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# Advait Madhekar

**Headline:** Forward Deployed Engineer @ Fast
**Profession:** Software Implementation Consultant
**Location:** San Francisco Bay Area

## About

Advait Madhekar is a Forward Deployed Engineer at Fast Enterprises, LLC, serving the Washington State Department of Revenue, and a mentor at Mentors in Tech \(MinT\). He builds and deploys software across implementation consulting, backend engineering, cybersecurity, machine learning, cloud integration, and hardware verification. Advait’s strengths include taking products through the full software development lifecycle, designing reliable production infrastructure, leading engineering teams, and translating complex technical requirements into deployed systems. Previously, Advait served as Acting Chief Technology Officer and Backend/Cybersecurity Team Lead at Flow, where he restructured the technical organization, led cross-functional engineering delivery, established the company’s inaugural cybersecurity division, and built engineering teams. His work also includes leading a five-person team on cloud integration for Keysight Technologies’ KS8400A product building an insurance-comparison application at The Hypo Group that achieved 87% automated information-retrieval accuracy and developing local machine-learning models and deployment infrastructure at Cybird. At Astera Labs, he created C++ verification tooling and automated regression pipelines for hardware emulation. Advait earned a Bachelor’s degree in Computer Engineering from the University of California, Santa Cruz in 2024 and holds a Python certification from TestDome.

## Services

- SQL
- Amazon EC2
- Microsoft Azure
- Google Cloud Platform \(GCP\)
- Linear Regression
- SQLAlchemy
- Scikit-Learn
- Machine Learning
- Data Classification
- Data Modeling
- Statistical Data Analysis
- SystemVerilog
- Xilinx Vivado
- API Development
- Team Leadership
- Team Building
- Team Management
- GPT-3
- Optical Character Recognition \(OCR\)
- Django
- Professional Mentoring
- Django REST Framework
- Shell Scripting
- TCL
- Network Protocols
- Network Programming
- Internet Protocol Suite \(TCP/IP\)
- Postman API
- PCIe
- Socket Programming

## Highlights

- Serves as a Forward Deployed Engineer at Fast Enterprises, LLC for the Washington State Department of Revenue.
- Mentors through Mentors in Tech \(MinT\).
- Served as Acting Chief Technology Officer and Backend/Cybersecurity Team Lead at Flow, directing cross-functional engineering teams through the full software development lifecycle.
- Restructured Flow’s technical organization to improve team alignment and operational efficiency and accelerate development cycles.
- Maintained engineering standards for a scalable, enterprise-grade production codebase at Flow.
- Built Flow’s engineering team through recruiting and onboarding initiatives.
- Established Flow’s inaugural cybersecurity division and deployed resilient infrastructure to safeguard corporate assets and data.
- Managed a five-person technical team at Keysight Technologies to drive cloud integration for the KS8400A product.
- Developed caching and data-reconciliation algorithms for the KS8400A cloud integration to improve performance and maintain data consistency between client machines and cloud environments.
- Built an AI-powered insurance-plan comparison web application at The Hypo Group.
- Integrated an OCR API with GPT-3 at The Hypo Group to process unstructured PDF data, achieving 87% accuracy in automated information retrieval.
- Designed anonymous session tracking and local data persistence for a zero-authentication experience at The Hypo Group.
- Led end-to-end development and secure deployment of custom local machine-learning models at Cybird.
- Built deployment infrastructure, data pipelines, and integration points for local machine-learning models at Cybird.
- Worked with GPT 3.0 and Scikit-Learn at Cybird and established foundational MLOps practices.
- Created a custom C++ scoreboard for packet validation during hardware emulation work at Astera Labs.
- Built Python and Bash automated regression-testing pipelines at Astera Labs, reducing manual testing overhead.
- Developed custom telemetry and disk-usage scripts at Astera Labs to improve resource management and storage efficiency in emulation environments.
- Engineered, tested, and deployed software APIs at NFTy Arcade.
- Built a background session manager and centralized global notification service at NFTy Arcade.
- Authored test suites and resolved complex intermittent defects at NFTy Arcade.
- Engineered and launched a web application at IBMocks India, navigating ambiguous requirements through deployment.
- Designed a customized architecture and drove the IBMocks India project through the full software development lifecycle.
- Earned a Bachelor’s degree in Computer Engineering from the University of California, Santa Cruz in 2024.
- Holds a Python certification from TestDome.

