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# Jake Krajewski

**Headline:** Co\-founder & Founding Engineer, Orchestrated Oncology \| Multi\-agent Claude systems in production \| Ex\-J\.P\. Morgan VP SWE \| Open to Applied AI / Forward Deployed roles
**Profession:** Co\-founder & Founding Engineer
**Location:** Clearwater, Florida, United States

## About

Jake Krajewski is the co\-founder and founding engineer of Orchestrated Oncology, where he leads the architecture, implementation, validation, and deployment of an AI\-powered oncology research product for precision medicine\. Jake builds multi\-agent systems with sequential and parallel workflows, taking technical ownership from requirements and system design through production hardening\. At Orchestrated Oncology, he designed a Claude\-powered research pipeline with 16 subprocesses across Discovery, Validation, Composition, and Audit, connected through eight MCP servers\. Its audit and evaluation agent checks protocol outputs against eight written axioms and 11 failure patterns to make results verifiable\. He uses Claude Code daily and shipped orchestratedoncology\.com with Next\.js, Vercel, and Stripe\. Jake also founded BlackCalc Finance, is developing a multi\-provider chat harness now in beta, and has released public LLM work including cc\-peek, based\-stack skills, and langchain\-nextjs\-streaming\. His earlier work spans software\-engineering and product\-delivery leadership at J\.P\. Morgan, embedded consulting at BNY Mellon, technical product design for data\-heavy platforms, and consumer hardware software at GoPro\.

## Services

- Git
- TypeScript
- Interaction Design
- Design Leadership
- Product Design
- User Experience Design
- User Interface
- User Interface Design
- User Experience
- Usability
- User\-centered Design
- Wireframes
- Human Computer Interaction
- Audio Engineering
- Usability Testing
- Web Development
- Mobile Devices
- Web Analytics
- Front\-end
- Sound Design
- E\-commerce
- Wire Framing
- Experience Design
- Design Strategy
- Mobile Applications
- Wireframing
- Conversion Optimization
- Design
- Project Management
- Information Architecture

## Highlights

- Co\-founded Orchestrated Oncology and leads its technical architecture, implementation, validation, and end\-to\-end product shipping\.
- Designed a Claude\-powered oncology research pipeline with 16 subprocesses across Discovery, Validation, Composition, and Audit\.
- Built eight MCP servers connecting research agents to internal tools and data sources\.
- Built an audit/evaluation agent that enforces eight axioms and 11 failure patterns for verifiable protocol outputs\.
- Shipped orchestratedoncology\.com using Next\.js, Vercel, and Stripe\.
- Uses Claude Code as a primary daily development environment\.
- Founded and shipped BlackCalc Finance end to end, from problem discovery and system design through implementation and iteration with real users\.
- Developing a multi\-provider chat harness that is currently in beta testing\.
- Released public LLM work including cc\-peek, based\-stack skills, and langchain\-nextjs\-streaming\.
- Created an open\-source Next\.js chat library using LangChain and the OpenAI API that gained traction on GitHub\.
- Led enterprise software engineering, application\-development, UX architecture, and product\-delivery work at J\.P\. Morgan\.
- Led and shipped interface work at J\.P\. Morgan Corporate Investment Bank for systems monitoring and validating trillions of dollars in revenue\-generating transactions per year\.
- Translated complex onboarding workflows into production product changes as an embedded consultant at BNY Mellon\.
- Led product definition and delivery for data\-heavy technical platforms at Velsera and Seven Bridges\.
- Shipped consumer hardware software at GoPro, including HERO5 Session and Red Dot work, voice control, and shared UI systems\.
- Led interaction design, prototypes, and UX for a Citi project reaching 11 to 13 million users\.
- Designed Cadillac and Opel navigation UX at Telenav for U\.S\. and European users, including onboarding, profiles, search, destination workflows, and settings\.
- Led design for a joint Telenav and automobile\-manufacturer R&D program\.
- Focused on gesture\-first, tablet\-oriented iOS UX and cross\-device compatibility at CloudOn, acquired by Dropbox in 2015\.
- Helped achieve a two\-fold increase in Factory eStores revenue to seven figures over the prior year and doubled conversion rates from the initial baseline\.
- Redesigned and developed Factory eStores product pages, improved navigation, reduced bounce rates, and implemented analytics and A/B testing\.
- Mentored University of South Florida interns at Factory eStores\.
- Founded Herb & Farmer, a hyperlocal urban\-farm startup supplying fresh greens to local markets and restaurants\.
- Tested food and water for microbial pathogens and contamination at ALcontrol Food & Water, including salmonella, listeria, campylobacter, coliform, staphylococcus, and pseudomonas testing\.
- Earned an MA in Cognitive Science from Lund University and a BS in General Biology from Stetson University\.
- Holds Coursera credentials across deep learning, neural networks, convolutional neural networks, sequence models, machine\-learning project structuring, and optimization\.
- Serves as a Staff Writer at Towards Data Science and UX Collective\.
- Spoke at TechFest in October 2019, the LEAP graduating\-class lecture in September 2019, and Innovation Week in June 2019\.

