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Agentic LLMs and Blockchain for Employee Skills Validation

A detailed exploration of ICanProveIt’s agentic LLM- and blockchain-based exam generation and certification platform, and the decisions that made it possible.

Tim O'Brien
CTO and Founder at ICanProveIt
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Page Count
38
Published
June 30, 2025
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Agentic LLMs and Blockchain for Employee Skills Validation

A detailed exploration of ICanProveIt’s agentic LLM- and blockchain-based exam generation and certification platform, and the decisions that made it possible.

This report examines how the company integrates open-source LLMs, modular agentic systems, and blockchain-based credentials to deliver scalable, verifiable skills assessments. Emphasis is placed on technical architecture, exam generation mechanisms, model orchestration, and real-time verification workflows.

For founders, product leads, and technical teams building AI-native platforms in education, hiring, or credentialing — particularly those targeting enterprise or institutional markets — it serves as a grounded case study in designing adaptive, tamper-resistant systems that bridge the gap between informal learning and formal proof of skill.

1. The State of Skill Validation

Lack of validation for self-directed learning, recruitment challenges and outdated validation tools, corporate training initiatives falling short on impact, the internal knowledge vacuum, the weaknesses of traditional exams, how automated solutions could help.

2. ICanProveIt’s Solution

How the platform works, high-level technology overview, why this solution now?

3. LLMs in the Solution

Inputs for LLMs, fine-tuning and efficiency, capabilities.

4. Modular Agentic Systems

Collaboration mechanisms, practical benefits, foundational models used, LLM swapping: A deep dive.

5. Blockchain for Secure Certificates

Certificate creation process, decentralized ID, how blockchain enhances ICanProveIt’s transparency and trust.

6. How LLMs Link to Blockchain and DID

LLMs to blockchain, LLMs to DID, metadata, verification workflow.

7. Computer Vision for Exam Proctoring

Detecting and tracking eyes, analyzing eye movement patterns.

8. Business Challenges and Solutions

The rapid evolution of LLMs, hallucinations in LLM outputs, blockchain integration and UX, cost and scalability in a reputation-driven industry, ICanProveIt’s niche.

9. Results and Impact

How ICanProveIt approaches KPIs, product adoption so far, the future of learning.

10. Conclusions

The impact of AI on the job market, creating a fairer playing field in education.

References

“AI is advancing quickly. Soon, everyone will be able to write a perfect resume or blog with AI, but how do we know what someone really knows?”

Tim O'Brien, CTO and Founder at ICanProveIt

Meet the Experts

Tim O'Brien

CTO and Founder at ICanProveIt
Tim O'Brien is CTO and Founder at two companies at the forefront of AI, blockchain, and decentralized technologies. His leadership has driven innovations across industries such as AI-powered document management, paperless cross-border trade, and digital identity. Tim has over 20 years of experience as a CTO, Architect, and Developer. His work with MiraScribe delivered advanced document automation solutions, while under his leadership, FuixLabs has excelled in no-code development, supply chain management, and fintech applications. Prior to his entrepreneurial ventures, Tim served as a Senior Engineer at Google, where he worked on language transpilation and distributed network systems. He also spent time at Hewlett-Packard, designing networking frameworks, and Cerner Corporation, where he created mission-critical, FDA-approved patient monitoring systems. Beyond his entrepreneurial success, Tim has consulted with firms like Augur, improving automated market-making and smart contract systems. He also founded Ferdon, a no-code platform for blockchain smart contracts, where he led the company from MVP development to securing venture funding.
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