottom:0in;}\r\n-->\r\n</style>\r\n</head>\r\n<body lang=EN-US link=\"#0563C1\" vlink=\"#954F72\" style='word-wrap:break-word'>\r\n<div class=WordSection1>\r\n<p class=MsoNormal style='margin-bottom:0in;line-height:115%;border:none'><span\r\nstyle='font-family:\"Arial\",sans-serif;color:black'> </span></p>\r\n<table class=a border=1 cellspacing=0 cellpadding=0 width=728 style='border-collapse:\r\n collapse;border:none'>\r\n <tr style='height:41.3pt'>\r\n <td width=364 valign=top style='width:272.95pt;border:none;padding:0in 5.4pt 0in 5.4pt;\r\n height:41.3pt'>\r\n <p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\n margin-left:-9.75pt;text-indent:9.75pt;line-height:normal'><b><span\r\n style='font-size:28.0pt;font-family:\"Cambria\",serif;color:black'>Kirk Marple</span></b></p>\r\n </td>\r\n <td width=364 valign=top style='width:272.95pt;border:none;padding:0in 5.4pt 0in 5.4pt;\r\n height:41.3pt'>\r\n <p class=MsoNormal align=right style='margin-bottom:0in;text-align:right;\r\n line-height:normal'><a href=\"mailto:kirk.marple@gmail.com\"><span\r\n style='font-size:10.0pt;font-family:\"Cambria\",serif;color:black'>kirk.marple@gmail.com</span></a><span\r\n style='font-size:10.0pt;font-family:\"Cambria\",serif;color:black'><br>\r\n </span><a href=\"https://www.linkedin.com/in/kirkmarple\"><span\r\n style='font-size:10.0pt;font-family:\"Cambria\",serif;color:black'>https://www.linkedin.com/in/kirkmarple</span></a></p>\r\n </td>\r\n </tr>\r\n</table>\r\n<p class=MsoNormal style='text-align:justify'><a name=\"_heading=h.gjdgxs\"></a><b><span\r\nstyle='font-size:12.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:white'><br>\r\n</span></b><span style='font-family:\"Cambria\",serif;color:black'>Customer-focused\r\nTechnology leader with extensive expertise with cloud-based microservices,\r\nscalable multimedia data ingestion, knowledge graphs (entity\r\nextraction/enrichment), machine learning and computer vision integration, and\r\nCPU/GPU-based file and data processing workflows. </span></p>\r\n<p class=MsoNormal style='text-align:justify'><span style='font-family:\"Cambria\",serif;\r\ncolor:black'>Highly skilled at architecting and managing teams developing APIs\r\nand scalable services, leveraging on-premise and cloud infrastructure,\r\ngenerating significant cost savings and supporting revenue growth for startups\r\nthrough Fortune 25 companies.� </span></p>\r\n<p class=MsoNormal style='text-align:justify'><span style='font-family:\"Cambria\",serif;\r\ncolor:black'>Adept in �zero-to-one� conceptualization of new products,\r\ncollaborating across the business including Development, QA, Support, DevOps,\r\nand Sales.</span></p>\r\n<p class=MsoNormal align=center style='text-align:center'><b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Event-Based Serverless Architectures � Distributed & Cloud Computing\r\n� DevOps<br>\r\nKnowledge Graphs � Media Ingestion & Processing Workflows<br>\r\nAgile Product Management � </span></b><b><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Technology Roadmaps <span\r\nstyle='color:black'>� Staff Development<br>\r\nCollaborative Leadership</span> <span style='color:black'>� Early-Stage\r\nBusiness Development</span></span></b></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Notable Achievements</span></b></p>\r\n</div>\r\n<p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\nmargin-left:.5in;text-indent:-.25in;border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Noto Sans Symbols\";color:black'>●<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Brought new products to market from the ground up; from hiring\r\nDev/QA/Product teams, through implementing Dev/DevOps processes, and guiding\r\nteams to customer launch</span></p>\r\n<p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\nmargin-left:.5in;text-indent:-.25in;border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Noto Sans Symbols\";color:black'>●<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Architected and Developed industry-first parallel video\r\ntranscoding platform, gaining recognition through numerous broadcast industry\r\nawards for products</span></p>\r\n<p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\nmargin-left:.5in;text-indent:-.25in;border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Noto Sans Symbols\";color:black'>●<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Designed and Developed OEM version of product, which delivered\r\nmulti-million dollar contract for all PBS stations nationwide</span></p>\r\n<p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\nmargin-left:.5in;text-indent:-.25in;border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Noto Sans Symbols\";color:black'>●<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Designed and Implemented REST API and back-end services for\r\nmanaging cluster of video frame rate conversion servers, delivering notable\r\ncost savings to ESPN vs legacy hardware approach. Used for Olympics and World\r\nCup international broadcasts</span></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Professional Career