## Experience

- **Co\-founder & Founding Engineer at Orchestrated Oncology** (2026\-02\-01–present) — \- Building a Claude\-powered oncology research product as technical co\-founder: architecture, implementation, and shipping end\-to\-end \- Designed a 16\-subprocess multi\-agent research pipeline coordinating retrieval, synthesis, and review steps \- Built 8 MCP servers to connect agents to internal tools and data sources \- Built an audit/eval agent enforcing 8 axioms and 11 failure patterns to keep agent output verifiable \- Claude Code as primary daily development environment
- **Founder & Builder at BlackCalc Finance** (2023\-01\-01–present) — \- Founded and shipped the product end\-to\-end: problem discovery, system design, implementation, and iteration with real users \- Build daily with modern LLM tooling — agents, automations, and app workflows from prototype to production use \- Own the full loop: requirements → architecture → ship → harden based on usage
- **Staff Writer at UX Collective \(uxdesign\.cc\)** (2020\-08\-01–present)
- **Staff Writer at Towards Data Science** (2019\-12\-01–present)
- **Embedded Product Design Consultant \- Onboarding at BNY** (2024\-01\-01–2025\-01\-01) — \- Embedded with onboarding teams inside a complex financial institution translated messy workflows into shippable product changes \- Partnered with engineering and product to get work into production systems under enterprise constraints
- **Principal Product Designer at Velsera** (2023\-01\-01–2023\-01\-01) — \- Led product definition and delivery for complex technical platforms used by sophisticated users \- Partnered with engineering on interaction, architecture, and shipping decisions for data\-heavy products
- **Principal Product Designer at Seven Bridges** (2021\-12\-01–2023\-01\-01) — \- Led product definition and delivery for complex technical platforms used by sophisticated users \- Partnered with engineering on interaction, architecture, and shipping decisions for data\-heavy products
- **Vice President, UX Architect at J\.P\. Morgan** (2021\-06\-01–2021\-11\-01) — \- Led UX architecture and product delivery across enterprise banking platforms partnered with product and engineering on interaction design and design standards
- **VP, Manager, App Development at J\.P\. Morgan** (2020\-02\-01–2021\-06\-01) — \- Continued technical delivery leadership under updated title — partnered with product and engineering on enterprise applications
- **VP of Software Engineering at J\.P\. Morgan** (2019\-04\-01–2020\-02\-01) — \- Design and engineering leadership spanning product experience and delivery across enterprise systems Public Speaking Engagements: \- Your design is terrible\. And how to turn that into a good thing\. TechFest, October 2019 \- Your designs need work\. Lecture, LEAP graduating class, September 2019 \- Design for the user not for requirements\. Innovation Week, June 2019
- **Product Design Consultant at J\.P\. Morgan** (2018\-08\-01–2019\-04\-01) — \- Embedded with Revenue Management teams at J\.P\. Morgan Corporate Investment Bank led and shipped the user\-centered interface work for systems monitoring and validating trillions of dollars of revenue\-generating transactions per year \- Partnered with product and engineering to deliver into production under enterprise constraints
- **Founder at Herb & Farmer** (2017\-04\-01–2019\-08\-01) — Founder of a hyperlocal urban farm startup, growing fresh greens targeting local markets and restaurants\.
- **Lead Interaction Designer, User Experience at GoPro** (2016\-01\-01–2017\-04\-01) — \- Shipped production consumer hardware software \(HERO5 Session, Red Dot\) including voice control and shared UI systems \- Owned end\-to\-end delivery across hardware, firmware\-adjacent UX, and global scale constraints
