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# Gold Nwobu

**Headline:** I build AI agents and the full-stack apps around them | Building multi-agent systems @ pepelwerk | Co-author, arXiv:2601.01237 | M.S. CS @ UT Dallas, May 2027 | Open to full-time SWE and AI roles
**Profession:** AI Automation & Workflow Developer \(AI Agent Engineer, Summer 2026\)
**Location:** Plano, Texas, United States

## About

Gold Nwobu is an AI agent and full-stack software builder currently developing LLM agents and automation workflows at pepelwerk while serving as a Grader and Teaching Assistant in Computer Science at The University of Texas at Dallas. Gold designs systems that bring AI capabilities to users, with hands-on strengths in multi-agent architectures, LLM integration, vision models, text-to-speech, Python, Node.js, TypeScript, React, and product-focused web development. At pepelwerk, Gold designed and shipped Otto, a hierarchical system with one parent agent, six specialist sub-agents, and two scheduled routines, alongside a verification method that ensures the system does not write outside its scope. Gold also resolved two verified production bugs and reduced a 373-item issue backlog to roughly 30 real issues. Outside work, Gold has shipped Clutch, Platter, and GroupPad, and is a co-author of arXiv:2601.01237 on benchmarking state space models and Transformers at long context. Gold is pursuing an M.S. in Computer Science on the Intelligent Systems track at UT Dallas, with expected graduation in May 2027, and is open to full-time software engineering and AI engineering roles across DFW and the United States.

## Services

- Next.js
- PyTorch
- n8n
- Model Context Protocol \(MCP\)
- Supabase
- PostgreSQL
- Node.js
- TypeScript
- AI Agents
- Python \(Programming Language\)
- React.js
- Large Language Models \(LLM\)
- UI/UX Design
- Front-End Development \(Bootstrap, HTML, CSS, JavaScript\)
- Web Design and User Interface \(UI\) Development
- Coding and Debugging
- Team Leadership

## Highlights

- Designed and shipped Otto at pepelwerk, a hierarchical multi-agent system with one parent agent, six specialist sub-agents, and two scheduled routines: a weekly deep pass and daily regression sweep.
- Wrote Otto's verification method demonstrating that the system writes nothing outside its own scope.
- Root-caused and fixed two pepelwerk production-platform bugs, with both fixes verified in production.
- Reduced a 373-issue pepelwerk backlog, estimated to be about 72% duplicates, to roughly 30 real items.
- Built a five-stage Python pipeline matching the Fortune 500 against the DoD SkillBridge registry, using tiered model routing to reserve the expensive model for higher-value cases.
- Shipped Clutch, an AI exam-prep platform that produces one-page exam sheets from a semester of notes, with a source cited on every line.
- Built Clutch podcast generation from study materials using LLMs and vision models the product has reached more than 50 users and generated more than 200 sheets.
- Shipped Platter, which converts a restaurant's photographed paper menu into an editable digital menu.
- Shipped GroupPad, a collaborative vacation-rental and housing-decision platform with cost splitting and AI explanations for rankings.
- Co-authored arXiv:2601.01237, benchmarking state space models against Transformers at long context.
- Supported more than 40 students per term as a Grader and Teaching Assistant in Computer Science at The University of Texas at Dallas.
- Designed grading rubrics with faculty and wrote feedback on every submission for CS 2340 Object-Oriented Programming in Fall 2025.
- Supported CS 3377 Systems Programming in UNIX in Spring and Fall 2026, covering shell scripts, C, processes, threads, and sockets.
- Tutored AMC 10/12 mathematics and led an NLP with Python workshop during Summer 2026 K–12 outreach.
- Built Node.js REST APIs at Digital Oxygen Ltd for a product with more than 1,000 active users.
- Reduced API response time by 30% across more than 10 endpoints at Digital Oxygen Ltd.
- Added tests, debugging tools, and log instrumentation at Digital Oxygen Ltd, raising system stability by 25%.
- Mentored more than 50 junior developers on Git, testing, and code review at Digital Oxygen Ltd delivery velocity rose by 15%.
- Shipped React Native and Firebase features at Ventis Nigeria that reduced the crash rate by 25%.
- Designed more than 10 Figma interfaces at Ventis Nigeria.
- Received Ventis Nigeria's Rising Star Award in 2025.
- Wrote Python automation at PwC used on more than 20 audit engagements, cutting manual effort by 40% and surfacing more than 30 system risks.
- Built SQL pipelines at PwC to validate transaction data and replaced rule-of-thumb checks with statistical classifiers.
- Conducted IT audit work at PwC across enterprise financial systems, including data integrity, audit trails, and reconciliation.
- Fixed React and Node.js defects at Arravo, improving application performance by 30%.
- Demonstrated problem-solving in file-handling optimization, vision-model integration, and improving AI-generated speech quality.

