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# Ashley E\. Romano

**Headline:** Expert Contributor
**Profession:** Expert Contributor
**Location:** Boston, MA, USA

## About

Ashley E\. Romano is President of StayRele, formerly ReleHelp, at HGG Enterprises, Inc\., where she leads product, engineering, launch strategy, and technical delivery for a 21\-person company\. She is also an Expert Contributor at Snorkel AI, a co\-founder of a stealth legaltech startup, and a freelance engineer and consultant\. Ashley’s strengths span AI evaluation and operations, full\-stack engineering, user\-centered product strategy, go\-to\-market work, operational design, and values\-driven leadership\. At Snorkel AI, she creates rigorous mathematical and software\-engineering evaluations for frontier models, including adversarial proofs, coding tasks, and programmatic testing harnesses\. At StayRele, she advanced from contractor to President in eight months, led the MVP and rebrand, authored core philosophy and AI\-governance documents, and built compliance and neuroinclusive\-design standards into the product\. Her work combines direct user and market research with a willingness to pivot when evidence contradicts assumptions\. Ashley brings a prior foundation in English and research to technical work, translating business, finance, product, and engineering requirements into practical delivery\. She is open to in\-person, hybrid, and remote work\.

## Highlights

- Leads product, engineering, launch strategy, and technical delivery as President of StayRele, formerly ReleHelp, at HGG Enterprises, Inc\., a 21\-person company\.
- Advanced from contractor to President at StayRele over eight months employee satisfaction increased 67% in self\-reported surveys during that period\.
- Led StayRele's MVP delivery by translating launch strategy into engineering priorities and holding delivery to schedule\.
- Led the ReleHelp\-to\-StayRele rebrand, including naming strategy and migration of product, legal, and marketing surfaces\.
- Authored and stewards the StayRele Philosophy, governing brand voice, product decisions, and communication across company surfaces\.
- Authored StayRele's team working agreements, codifying human\-first values for communication, collaboration, and building\.
- Authored the StayRele AI Governance Playbook, covering model\-register reviews, drift checks, disclosure audits, and human\-in\-the\-loop escalation for irreversible actions\.
- Built StayRele's EU AI Act Article 50 compliance program ahead of the August 2, 2026 enforcement deadline, including a two\-layer AI\-disclosure architecture\.
- Led delivery of Handshake, a shareable gamified LLM quiz built on Anthropic Claude with server\-side SSE streaming, deterministic routing, a strengths\-first archetype system, and zero failure states\.
- Built Handshake's prelaunch waitlist, with early\-access requests queued ahead of deployment\.
- Established neuroinclusive design as a binding engineering standard, including processing\-friendly language and zero failure states\.
- Made data governance a visible product feature through a firewall\-separation rule and a 90\-day deletion promise embedded in architecture and brand\.
- Converted investor\-grade proof points into an engineering roadmap and decomposed milestones into small, tangible, shippable pieces\.
- Architected multi\-step math\-reasoning benchmarks at Snorkel AI for frontier LLM evaluation in graduate\-level calculus and discrete mathematics\.
- Authored more than 50 adversarial edge\-case mathematical proofs to identify and catalog procedural failure modes in chain\-of\-thought reasoning\.
- Developed evaluation rubrics and fully worked solutions for complex optimization problems to enable precise programmatic output verification\.
- Identified and documented logical vulnerabilities in AI\-agent planning to improve mathematical execution\-pipeline safety, correctness, and reliability\.
- Designed multi\-file coding tasks evaluating AI agents on system architecture, dependency management, and real\-world debugging\.
- Built programmatic evaluation harnesses with strict unit testing and execution sandboxes for model\-generated Python and Rust scripts\.
- Created constrained algorithmic problems to stress\-test code\-generation models on space and time complexity\.
- Translated software\-engineering best practices into training datasets for interpersonal code reviews and refactoring\.
- Co\-founded a stealth access\-to\-justice legaltech startup and designed four access\-to\-justice algorithms three are covered by provisional patent applications\.
- Built security\-hardened Vue\.js onboarding flows for high\-volume customer intake at LYKAS\.
- Drove a 20% revenue increase at Reality AI Lab by aligning AI product strategy with leadership goals, optimizing resource allocation, and streamlining cross\-functional delivery\.
- Supported full\-stack engineering at ReleHelp across C\#, TypeScript, React Native, Expo, backend infrastructure, QA, API integrations, partner integrations, technical assessments, documentation, and mobile\-app approvals\.
- Created SaaS success metrics, client demos, launch plans, sales\-ambassador recruitment and training support, feedback loops, scaling contributions, and venture\-pitch participation at ReleHelp\.
- Contributed code optimization, documentation improvements, GitHub issue collaboration, feature testing, and bug reporting to an open\-source AI Core Team\.
- Completed education in Innovation and Technology with MIT Professional Education Full\-Stack Software Engineering and Development with General Assembly and English Language and Literature/Letters and English Literature, British and Commonwealth, with Harvard University\.
- Completed a Certificate of Undergraduate Studies in Computer Software Engineering with General Assembly and a Certificate of Undergraduate Studies in Innovation with MIT Professional Education\.
- Studied Arts and Sciences at Boston University\.