History</span></b></p>\r\n</div>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>Kespry,</span></i><b><span\r\nstyle='font-family:\"Cambria\",serif'> </span></b><span style='font-family:\"Cambria\",serif'>Menlo\r\nPark CA<a name=\"_Hlk35971273\"> / Los Angeles CA����� </a>Jul 2019-present</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>CHIEF\r\nTECHNOLOGY OFFICER</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:0in;text-align:justify'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Leading\r\nengineering organization (25+ engineers/QA), shipped Kespry Perception Analytics\r\nproduct for applying Machine Learning and Computer Vision-based insights to\r\ndrone-based imagery, video, 3D point cloud, and IoT telemetry data sources, and\r\nproviding visual tooling for search/filter against knowledge graph.� Hired\r\nentire development and QA team for new product squads.</span></p>\r\n<p class=MsoListParagraphCxSpFirst style='margin-bottom:0in;text-align:justify;\r\ntext-indent:-.25in'><span style='font-size:10.0pt;line-height:106%;font-family:\r\nSymbol'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Provide\r\narchitectural leadership for event-driven microservice platform deployed on\r\nMicrosoft Azure (Azure Functions, CosmosDb, Event Hub, Event Grid, Redis)</span></p>\r\n<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0in;text-align:justify;\r\ntext-indent:-.25in'><span style='font-size:10.0pt;line-height:106%;font-family:\r\nSymbol'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Developed\r\ncontinuous integration/deployment (CI/CD) strategy using Azure DevOps and\r\nTerraform</span></p>\r\n<p class=MsoListParagraphCxSpLast style='margin-bottom:0in;text-align:justify;\r\ntext-indent:-.25in'><span style='font-size:10.0pt;line-height:106%;font-family:\r\nSymbol'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Reorganized\r\nteams to optimize engineering and continuous engineering resources, maximize\r\nengineering efficiency, and provide role-based training and mentorship</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'> </span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>HEROFi,</span></i><b><span\r\nstyle='font-family:\"Cambria\",serif'> </span></b><span style='font-family:\"Cambria\",serif'>San\r\nDiego CA / Los Angeles CA����� Jan 2018-Jun 2019</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>CHIEF\r\nTECHNOLOGY OFFICER</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Led engineering and product\r\norganizations, built data-driven marketing automation platform for physical\r\nretail; IoT-based digital signage, consumer-facing digital advertising.� Recruited\r\nand hired engineering and product teams</span><span style='font-family:\"Cambria\",serif'>.</span></p>\r\n<p class=MsoListParagraph style='margin-bottom:0in;text-indent:-.25in'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:Symbol'>�<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Provided\r\narchitectural leadership for v1.0 retail (food & beverage) online\r\nadvertising product deployed on Amazon Web Services (MongoDb, AWS Lambda).</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'> </span></p>\r\n<span style='font-size:11.0pt;line-height:106%;font-family:\"Cambria\",serif'><br\r\nclear=all style='page-break-before:always'>\r\n</span>\r\n<p class=MsoNormal><span style='font-family:\"Cambria\",serif'> </span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>STATS,</span></i><b><span\r\nstyle='font-family:\"Cambria\",serif'> </span></b><span style='font-family:\"Cambria\",serif'>Chicago\r\nIL����������������������������� Mar 2017-Dec 2017</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>VP of PRODUCT\r\nDEVELOPMENT</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>(Left early to return to Los\r\nAngeles to assist family member with health issue.)</span></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Led <span style='color:black'>engineering\r\norganization (100+ engineers/QA/UX), </span>built <span style='color:black'>innovative\r\nSports Data Analytics products including next-generation data-as-a-service\r\n(DaaS) platform.</span></span></p>\r\n<p class=MsoListParagraph style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Led effort to standardize NoSQL sport-agnostic data model, and\r\nGraphQL search REST API</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in;border:none'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>�</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>General\r\nMotors,</span></i><b><span style='font-family:\"Cambria\",serif'> </span></b><span\r\nstyle='font-family:\"Cambria\",serif'>Austin TX����������� Mar 2016-Mar 2017</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>SENIOR\r\nSTREAMING AND MULTIMEDIA ARCHITECT</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif;color:black'>Architected streaming\r\nIoT data platform for connected and autonomous vehicles.� Standardized data\r\ningestion and processing model, enabling linearly-scalable data science,\r\ncomputer vision, machine learning, and data visualization use cases.