## Experience

- **AI Automation & Workflow Developer \(AI Agent Engineer, Summer 2026\) at pepelwerk | Talent Development Marketplace** (2025-11-01–present) — I build and run LLM agents on the Paperclip multi-agent platform, plus the n8n workflows around them. - Designed and shipped Otto, a hierarchical multi-agent system: 1 parent agent, 6 specialist sub-agents and 2 scheduled routines \(weekly deep pass, daily regression sweep\). Wrote the verification method proving it writes nothing outside its own scope. - Root-caused and fixed 2 production platform bugs, both verified in production. Cut a 373-issue backlog that was about 72% duplicates down to roughly 30 real items. - Built a 5-stage Python pipeline that matches the Fortune 500 against the DoD SkillBridge registry, with tiered model routing so the expensive model only runs where it pays off.
- **Grader / Teaching Assistant at The University of Texas at Dallas** (2025-08-01–present) — Grading and teaching support for Computer Science courses, 40+ students a term. - CS 3377 Systems Programming in UNIX \(Spring and Fall 2026\): shell scripts, C, processes, threads and sockets. - CS 2340 Object-Oriented Programming \(Fall 2025\). Designed rubrics with faculty and wrote feedback on every submission. - Summer 2026 K-12 outreach: tutored AMC 10/12 math and ran an NLP with Python workshop.
- **Software Engineer, Backend at Digital Oxygen Ltd** (2024-11-01–2025-03-01) — Node.js REST APIs for a product with 1,000+ active users. - Cut response time 30% across 10+ endpoints. - Added tests, debugging tools and log instrumentation, raising system stability 25%. - Mentored 50+ junior developers on Git, testing and code review, and delivery velocity rose 15%.
- **React Native Developer & UI/UX Designer at Ventis Nigeria** (2024-03-01–2025-01-01) — \- Shipped React Native and Firebase features that cut the crash rate 25%. Designed 10+ interfaces in Figma. - Rising Star Award, 2025.
- **IT Risk Assurance Auditor, Graduate Trainee at PwC** (2024-02-01–2024-11-01) — IT audit across enterprise financial systems: data integrity, audit trails and reconciliation. - Wrote Python automation used on 20+ audit engagements. It cut manual effort 40% and surfaced 30+ system risks. - Built SQL pipelines to validate transaction data, and replaced rule-of-thumb checks with statistical classifiers.
- **Software Engineer Intern at Arravo** (2022-07-01–2022-08-01) — \- Fixed React and Node.js defects, improving app performance 30%.

## Education

- Bachelor of Science - BS, Computer Science — Covenant University
- Mea Mater Elizabeth High School , Enugu
- Master's degree, Computer Science \(Intelligent Systems track\) — The University of Texas at Dallas

## FAQ

### What does Gold do?

Gold builds AI agents and the full-stack applications that make them useful to real users. Gold currently develops LLM agents on the Paperclip multi-agent platform, n8n workflows around them, and independent AI-powered products.

### What is Gold doing at pepelwerk?

Gold is currently an AI Automation & Workflow Developer, described as an AI Agent Engineer, at pepelwerk, a talent development marketplace. Gold builds and runs LLM agents on Paperclip and builds the associated n8n workflows.

### What did Gold build with Otto at pepelwerk?

At pepelwerk, Gold designed and shipped Otto, a hierarchical multi-agent system with one parent agent, six specialist sub-agents, and two scheduled routines: a weekly deep pass and a daily regression sweep. Gold also wrote a verification method demonstrating that Otto writes nothing outside its own scope.