## Experience

- **Software Implementation Consultant at Fast Enterprises, LLC** (2025-05-01–present) — Washington State Department of Revenue
- **Consulting Software Engineer at Keysight Technologies** (2024-09-01–2024-12-01) — Managed a 5-person technical team to successfully drive the cloud integration for the KS8400A product, extending local system capabilities to scalable cloud infrastructure. Engineered robust caching and data reconciliation algorithms to optimize performance and guarantee strict data consistency between client machines and cloud environments.
- **Machine Learning Engineer at Cybird** (2023-11-01–2024-02-01) — Spearheaded the end-to-end development and secure deployment of custom local machine learning models, encompassing data preparation, hands-on training, performance validation, and the implementation of rigorous security validation protocols for all incoming API endpoints. Engineered robust surrounding infrastructure to support model deployment, building the necessary data pipelines and integration points for seamless application use. Pioneered applied AI initiatives, gaining hands-on, practical expertise in deploying local models and establishing foundational MLOps practices. Models used: GPT 3.0 Python Libraries: SciKit-Learn
- **Backend/Cybersecurity Team Lead at Flow** (2023-10-01–2024-03-01) — Served as Acting Chief Technology Officer, directing cross-functional engineering teams through the full software development lifecycle to ensure successful and timely product launches. Restructured the technical organization, optimizing team alignment and operational efficiency to accelerate development cycles. Cultivated stakeholder trust by consistently delivering technical milestones, successfully aligning the technology vision with investors, strategic partners, and enterprise clients. Enforced rigorous engineering standards, overseeing the architecture and maintenance of a highly scalable, enterprise-grade production codebase. Spearheaded talent acquisition initiatives, identifying, recruiting, and onboarding top-tier engineering professionals to build out high-performing technical teams. Established the organization's inaugural cybersecurity division, designing and deploying a robust, resilient infrastructure to safeguard corporate assets and data.
- **Emulation Engineer Intern \(Design Verification\) at Astera Labs** (2023-07-01–2023-09-01) — Leveraged comprehensive knowledge of PCIe protocols and FPGA synthesis to drive robust hardware emulation and validate system designs. Engineered a custom C++ scoreboard for rigorous packet validation, significantly elevating the accuracy and reliability of the verification process. Architected automated regression testing pipelines utilizing Python and Bash, eliminating manual overhead and accelerating the overall testing lifecycle. Developed custom telemetry and disk usage scripts to optimize resource management, maximizing storage efficiency across emulation environments.
- **Consulting Software Engineer at The Hypo Group** (2023-04-01–2023-06-01) — Engineered an AI-powered web application designed to streamline insurance plan comparisons by automatically summarizing complex, multi-page policy documents. Integrated an OCR API with GPT-3 to extract, parse, and process unstructured data directly from PDF files, achieving an 87% accuracy rate in automated information retrieval. Architected a frictionless, zero-authentication user experience, implementing anonymous session tracking and local data persistence to eliminate onboarding barriers and maximize immediate user engagement.
- **Consulting Software Engineer at IBMocks India** (2023-04-01–2023-06-01) — Engineered and launched a fully functional web application, successfully navigating ambiguous requirements to deliver a product that met all core business objectives. Designed a highly customized, pragmatic architecture tailored to overcome unique project constraints and ensure successful deployment. Drove the project through the complete software development lifecycle, prioritizing functional delivery and operational reliability to get the application to production. On succeeding in a stressful environment: I thrive in fast-paced, high-pressure environments. When projects encounter unexpected roadblocks or tight deadlines, I am able to remain composed, prioritize critical tasks, and focus on delivering results without sacrificing quality. On ignoring scope creep \(Area for Growth/Past Failure\): Early on, my eagerness to deliver maximum value to the client led me to be too accommodating with out-of-scope requests, disregarding bandwidth and timelines.
- **Software Engineer Intern \(Full-Stack\) at NFTy Arcade** (2023-01-01–2023-05-01) — Engineered, tested, and deployed robust software APIs, ensuring seamless system integrations and reliable backend performance. Architected core infrastructure components, independently developing a highly efficient background session manager and a centralized global notification service. Authored comprehensive test suites, establishing rigorous quality assurance standards to validate software behavior and prevent regressions. Proactively monitored codebase health, identifying, debugging, and resolving complex, intermittent defects to maintain optimal production stability.
- **Mentor at Mentors in Tech \(MinT\)** (2026–present) — Mentor

## Education

- Bachelor's degree, Computer Engineering — University of California, Santa Cruz

## FAQ

### What does Advait do now?

Advait is a Forward Deployed Engineer at Fast Enterprises, LLC, where he serves the Washington State Department of Revenue. He is also a mentor at Mentors in Tech \(MinT\).

### What are Advait’s strongest professional areas?

Advait’s work spans software implementation, backend engineering, cybersecurity, machine learning, cloud integration, API development, hardware emulation, and technical leadership. He has experience delivering systems through the full software development lifecycle and building reliable production infrastructure.