</span></p>\r\n<p class=MsoListParagraphCxSpFirst style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Built prototype of �big data� ingestion and processing platform\r\nfor video, LIDAR and vehicle telemetry by using Apache Cassandra and Kafka</span></p>\r\n<p class=MsoListParagraphCxSpLast style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Researched real-time streaming video solutions for future vehicle\r\nintegration, giving subject matter expertise to product teams; resulted in RFP\r\nvendor selection and adjustments to features</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in;border:none'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'> </span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>Wohler\r\nTechnologies</span></i><span style='font-family:\"Cambria\",serif'>, Hayward CA<i>������ </i>Apr\r\n2012-May 2015</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>RadiantGrid\r\nTechnologies,</span></i><b><span style='font-family:\"Cambria\",serif'> </span></b><span\r\nstyle='font-family:\"Cambria\",serif'>Seattle WA (</span><span style='font-size:\r\n10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Acquired by Wohler, April\r\n2012)</span><span style='font-family:\"Cambria\",serif'>���������������������������� Feb\r\n2001-Apr 2012</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>FOUNDER, PRESIDENT,\r\nCHIEF SOFTWARE ARCHITECT</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Led company though successful\r\nexit. Architected and Developed multiple products delivering media transcoding,\r\ndigital asset management, metadata handling, workflow integration, and digital\r\ndistribution solutions to over 200+ sites.</span></p>\r\n<p class=MsoListParagraphCxSpFirst style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Architected and developed RadiantGrid Platform</span></p>\r\n<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Architected and developed Tachyon Wormhole, producing an\r\nindustry-first, award-winning media retiming solution for file-based workflows</span></p>\r\n<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Collaborated on and Managed user experience (UX) redesign in\r\nMicrosoft Silverlight for product dashboards, activity monitoring and workflow\r\ncreation, increasing customer usability ratings</span></p>\r\n<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Implemented integration of many codecs, containers and media\r\nprocessing libraries, such as JPEG2000, H.264, MPEG-2, QuickTime ProRes, MXF,\r\nGXF, audio loudness correction, video standards conversion, audio and video\r\nwatermarking, and graphics insertion</span></p>\r\n<p class=MsoListParagraphCxSpLast style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Developed product roadmap, through face-to-face meetings with\r\nmajor broadcast customers including PBS, NBCU, AMC Networks, ESPN, and the\r\nLibrary of Congress</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in;border:none'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'> </span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>Microsoft,</span></i><b><span\r\nstyle='font-family:\"Cambria\",serif'> </span></b><span style='font-family:\"Cambria\",serif'>Redmond\r\nWA ����������������� Aug 1994-Jul 2000</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>SOFTWARE\r\nDEVELOPMENT MANAGER</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Architected and Implemented\r\ninnovative software applications and services.� Led and Mentored development\r\nteams from 3 to 10, delivering on-time and successful Waterfall product\r\nreleases.</span></p>\r\n<p class=MsoListParagraph style='text-indent:-.25in;border:none'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:Symbol;color:black'>�<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Architected and built the WindowsMedia.com compact disc metadata\r\ndatabase, implementing for use with Microsoft Windows Media Player 7.0;\r\nMicrosoft Virtual Worlds research platform, providing an object-oriented\r\nsoftware platform for developing 3D virtual reality (VR) environments</span></p>\r\n<p class=MsoNormal style='border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif;color:black'> </span></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Education, Certification & Associations</span></b></p>\r\n</div>\r\n<p class=MsoNormal style='margin-bottom:0in'><b><span style='font-family:\"Cambria\",serif'>Master\r\nof Computer Science</span></b><span style='font-family:\"Cambria\",serif'>, <i>University\r\nof British Columbia</i>, Vancouver BC</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><b><span style='font-family:\"Cambria\",serif'>Bachelor\r\nof Computer Science</span></b><span style='font-family:\"Cambria\",serif'>, <i>Kutztown\r\nUniversity</i>, Kutztown PA</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><b><span style='font-family:\"Cambria\",serif'>Certified\r\nScrum Product Owner</span></b><span style='font-family:\"Cambria\",serif'>, <i>Scrum\r\nAlliance</i></span></p>\r\n<b><span style='font-size:11.0pt;line-height:106%;font-family:\"Cambria\",serif'><br\r\nclear=all