## Experience

- **Expert Contributor at Snorkel AI** (2026\-07\-01–present) — \-Architected multi\-step math reasoning benchmarks, establishing rigorous evaluation criteria to test frontier LLMs on graduate\-level calculus and discrete mathematics\. \-Authored 50\+ adversarial edge\-case mathematical proofs to stress\-test model logic, successfully identifying and cataloging subtle procedural failure modes in chain\-of\-thought reasoning\. \-Developed comprehensive evaluation rubrics and fully worked solutions for complex optimization problems, ensuring precise programmatic alignment and verification of model outputs\. \-Identified and documented logical vulnerabilities in AI agent planning, improving the safety, correctness, and reliability of mathematical execution pipelines\. \-Designed complex multi\-file coding tasks to evaluate AI agents on system architecture, dependency management, and real\-world debugging\. \-Built programmatic evaluation harnesses with strict unit testing and execution sandboxes to validate model\-generated Python and Rust scripts\. \-Stress\-tested code\-gen
- **President at StayRele \(formerly ReleHelp\), HGG Enterprises, Inc\.** (2026\-07\-01–present) — Lead the development team of a 21\-person company as the accountable executive voice for all technical deliverables, reporting to the Founders and directing product, engineering, and launch strategy toward MVP release\. Employee satisfaction rose 67% in self\-reported surveys across the eight\-month climb from contractor to President, evidence that pace and care can coexist\. Author and steward of the StayRele Philosophy, the company's foundational values document governing brand voice, product decisions, and communication across every surface\. Authored the StayRele AI Governance Playbook, the company's governing document for responsible AI: model register reviews, drift checks, disclosure audits, and human\-in\-the\-loop escalation for all irreversible actions\. Built the company's EU AI Act Article 50 compliance program ahead of the August 2, 2026 enforcement deadline, including a two\-layer AI disclosure architecture\. Lead end\-to\-end delivery of the prelaunch Handshake experience: a shareable
- **Co\-Founder at Stealth Legaltech Startup** (2026\-02\-01–present) — Shape product architecture and technical strategy for an access\-to\-justice platform while holding executive responsibilities at StayRele\. Designed and wrote four access\-to\-justice algorithms, three of which are covered by provisional patent applications\.
- **Freelance Engineer \+ Consultant at all of them** (2025\-10\-01–present)
- **Chief Operating Officer at StayRele \(formerly ReleHelp\), HGG Enterprises, Inc\.** (2026\-02\-01–2026\-06\-01) — Led the development team through MVP build, translating launch strategy into engineering priorities and holding delivery to schedule\. Led the company rebrand from ReleHelp to StayRele, directing naming strategy, brand philosophy documentation, and the migration of product, legal, and marketing surfaces\. Authored the team working agreements, codifying human\-first values into how the company communicates, collaborates, and builds\.
- **Head of Market Engineering at ReleHelp** (2025\-11\-01–2026\-08\-01) — Fullstack Software Engineer • Assist with C\#, Typescript code • Assist in React Native and Expo app development • Assist in IOS App Store and Google Play approval • Build automated scripts for different websites to identify and target sales ambassadors • Assist in business notification logic • Assist in building backend infrastructure • Assist in QA • Integrate APIs and other integration points, etc\. • Participate in partner application integrations, perform technology assessments • Create/maintain documentation on the new and existing features to enhance the User experience • Additional responsibilities as assigned by CEO • GTM • Create metrics measuring success for SAAS • Demo the SAAS solution to potential clients • Help develop and execute SAAS product launch • Help developer execute process to recruit sales ambassadors • Help lead trainings for sales ambassadors • Contribute to plan to scale the public platform • Develop and implement client and customer feed
- **Chief Operating Officer at Reality AI Lab** (2025\-02\-01–2025\-10\-01) — Aligned AI product strategy with leadership goals, driving a 20% revenue increase through optimized resource allocation while streamlining delivery across cross\-functional engineering teams\.
- **Contributor, AI Engineering, FullStack open\-source AI Core Team at Open\-source AI Lab** (2024\-12\-01–2026\-01\-01) — Responsibilities: Contribute to open\-source repositories by writing and optimizing code\. Review and improve project documentation to ensure clarity and usability\. Participate in discussions on GitHub issues, proposing solutions and collaborating with others\. Test new features and report bugs\.
- **AI Trainer Expert at Outlier** (2024\-09\-01–2025\-10\-01)
- **Full Stack Engineer at LYKAS** (2024\-07\-01–2026\-01\-01) — Built Vue\.js onboarding flows that hardened security during high\-volume customer intake, translating between finance and engineering so technical requirements stayed anchored to business outcomes\.
- **Data Analyst at Sutherland** (2024\-07\-01–2024\-09\-01)