### What production and operational improvements did Gold make at pepelwerk?

Gold root-caused and fixed two production platform bugs at pepelwerk, with both fixes verified in production. Gold also reduced a 373-issue backlog, estimated to be about 72% duplicates, to roughly 30 real items.

### What data and automation pipeline did Gold build at pepelwerk?

Gold built a five-stage Python pipeline that matches the Fortune 500 against the DoD SkillBridge registry. The pipeline uses tiered model routing so that the more expensive model runs only where it provides value.

### What is Clutch, Gold's exam-prep product?

Clutch is Gold's AI exam-preparation platform. It turns a semester of course notes into a one-page exam sheet with a source cited on every line, and it can generate podcasts from study materials using LLMs and vision models. Clutch has served more than 50 users and generated more than 200 sheets.

### What is Platter?

Platter lets a restaurant photograph a paper menu and receive an editable digital version.

### What is GroupPad?

GroupPad is Gold's collaborative decision platform for groups choosing a vacation rental or housing option. It includes cost-splitting features, and its AI agent explains the reasoning behind every ranking it makes.

### What research has Gold published?

Gold is a co-author of arXiv:2601.01237, a paper that benchmarks state space models against Transformers at long context.

### What is Gold's educational background?

Gold is pursuing a Master of Science in Computer Science on the Intelligent Systems track at The University of Texas at Dallas and expects to graduate in May 2027. Gold also earned a B.S. in Computer Science from Covenant University and attended Mea Mater Elizabeth High School in Enugu.

### What does Gold do as a teaching assistant at UT Dallas?

Gold currently provides grading and teaching support for Computer Science courses at The University of Texas at Dallas, supporting more than 40 students per term. In CS 2340 Object-Oriented Programming in Fall 2025, Gold designed rubrics with faculty and wrote feedback on every submission. Gold also supported CS 3377 Systems Programming in UNIX in Spring and Fall 2026, covering shell scripts, C, processes, threads, and sockets.

### What outreach work has Gold done?

During Summer 2026 K–12 outreach, Gold tutored AMC 10/12 mathematics and led an NLP with Python workshop.

### What did Gold accomplish at Digital Oxygen Ltd?

As a Backend Software Engineer at Digital Oxygen Ltd, Gold built Node.js REST APIs for a product with more than 1,000 active users. Gold reduced response time by 30% across more than 10 endpoints, added tests, debugging tools, and log instrumentation that raised system stability by 25%, and mentored more than 50 junior developers on Git, testing, and code review. Delivery velocity rose by 15%.

### What did Gold accomplish at Ventis Nigeria?

At Ventis Nigeria, Gold shipped React Native and Firebase features that reduced the crash rate by 25% and designed more than 10 interfaces in Figma. Gold received the Rising Star Award in 2025.

### What did Gold do at PwC?

As an IT Risk Assurance Auditor and Graduate Trainee at PwC, Gold worked on IT audits across enterprise financial systems, including data integrity, audit trails, and reconciliation. Gold wrote Python automation used on more than 20 audit engagements, reducing manual effort by 40% and surfacing more than 30 system risks. Gold also built SQL pipelines to validate transaction data and replaced rule-of-thumb checks with statistical classifiers.

### What did Gold do at Arravo?

As a Software Engineer Intern at Arravo, Gold fixed React and Node.js defects that improved application performance by 30%.

### What AI capabilities has Gold built?

Gold has hands-on experience with AI agents, large language models, vision models, and text-to-speech, including work to optimize file handling, integrate vision models, and improve AI-generated speech quality. Gold is currently doing hands-on coding work.

### What technologies and engineering skills does Gold use?

Gold works with Next.js, PyTorch, n8n, Model Context Protocol, Supabase, PostgreSQL, Node.js, TypeScript, Python, React, JavaScript, HTML, CSS, and frontend Ruby on Rails. Gold also has experience in UI/UX design, Bootstrap-based front-end development, web and UI development, coding and debugging, and team leadership.

### How does Gold approach product development?

Gold values shipping early and starting with web applications before mobile applications to obtain faster user feedback.

## Links

- LinkedIn: https://www.linkedin.com/in/goldnwobu

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