style='page-break-before:always'>\r\n</span></b>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'> </span></b></p>\r\n<p class=MsoNormal align=center style='text-align:center'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Addendum</span></b></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Patents</span></b></p>\r\n</div>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,049,805: Dynamic event mechanism for objects with\r\nassociational relationships</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,166,732: Distributed object-oriented multi-user\r\ndomain with multimedia presentations</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,173,404: Software object security mechanism</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,212,436: Dynamic inheritance of software object\r\nservices</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,349,301: Virtual environment bystander updating\r\nin client server architecture</span></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Industry Awards</span></b></p>\r\n</div>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Hollywood Post Alliance 2014 Engineering\r\nExcellence Award</span></b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>: Tachyon Wormhole (built on RadiantGrid Platform)</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Best In Show Award</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>: NAB\r\n2014 - RadiantGrid Platform</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Best In Show Award:</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'> NAB 2014\r\n- Tachyon Wormhole (built on RadiantGrid Platform)</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Star Award</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>: NAB\r\n2013, WohlerCaption (built on RadiantGrid Platform)</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Star Award</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>: NAB\r\n2012, RadiantGrid Platform</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Broadcast Engineering Pick Hit Award:</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'> NAB\r\n2011, RadiantGrid Platform</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Star Award:</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'> IBC\r\n2010, RadiantGrid Platform</span></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Publications</span></b></p>\r\n</div>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Intelligent File-Based Processing: Cost-Effective,\r\nEfficient Tools for Broadcasters</span></i><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>, presented at 2014 NAB\r\nConference</span></p>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Enhanced Image Processing Beyond Baseband: CPU/GPU\r\nProcess Model Unlocks Performance Possibilities,</span></i><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>\r\npresented at 2013 SMPTE Technical Conference.</span></p>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Media Processing in a File-based Workflow</span></i><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>,\r\npresented at IBC 2012 Workflow Solutions Village.</span></p>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TRANSCODING 301 - What to Look For in a Transcoding\r\nPlatform</span></i><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>, presented at the PBS TechCon 2010.</span></p>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>The Importance of Media Verification for Effective\r\nContent Management Workflow</span></i><span style='font-size:10.0pt;line-height:\r\n106%;font-family:\"Cambria\",serif'>, presented at 2009 SMPTE Technical\r\nConference.</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>Authored technical articles in Broadcast Engineering, IBE and\r\nTV-Bay.</span></p>\r\n</div>\r\n</body>\r\n</html>",
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"text": "<html>\r\n<head>\r\n<meta http-equiv=Content-Type content=\"text/html; charset=windows-1252\">\r\n<meta name=Generator content=\"Microsoft Word 15 (filtered)\">\r\n<style>\r\n<!--\r\n /* Font Definitions */\r\n @font-face\r\n\t{font-family:Wingdings;\r\n\tpanose-1:5 0 0 0 0 0 0 0 0 0;}\r\n@font-face\r\n\t{font-family:\"Cambria Math\";\r\n\tpanose-1:2 4 5 3 5 4 6 3 2 4;}\r\n@font-face\r\n\t{font-family:Calibri;\r\n\tpanose-1:2 15 5 2 2 2 4 3 2 4;}\r\n@font-face\r\n\t{font-family:\"Noto Sans Symbols\";}\r\n@font-face\r\n\t{font-family:\"Segoe UI\";\r\n\tpanose-1:2 11 5 2 4 2 4 2 2 3;}\r\n@font-face\r\n\t{font-family:Georgia;\r\n\tpanose-1:2 4 5 2 5 4 5 2 3 3;}\r\n@font-face\r\n\t{font-family:Cambria;\r\n\tpanose-1:2 4 5 3 5 4 6 3 2 4;}\r\n /* Style Definitions */\r\n p.MsoNormal, li.MsoNormal, 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div.MsoListParagraphCxSpMiddle\r\n\t{margin-top:0in;\r\n\tmargin-right:0in;\r\n\tmargin-bottom:0in;\r\n\tmargin-left:.5in;\r\n\tline-height:106%;\r\n\tfont-size:11.0pt;\r\n\tfont-family:\"Calibri\",sans-serif;}\r\np.MsoListParagraphCxSpLast, li.MsoListParagraphCxSpLast, div.MsoListParagraphCxSpLast\r\n\t{margin-top:0in;\r\n\tmargin-right:0in;\r\n\tmargin-bottom:8.0pt;\r\n\tmargin-left:.5in;\r\n\tline-height:106%;\r\n\tfont-size:11.0pt;\r\n\tfont-family:\"Calibri\",sans-serif;}\r\n.MsoChpDefault\r\n\t{font-family:\"Calibri\",sans-serif;}\r\n.MsoPapDefault\r\n\t{margin-bottom:8.0pt;\r\n\tline-height:106%;}\r\n /* Page Definitions */\r\n @page WordSection1\r\n\t{size:8.5in 11.0in;\r\n\tmargin:.5in .5in .5in .5in;}\r\ndiv.WordSection1\r\n\t{page:WordSection1;}\r\n /* List Definitions */\r\n ol\r\n\t{margin-bottom:0in;}\r\nul\r\n\t{margin-bottom:0in;}\r\n-->\r\n</style>\r\n</head>\r\n<body lang=EN-US link=\"#0563C1\" vlink=\"#954F72\" style='word-wrap:break-word'>\r\n<div class=WordSection1>\r\n<p class=MsoNormal style='margin-bottom:0in;line-height:115%;border:none'><span\r\nstyle='font-family:\"Arial\",sans-serif;color:black'> </span></p>\r\n<table class=a border=1 cellspacing=0 cellpadding=0 width=728 style='border-collapse:\r\n collapse;border:none'>\r\n <tr style='height:41.3pt'>\r\n <td width=364 valign=top style='width:272.95pt;border:none;padding:0in 5.4pt 0in 5.4pt;\r\n height:41.3pt'>\r\n <p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\n margin-left:-9.75pt;text-indent:9.75pt;line-height:normal'><b><span\r\n style='font-size:28.0pt;font-family:\"Cambria\",serif;color:black'>Kirk Marple</span></b></p>\r\n </td>\r\n <td width=364 valign=top style='width:272.95pt;border:none;padding:0in 5.4pt 0in 5.4pt;\r\n height:41.3pt'>\r\n <p class=MsoNormal align=right style='margin-bottom:0in;text-align:right;\r\n line-height:normal'><a href=\"mailto:kirk.marple@gmail.com\"><span\r\n style='font-size:10.0pt;font-family:\"Cambria\",serif;color:black'>kirk.marple@gmail.com</span></a><span\r\n style='font-size:10.0pt;font-family:\"Cambria\",serif;color:black'><br>\r\n </span><a href=\"https://www.linkedin.com/in/kirkmarple\"><span\r\n style='font-size:10.0pt;font-family:\"Cambria\",serif;color:black'>https://www.linkedin.com/in/kirkmarple</span></a></p>\r\n </td>\r\n </tr>\r\n</table>\r\n<p class=MsoNormal style='text-align:justify'><a name=\"_heading=h.gjdgxs\"></a><b><span\r\nstyle='font-size:12.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:white'><br>\r\n</span></b><span style='font-family:\"Cambria\",serif;color:black'>Customer-focused\r\nTechnology leader with extensive expertise with cloud-based microservices,\r\nscalable multimedia data ingestion, knowledge graphs (entity\r\nextraction/enrichment), machine learning and computer vision integration, and\r\nCPU/GPU-based file and data processing workflows. </span></p>\r\n<p class=MsoNormal style='text-align:justify'><span style='font-family:\"Cambria\",serif;\r\ncolor:black'>Highly skilled at architecting and managing teams developing APIs\r\nand scalable services, leveraging on-premise and cloud infrastructure,\r\ngenerating significant cost savings and supporting revenue growth for startups\r\nthrough Fortune 25 companies.� </span></p>\r\n<p class=MsoNormal style='text-align:justify'><span style='font-family:\"Cambria\",serif;\r\ncolor:black'>Adept in �zero-to-one� conceptualization of new products,\r\ncollaborating across the business including Development, QA, Support, DevOps,\r\nand Sales.</span></p>\r\n<p class=MsoNormal align=center style='text-align:center'><b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Event-Based Serverless Architectures � Distributed & Cloud Computing\r\n� DevOps<br>\r\nKnowledge Graphs � Media Ingestion & Processing Workflows<br>\r\nAgile Product Management � </span></b><b><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Technology Roadmaps <span\r\nstyle='color:black'>� Staff Development<br>\r\nCollaborative Leadership</span> <span style='color:black'>� Early-Stage\r\nBusiness Development</span></span></b></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Notable Achievements</span></b></p>\r\n</div>\r\n<p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\nmargin-left:.5in;text-indent:-.25in;border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Noto Sans Symbols\";color:black'>●<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Brought new products to market from the ground up; from hiring\r\nDev/QA/Product teams, through implementing Dev/DevOps processes, and guiding\r\nteams to customer launch</span></p>\r\n<p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\nmargin-left:.5in;text-indent:-.25in;border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Noto Sans Symbols\";color:black'>●<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Architected and Developed industry-first parallel video\r\ntranscoding platform, gaining recognition through numerous broadcast industry\r\nawards for products</span></p>\r\n<p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\nmargin-left:.5in;text-indent:-.25in;border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Noto Sans Symbols\";color:black'>●<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Designed and Developed OEM version of product, which delivered\r\nmulti-million dollar contract for all PBS stations nationwide</span></p>\r\n<p class=MsoNormal style='margin-top:0in;margin-right:0in;margin-bottom:0in;\r\nmargin-left:.5in;text-indent:-.25in;border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Noto Sans