## Education

- Certificate of Undergraduate Studies, Innovation — MIT Professional Education (2023\-01\-01–2024\-01\-01)
- Innovation and Technology — MIT Professional Education (2023\-01\-01–2024\-01\-01)
- Certificate of Undergraduate Studies, Computer Software Engineering — General Assembly (2021\-01\-01–2021\-01\-01)
- English Literature \(British and Commonwealth\) — Harvard University (2007\-01\-01–2010\-01\-01)
- Arts and Sciences — Boston University (2003\-01\-01–2007\-01\-01)
- Arts and Sciences — Boston University
- Boston University
- English Literature \(British and Commonwealth\) — Harvard University
- English Language and Literature/Letters — Harvard University
- Certification, Full\-Stack Software Engineering \+ Development — General Assembly (2021\-01\-01)

## FAQ

### What does Ashley do now?

Ashley is President of StayRele, formerly ReleHelp, at HGG Enterprises, Inc\. She leads product, engineering, and launch strategy serves as the accountable executive voice for technical deliverables reports to the Founders and directs delivery toward MVP release for the 21\-person company\.

### What does Ashley do at Snorkel AI?

Ashley is an Expert Contributor at Snorkel AI\. She architects multi\-step math\-reasoning benchmarks, writes adversarial mathematical proofs, develops evaluation rubrics and worked solutions, identifies AI\-agent planning vulnerabilities, and creates coding tasks and programmatic evaluation harnesses for frontier models\.

### What are Ashley's mathematical AI\-evaluation contributions?

Ashley established rigorous evaluation criteria for frontier LLMs on graduate\-level calculus and discrete mathematics\. She authored more than 50 adversarial edge\-case mathematical proofs to identify and catalog subtle procedural failure modes in chain\-of\-thought reasoning, and she developed rubrics and fully worked solutions for complex optimization problems to support programmatic verification of model outputs\.

### What software\-engineering evaluation work has Ashley done at Snorkel AI?

Ashley designed complex multi\-file coding tasks that assess system architecture, dependency management, and real\-world debugging\. She built evaluation harnesses with strict unit tests and execution sandboxes for model\-generated Python and Rust scripts, created constrained algorithmic problems requiring space\- and time\-complexity optimization, and translated software\-engineering best practices into training datasets for code reviews and refactoring\.

### What is Ashley's AI safety and AI\-operations experience?

Ashley identified and documented logical vulnerabilities in AI\-agent planning to improve the safety, correctness, and reliability of mathematical execution pipelines\. Her AI\-operations experience also includes assessing AI adoption, training teams on AI, advocating ethical use, and supporting human\-in\-the\-loop practices\.

### What product and delivery work has Ashley led at StayRele?

Ashley led StayRele's development team through the MVP build, translating launch strategy into engineering priorities and holding delivery to schedule\. She also leads the end\-to\-end prelaunch Handshake experience, a shareable gamified LLM quiz built on Anthropic Claude with server\-side SSE streaming, deterministic routing, a strengths\-first archetype system, and zero failure states early\-access requests were queued on the prelaunch waitlist before deployment\.