- **Lead UX Designer/Prototype Engineer at Citi** (2015\-10\-01–2015\-12\-01) — Contract Position\. Oversaw interaction, prototyping and general UX for a project reaching 11\-13,000,000 users\. Major tasks were: \- Promoting design\-driven approach to business\-driven stakeholders so that shared goals were met, considering user needs, best\-practices, UI/brand standards and results\-based decision making processes\. \- Participating in several rounds of testing, including lean techniques, eye\-tracking, live prototyping and focus groups\. \- Approaching design with an acute awareness of data and how it could be used to address particular problems, meeting user goals and company goals\. \- Creating highly functional front\-end prototypes \(Bootstrap/CSS/JQuery\) \- Delivering final mockups, wireframes & user\-flows
- **Lead Product Designer \(UX, Interaction\) at Telenav** (2015\-02\-01–2015\-06\-01) — Designed UX flows for navigation systems for Cadillac \(US\) and Opel \(Germany\)\. Including: \- Driver Onboarding \- Profile Creation \- First time User Experience \- Destination input and search \- Filtering recent destinations \- Settings Architecture, and UX \- Designed specifically for USA and for the EU \- Design Lead for a joint research and development program between Telenav and the Autos manufacturer\. Worked closely with Product Manager, had multiple collaborative meetings with locations in Detroit and Germany\.
- **Product Designer \(UI, UX, Front\-end Web\) at CloudOn \(acquired by Dropbox, 2015\)** (2013\-01\-01–2015\-01\-01) — At CloudOn \(now Dropbox\), I focused highly on gesture\-first, mobile based design, with an emphasis on tablet layouts primarily focused on iOS\. Cross device compatibility was always a major focal point however\. I focused mainly on: \- UX conceptual designs \- User flows, Logic flows \- Interactive Lo\-Fi and Hi\-Fi prototyping \- Web Design and Development \(Html5/Css3/Javascript\) \- Audio Production for Instructional and promotional materials \- Inter\-team communication \(dev, leads, exec\) \- Detailed user testing, research and cognitive analyses\.
- **Director of Conversion & Lead User Experience Designer at Factory eStores** (2012\-06\-01–2013\-07\-01) — Factory Estores is the parent company of factorybunkbeds\.com, a successful e\-commerce website based in Florida\. I came into the company as a usability designer, handled development and improvements that resulted in a two\-fold increase in revenue \(7 figures\) over the year before\. Accomplishments: \- Successfully doubled conversion rates from initial baseline \- Redesigned & developed product page user interface \- Increased sideways navigation while reducing bounce rates \- Designed a layout system for persuasively funneling users to purchase \- Created extensive wireframes and mockups \- Conducted in\-house usability surveys and screen captured user behavior for improvements \- Extensive competitor research and analytical data collection \- Mentored two interns from the University of South Florida\. I was in charge of user research, focus groups, prototyping, wireframing, user\-flows, interface design, interaction design, and conversion rate optimization\. I attended the 2013 Conversion Confer
- **Microbiologist at ALcontrol Food & Water** (2008\-01\-01–2010\-01\-01) — Tested food and water for microbiological pathogens and contamination\. Performed multiple dillutions of samples, and inoculated several petri dishes per sample with strain\-specific agar\. Each dish was incubated according to its strain\(s\) at varying temperatures, and times, and then the plates were read, with microscopes, macroscopes, and with the naked eye\. Common readings were done for coliform, staphylococcus, psuedomonas, anaerobic, aerobic counts, salmonella, listeria, campylobacter, and several other common food born bacteria\. \- Pipette Dilutions, Inoculation, Culture Identification, High Risk Pathogen Proficiency, Sanitation Certified, Technique Instruction