Symbols\";color:black'>●<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Designed and Implemented REST API and back-end services for\r\nmanaging cluster of video frame rate conversion servers, delivering notable\r\ncost savings to ESPN vs legacy hardware approach. Used for Olympics and World\r\nCup international broadcasts</span></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Professional Career History</span></b></p>\r\n</div>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>Kespry,</span></i><b><span\r\nstyle='font-family:\"Cambria\",serif'> </span></b><span style='font-family:\"Cambria\",serif'>Menlo\r\nPark CA<a name=\"_Hlk35971273\"> / Los Angeles CA����� </a>Jul 2019-present</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>CHIEF\r\nTECHNOLOGY OFFICER</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:0in;text-align:justify'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Leading\r\nengineering organization (25+ engineers/QA), shipped Kespry Perception Analytics\r\nproduct for applying Machine Learning and Computer Vision-based insights to\r\ndrone-based imagery, video, 3D point cloud, and IoT telemetry data sources, and\r\nproviding visual tooling for search/filter against knowledge graph.� Hired\r\nentire development and QA team for new product squads.</span></p>\r\n<p class=MsoListParagraphCxSpFirst style='margin-bottom:0in;text-align:justify;\r\ntext-indent:-.25in'><span style='font-size:10.0pt;line-height:106%;font-family:\r\nSymbol'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Provide\r\narchitectural leadership for event-driven microservice platform deployed on\r\nMicrosoft Azure (Azure Functions, CosmosDb, Event Hub, Event Grid, Redis)</span></p>\r\n<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0in;text-align:justify;\r\ntext-indent:-.25in'><span style='font-size:10.0pt;line-height:106%;font-family:\r\nSymbol'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Developed\r\ncontinuous integration/deployment (CI/CD) strategy using Azure DevOps and\r\nTerraform</span></p>\r\n<p class=MsoListParagraphCxSpLast style='margin-bottom:0in;text-align:justify;\r\ntext-indent:-.25in'><span style='font-size:10.0pt;line-height:106%;font-family:\r\nSymbol'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Reorganized\r\nteams to optimize engineering and continuous engineering resources, maximize\r\nengineering efficiency, and provide role-based training and mentorship</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'> </span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>HEROFi,</span></i><b><span\r\nstyle='font-family:\"Cambria\",serif'> </span></b><span style='font-family:\"Cambria\",serif'>San\r\nDiego CA / Los Angeles CA����� Jan 2018-Jun 2019</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>CHIEF\r\nTECHNOLOGY OFFICER</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Led engineering and product\r\norganizations, built data-driven marketing automation platform for physical\r\nretail; IoT-based digital signage, consumer-facing digital advertising.� Recruited\r\nand hired engineering and product teams</span><span style='font-family:\"Cambria\",serif'>.</span></p>\r\n<p class=MsoListParagraph style='margin-bottom:0in;text-indent:-.25in'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:Symbol'>�<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Provided\r\narchitectural leadership for v1.0 retail (food & beverage) online\r\nadvertising product deployed on Amazon Web Services (MongoDb, AWS Lambda).</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'> </span></p>\r\n<span style='font-size:11.0pt;line-height:106%;font-family:\"Cambria\",serif'><br\r\nclear=all style='page-break-before:always'>\r\n</span>\r\n<p class=MsoNormal><span style='font-family:\"Cambria\",serif'> </span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>STATS,</span></i><b><span\r\nstyle='font-family:\"Cambria\",serif'> </span></b><span style='font-family:\"Cambria\",serif'>Chicago\r\nIL����������������������������� Mar 2017-Dec 2017</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>VP of PRODUCT\r\nDEVELOPMENT</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>(Left early to return to Los\r\nAngeles to assist family member with health issue.)</span></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Led <span style='color:black'>engineering\r\norganization (100+ engineers/QA/UX), </span>built <span style='color:black'>innovative\r\nSports Data Analytics products including next-generation data-as-a-service\r\n(DaaS) platform.</span></span></p>\r\n<p class=MsoListParagraph style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Led effort to standardize NoSQL sport-agnostic data model, and\r\nGraphQL search REST API</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in;border:none'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>�</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>General\r\nMotors,</span></i><b><span style='font-family:\"Cambria\",serif'> </span></b><span\r\nstyle='font-family:\"Cambria\",serif'>Austin TX����������� Mar 2016-Mar 2017</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>SENIOR\r\nSTREAMING AND MULTIMEDIA ARCHITECT</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif;color:black'>Architected streaming\r\nIoT data platform for connected and autonomous vehicles.