### What did Advait do at Flow?

At Flow, Advait served as Backend/Cybersecurity Team Lead and Acting Chief Technology Officer. He directed cross-functional engineering teams through the software development lifecycle to support successful, timely product launches.

### How did Advait improve engineering operations at Flow?

Advait restructured Flow’s technical organization to improve team alignment and operational efficiency, accelerating development cycles. He also maintained rigorous engineering standards for a scalable, enterprise-grade production codebase.

### How did Advait support stakeholders and team growth at Flow?

At Flow, Advait delivered technical milestones that helped align the technology vision with investors, strategic partners, and enterprise clients. He also led talent acquisition by identifying, recruiting, and onboarding engineering professionals.

### What cybersecurity work did Advait lead at Flow?

Advait established Flow’s inaugural cybersecurity division and designed and deployed resilient infrastructure intended to safeguard corporate assets and data.

### What did Advait accomplish at Keysight Technologies?

At Keysight Technologies, Advait managed a five-person technical team that drove cloud integration for the KS8400A product, extending local system capabilities to scalable cloud infrastructure. He also developed caching and data-reconciliation algorithms to improve performance and preserve data consistency between client machines and cloud environments.

### What did Advait build at The Hypo Group?

At The Hypo Group, Advait engineered an AI-powered web application to streamline insurance-plan comparisons by summarizing complex, multi-page policy documents. He integrated an OCR API with GPT-3 to extract, parse, and process unstructured PDF data, achieving 87% accuracy in automated information retrieval.

### How did Advait design the user experience at The Hypo Group?

Advait designed a zero-authentication user experience for The Hypo Group’s application, using anonymous session tracking and local data persistence to reduce onboarding barriers and support immediate engagement.

### What did Advait do as a Machine Learning Engineer at Cybird?

At Cybird, Advait led end-to-end development and secure deployment of custom local machine-learning models. His work included data preparation, model training, performance validation, security validation for incoming API endpoints, deployment infrastructure, data pipelines, and integration points for application use.

### Which machine-learning technologies did Advait use at Cybird?

At Cybird, Advait worked with GPT 3.0 and the Scikit-Learn Python library. He gained practical experience deploying local models and establishing foundational MLOps practices.

### What did Advait do at Astera Labs?

At Astera Labs, Advait used PCIe protocol knowledge and FPGA synthesis knowledge to support hardware emulation and system-design validation. He created a custom C++ scoreboard for packet validation, improving the rigor of the verification process.

### How did Advait improve testing and resource management at Astera Labs?

Advait architected automated regression-testing pipelines with Python and Bash at Astera Labs, reducing manual overhead and accelerating testing. He also developed telemetry and disk-usage scripts to optimize resource management and storage efficiency across emulation environments.

### What did Advait accomplish at NFTy Arcade?

At NFTy Arcade, Advait engineered, tested, and deployed software APIs for system integration and backend reliability. He independently developed a background session manager and centralized global notification service, authored comprehensive test suites, and investigated and resolved intermittent production defects.

### What did Advait do at IBMocks India?

At IBMocks India, Advait engineered and launched a functional web application despite ambiguous requirements. He designed a customized architecture for the project’s constraints and led the work through the full software development lifecycle with an emphasis on functional delivery and operational reliability.

### How does Advait approach high-pressure project environments?

Advait has described himself as effective in fast-paced, high-pressure environments. When projects encounter unexpected roadblocks or tight deadlines, he focuses on remaining composed, prioritizing critical work, and delivering results without sacrificing quality.

### What growth area has Advait identified?

Advait has identified an early-career growth area: being too accommodating of out-of-scope client requests because of an eagerness to deliver value, without adequately accounting for bandwidth and timelines.

### What is Advait’s educational background?

Advait earned a Bachelor’s degree in Computer Engineering from the University of California, Santa Cruz in 2024.

### What certification does Advait hold?

Advait holds a Python certification from TestDome.

### What technologies and skills does Advait list?

Advait’s listed skills include SQL Amazon EC2 Microsoft Azure Google Cloud Platform SQLAlchemy Scikit-Learn machine learning linear regression data classification, modeling, and statistical analysis SystemVerilog Xilinx Vivado API development team leadership and management GPT-3 OCR Django Django REST Framework shell scripting TCL PCIe TCP/IP network and socket programming Postman API operating systems Auth0 React.js Flask Firebase Cloud Firestore Python-pyFirmata POX-Python OpenFlow and Mininet.

## Links

- LinkedIn: https://www.linkedin.com/in/advait-madhekar

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