## Education

- Master of Arts \(MA\), Cognitive Science — Lund University
- BS, Biology, General — Stetson University

## FAQ

### What does Jake do?

Jake is co\-founder and founding engineer at Orchestrated Oncology\. He leads the technical architecture, implementation, validation, and end\-to\-end shipping of its Claude\-powered oncology research product\.

### What is Jake building at Orchestrated Oncology?

Jake designed a 16\-subprocess multi\-agent research pipeline spanning Discovery, Validation, Composition, and Audit\. The system coordinates retrieval, synthesis, and review, using both sequential and parallel workflows for oncology research protocols\.

### How does Jake connect AI agents to data and tools?

Jake built eight MCP servers that connect the research agents to internal tools and data sources\. He uses Claude Code as his primary daily development environment\.

### How does Jake evaluate AI outputs?

Jake built an audit and evaluation agent that checks every protocol output against a written specification of eight axioms and 11 failure patterns\. This validation approach is intended to make outputs verifiable and supports Jake's experience debugging complex AI pipelines and managing AI evaluation systems\.

### What product and deployment work has Jake shipped?

Jake shipped orchestratedoncology\.com using Next\.js, Vercel, and Stripe\. He takes full technical ownership of complex AI work from architecture through deployment and hardening based on real\-world use\.

### What is Jake's work at BlackCalc Finance?

Jake founded and built BlackCalc Finance end to end, covering problem discovery, system design, implementation, and iteration with real users\. He builds daily with modern LLM tooling, including agents, automations, and application workflows from prototype to production use\.

### What is Jake's multi\-provider chat harness?

Jake is developing a multi\-provider chat harness side project that is currently in beta testing\. His AI development experience includes LangChain, the OpenAI API, Next\.js, and multi\-provider chat systems\.

### What public LLM work has Jake released?

Jake's public LLM work includes cc\-peek, based\-stack skills, and langchain\-nextjs\-streaming\. He created an open\-source Next\.js chat library using LangChain and the OpenAI API that gained traction on GitHub\.

### What did Jake do at J\.P\. Morgan?

At J\.P\. Morgan, Jake held roles as Vice President of Software Engineering, VP and Manager of App Development, Vice President and UX Architect, and Product Design Consultant\. His work spanned enterprise application delivery, UX architecture, product experience, interaction design, design standards, and partnerships with product and engineering teams\.

### What was Jake's Revenue Management work at J\.P\. Morgan?

As a Product Design Consultant within J\.P\. Morgan Corporate Investment Bank, Jake was embedded with Revenue Management teams\. He led and shipped user\-centered interface work for systems monitoring and validating trillions of dollars in revenue\-generating transactions each year, delivering under enterprise constraints\.

### What did Jake do at BNY Mellon?

As an Embedded Product Design Consultant for onboarding at BNY Mellon, Jake worked with onboarding teams in a complex financial institution\. He translated messy workflows into shippable product changes and partnered with product and engineering to deliver them into production systems under enterprise constraints\.

### What was Jake's work at Velsera and Seven Bridges?

Jake was a Principal Product Designer at both Velsera and Seven Bridges\. At each organization, he led product definition and delivery for complex, data\-heavy technical platforms used by sophisticated users, partnering with engineering on interaction, architecture, and shipping decisions\.