� Standardized data\r\ningestion and processing model, enabling linearly-scalable data science,\r\ncomputer vision, machine learning, and data visualization use cases.</span></p>\r\n<p class=MsoListParagraphCxSpFirst style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Built prototype of �big data� ingestion and processing platform\r\nfor video, LIDAR and vehicle telemetry by using Apache Cassandra and Kafka</span></p>\r\n<p class=MsoListParagraphCxSpLast style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Researched real-time streaming video solutions for future vehicle\r\nintegration, giving subject matter expertise to product teams; resulted in RFP\r\nvendor selection and adjustments to features</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in;border:none'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'> </span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>Wohler\r\nTechnologies</span></i><span style='font-family:\"Cambria\",serif'>, Hayward CA<i>������ </i>Apr\r\n2012-May 2015</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>RadiantGrid\r\nTechnologies,</span></i><b><span style='font-family:\"Cambria\",serif'> </span></b><span\r\nstyle='font-family:\"Cambria\",serif'>Seattle WA (</span><span style='font-size:\r\n10.0pt;line-height:106%;font-family:\"Cambria\",serif'>Acquired by Wohler, April\r\n2012)</span><span style='font-family:\"Cambria\",serif'>���������������������������� Feb\r\n2001-Apr 2012</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>FOUNDER, PRESIDENT,\r\nCHIEF SOFTWARE ARCHITECT</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Led company though successful\r\nexit. Architected and Developed multiple products delivering media transcoding,\r\ndigital asset management, metadata handling, workflow integration, and digital\r\ndistribution solutions to over 200+ sites.</span></p>\r\n<p class=MsoListParagraphCxSpFirst style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Architected and developed RadiantGrid Platform</span></p>\r\n<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Architected and developed Tachyon Wormhole, producing an\r\nindustry-first, award-winning media retiming solution for file-based workflows</span></p>\r\n<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Collaborated on and Managed user experience (UX) redesign in\r\nMicrosoft Silverlight for product dashboards, activity monitoring and workflow\r\ncreation, increasing customer usability ratings</span></p>\r\n<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Implemented integration of many codecs, containers and media\r\nprocessing libraries, such as JPEG2000, H.264, MPEG-2, QuickTime ProRes, MXF,\r\nGXF, audio loudness correction, video standards conversion, audio and video\r\nwatermarking, and graphics insertion</span></p>\r\n<p class=MsoListParagraphCxSpLast style='margin-bottom:0in;text-indent:-.25in;\r\nborder:none'><span style='font-size:10.0pt;line-height:106%;font-family:Symbol;\r\ncolor:black'>�<span style='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Developed product roadmap, through face-to-face meetings with\r\nmajor broadcast customers including PBS, NBCU, AMC Networks, ESPN, and the\r\nLibrary of Congress</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in;border:none'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'> </span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><i><span style='font-family:\"Cambria\",serif'>Microsoft,</span></i><b><span\r\nstyle='font-family:\"Cambria\",serif'> </span></b><span style='font-family:\"Cambria\",serif'>Redmond\r\nWA ����������������� Aug 1994-Jul 2000</span></p>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'>SOFTWARE\r\nDEVELOPMENT MANAGER</span></b></p>\r\n<p class=MsoNormal style='margin-bottom:6.0pt'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>Architected and Implemented\r\ninnovative software applications and services.� Led and Mentored development\r\nteams from 3 to 10, delivering on-time and successful Waterfall product\r\nreleases.</span></p>\r\n<p class=MsoListParagraph style='text-indent:-.25in;border:none'><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:Symbol;color:black'>�<span\r\nstyle='font:7.0pt \"Times New Roman\"'> \r\n</span></span><span style='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif;\r\ncolor:black'>Architected and built the WindowsMedia.com compact disc metadata\r\ndatabase, implementing for use with Microsoft Windows Media Player 7.0;\r\nMicrosoft Virtual Worlds research platform, providing an object-oriented\r\nsoftware platform for developing 3D virtual reality (VR) environments</span></p>\r\n<p class=MsoNormal style='border:none'><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif;color:black'> </span></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Education, Certification & Associations</span></b></p>\r\n</div>\r\n<p class=MsoNormal style='margin-bottom:0in'><b><span