### What was Ashley's role in the ReleHelp\-to\-StayRele rebrand?

Ashley led the company rebrand from ReleHelp to StayRele\. Her work included directing naming strategy and migrating product, legal, and marketing surfaces, as well as documenting the brand philosophy\.

### What company values and operating practices has Ashley documented?

Ashley authored and stewards the StayRele Philosophy, the foundational values document governing brand voice, product decisions, and communication across company surfaces\. She also authored team working agreements that codify human\-first values in how the company communicates, collaborates, and builds\.

### What AI governance and compliance work has Ashley led at StayRele?

Ashley authored the StayRele AI Governance Playbook, which governs responsible AI through model\-register reviews, drift checks, disclosure audits, and human\-in\-the\-loop escalation for irreversible actions\. She also built the company's EU AI Act Article 50 compliance program ahead of the August 2, 2026 enforcement deadline, including a two\-layer AI\-disclosure architecture\.

### How has Ashley incorporated neuroinclusive design and data governance into StayRele?

Ashley established neuroinclusive design as a binding engineering standard and made data governance a visible product feature\. The approach includes processing\-friendly language, zero failure states, a firewall\-separation rule, and a 90\-day deletion promise built into both architecture and brand\.

### What leadership results has Ashley achieved at StayRele?

Ashley rose from contractor to President over eight months\. During that period, employee satisfaction rose 67% in self\-reported surveys, which she cites as evidence that pace and care can coexist\.

### How does Ashley connect investment priorities to engineering execution?

Ashley reverse\-engineered StayRele's work structure from what is investable, converting investor\-grade proof points into an engineering roadmap\. She decomposed milestones into small, tangible, shippable pieces\.

### What is Ashley building in legal technology?

Ashley is a co\-founder of a stealth legaltech startup focused on access to justice\. While holding executive responsibilities at StayRele, she shapes the platform's product architecture and technical strategy and designed and wrote four access\-to\-justice algorithms three are covered by provisional patent applications\.

### What did Ashley do as Head of Market Engineering at ReleHelp?

As Head of Market Engineering at ReleHelp, Ashley worked as a full\-stack software engineer across C\#, TypeScript, React Native, Expo, backend infrastructure, QA, APIs, partner integrations, technology assessments, documentation, business\-notification logic, and App Store and Google Play approval\. She also supported automated website scripts to identify and target sales ambassadors\.

### What go\-to\-market work has Ashley done?

Ashley created SaaS success metrics, demonstrated the SaaS solution to prospective clients, supported product\-launch execution and launch planning, helped recruit and train sales ambassadors, contributed to public\-platform scaling and organizational planning, implemented client and customer feedback loops, and participated in venture pitches\.

### What did Ashley do at LYKAS?

At LYKAS, Ashley built Vue\.js onboarding flows that strengthened security during high\-volume customer intake\. She translated between finance and engineering so technical requirements remained tied to business outcomes\.

### What did Ashley accomplish at Reality AI Lab?

As Chief Operating Officer at Reality AI Lab, Ashley aligned AI product strategy with leadership goals, optimized resource allocation, and streamlined delivery across cross\-functional engineering teams\. That work drove a 20% revenue increase\.

### What other organizations and roles are part of Ashley's experience?

Ashley has also been an AI Trainer Expert at Outlier, a Data Analyst at Sutherland, and a contributor in AI engineering and full\-stack development on an open\-source AI Core Team\. In the open\-source role, she wrote and optimized code, improved documentation, participated in GitHub issue discussions, proposed solutions, tested new features, and reported bugs\.

### What are Ashley's core professional strengths?

Ashley is a versatile generalist who works across engineering, operations, AI, product, and go\-to\-market functions\. She has set up startup operational processes, has a strong interest in DevOps and in equipping development teams with the tools they need, and applies user and market research directly to product decisions\.

### How does Ashley approach user research and product strategy?

Ashley began her career in English and research before moving into technology\. She emphasizes direct conversations with users and market research rather than building from assumptions, values user happiness and long\-term trust over immediate revenue, and is willing to pivot when research disproves an initial idea\. At a recent social\-media startup, research found that “social media for good” models did not work, leading to strategic pivots\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/ashley\-e\-romano

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