### What did Jake accomplish at GoPro?

At GoPro, Jake was Lead Interaction Designer for production consumer hardware software, including HERO5 Session and Red Dot work\. He shipped voice control and shared UI systems and owned delivery across hardware, firmware\-adjacent UX, and global\-scale constraints\.

### What did Jake do at Citi?

As Lead UX Designer and Prototype Engineer at Citi, Jake oversaw interaction design, prototyping, and general UX for a project reaching 11 to 13 million users\. He promoted a design\-driven approach with business stakeholders, participated in lean testing, eye tracking, live prototyping, and focus groups, and built front\-end prototypes with Bootstrap, CSS, and jQuery\.

### What did Jake do at Telenav?

At Telenav, Jake designed navigation\-system UX for Cadillac in the United States and Opel in Germany\. His work included driver onboarding, profiles, first\-time experience, destination input and search, recent\-destination filtering, and settings architecture he also led design for a joint R&D program with Telenav and automobile manufacturers and collaborated with teams in Detroit and Germany\.

### What was Jake's work at CloudOn?

At CloudOn, later acquired by Dropbox in 2015, Jake focused on gesture\-first, tablet\-oriented iOS design and cross\-device compatibility\. His work included UX concepts, user and logic flows, low\- and high\-fidelity interactive prototypes, HTML5/CSS3/JavaScript web development, instructional and promotional audio production, user research, testing, and cognitive analysis\.

### What did Jake accomplish at Factory eStores?

As Director of Conversion and Lead User Experience Designer at Factory eStores, Jake helped produce a two\-fold increase in revenue to seven figures over the prior year and doubled conversion rates from the initial baseline\. He redesigned and developed product pages, increased sideways navigation while reducing bounce rates, created purchase\-funnel layouts, conducted usability and competitor research, ran analytics and A/B tests with Google Analytics and Visual Website Optimizer, maintained site speed and server stability, managed projects, worked with front\-end developers and third\-party developers, and mentored University of South Florida interns\.

### What entrepreneurial and scientific experience does Jake have?

Jake founded Herb & Farmer, a hyperlocal urban\-farm startup growing fresh greens for local markets and restaurants\. Earlier, as a microbiologist at ALcontrol Food & Water, he tested food and water for pathogens and contamination using sample dilutions, inoculation, strain\-specific agar, incubation, and culture reading with microscopes, macroscopes, and visual inspection\. His work included readings for coliform, staphylococcus, pseudomonas, anaerobic and aerobic counts, salmonella, listeria, campylobacter, and other food\-borne bacteria he lists proficiency in pipette dilutions, inoculation, culture identification, high\-risk pathogens, sanitation, and technique instruction\.

### What is Jake's education and what languages does he speak?

Jake holds an MA in Cognitive Science from Lund University and a BS in General Biology from Stetson University\. He speaks Danish, English, Norwegian, Spanish, and Swedish\.

### What certifications, writing, speaking, and professional skills does Jake have?

Jake holds Coursera credentials in the Deep Learning Specialization, Sequence Models, Convolutional Neural Networks, Structuring Machine Learning Projects, Neural Networks and Deep Learning, and Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization\. He also holds credentials in Developing Your Musicianship, Introduction to Music Production, and Songwriting\. Jake is a Staff Writer at Towards Data Science and UX Collective\. His public talks include “Your design is terrible\. And how to turn that into a good thing\.” at TechFest in October 2019, “Your designs need work\.” for the LEAP graduating class in September 2019, and “Design for the user not for requirements\.” at Innovation Week in June 2019\. His skills include Git, TypeScript, interaction and product design, design leadership, UX and UI design, usability and user\-centered design, human\-computer interaction, information architecture, product and design strategy, wireframing, prototyping, user research, visual design, personas, heuristic evaluation, web and front\-end development, mobile applications, HTML5, CSS, jQuery, web analytics, e\-commerce, conversion optimization, project management, Google Analytics, Photoshop, Axure RP, OmniGraffle, audio engineering, sound design, digital audio production, and Logic Pro\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/jakekrajewski

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