style='font-family:\"Cambria\",serif'>Master\r\nof Computer Science</span></b><span style='font-family:\"Cambria\",serif'>, <i>University\r\nof British Columbia</i>, Vancouver BC</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><b><span style='font-family:\"Cambria\",serif'>Bachelor\r\nof Computer Science</span></b><span style='font-family:\"Cambria\",serif'>, <i>Kutztown\r\nUniversity</i>, Kutztown PA</span></p>\r\n<p class=MsoNormal style='margin-bottom:0in'><b><span style='font-family:\"Cambria\",serif'>Certified\r\nScrum Product Owner</span></b><span style='font-family:\"Cambria\",serif'>, <i>Scrum\r\nAlliance</i></span></p>\r\n<b><span style='font-size:11.0pt;line-height:106%;font-family:\"Cambria\",serif'><br\r\nclear=all style='page-break-before:always'>\r\n</span></b>\r\n<p class=MsoNormal><b><span style='font-family:\"Cambria\",serif'> </span></b></p>\r\n<p class=MsoNormal align=center style='text-align:center'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Addendum</span></b></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Patents</span></b></p>\r\n</div>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,049,805: Dynamic event mechanism for objects with\r\nassociational relationships</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,166,732: Distributed object-oriented multi-user\r\ndomain with multimedia presentations</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,173,404: Software object security mechanism</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,212,436: Dynamic inheritance of software object\r\nservices</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>US Patent #6,349,301: Virtual environment bystander updating\r\nin client server architecture</span></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Industry Awards</span></b></p>\r\n</div>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Hollywood Post Alliance 2014 Engineering\r\nExcellence Award</span></b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>: Tachyon Wormhole (built on RadiantGrid Platform)</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Best In Show Award</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>: NAB\r\n2014 - RadiantGrid Platform</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Best In Show Award:</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'> NAB 2014\r\n- Tachyon Wormhole (built on RadiantGrid Platform)</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Star Award</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>: NAB\r\n2013, WohlerCaption (built on RadiantGrid Platform)</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Star Award</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>: NAB\r\n2012, RadiantGrid Platform</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Broadcast Engineering Pick Hit Award:</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'> NAB\r\n2011, RadiantGrid Platform</span></p>\r\n<p class=MsoNormal><b><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TV Technology Star Award:</span></b><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'> IBC\r\n2010, RadiantGrid Platform</span></p>\r\n<div style='border-top:solid black 1.0pt;border-left:none;border-bottom:solid black 1.0pt;\r\nborder-right:none;padding:1.0pt 0in 1.0pt 0in'>\r\n<p class=MsoNormal style='margin-top:12.0pt;border:none;padding:0in'><b><span\r\nstyle='font-family:\"Cambria\",serif'>Publications</span></b></p>\r\n</div>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Intelligent File-Based Processing: Cost-Effective,\r\nEfficient Tools for Broadcasters</span></i><span style='font-size:10.0pt;\r\nline-height:106%;font-family:\"Cambria\",serif'>, presented at 2014 NAB\r\nConference</span></p>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Enhanced Image Processing Beyond Baseband: CPU/GPU\r\nProcess Model Unlocks Performance Possibilities,</span></i><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>\r\npresented at 2013 SMPTE Technical Conference.</span></p>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>Media Processing in a File-based Workflow</span></i><span\r\nstyle='font-size:10.0pt;line-height:106%;font-family:\"Cambria\",serif'>,\r\npresented at IBC 2012 Workflow Solutions Village.</span></p>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>TRANSCODING 301 - What to Look For in a Transcoding\r\nPlatform</span></i><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>, presented at the PBS TechCon 2010.</span></p>\r\n<p class=MsoNormal><i><span style='font-size:10.0pt;line-height:106%;\r\nfont-family:\"Cambria\",serif'>The Importance of Media Verification for Effective\r\nContent Management Workflow</span></i><span style='font-size:10.0pt;line-height:\r\n106%;font-family:\"Cambria\",serif'>, presented at 2009 SMPTE Technical\r\nConference.</span></p>\r\n<p class=MsoNormal><span style='font-size:10.0pt;line-height:106%;font-family:\r\n\"Cambria\",serif'>Authored technical articles in Broadcast Engineering, IBE and\r\nTV-Bay.</span></p>\r\n</div>\r\n</body>\r\n</html>",
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