Patient Data Analytics in Healthcare IT
Building analytics systems for healthcare data that provide insights while protecting patient privacy: anonymization, aggregation, and secure analytics patterns.
Founder & Lead Engineer
Isaac founded NsisongLabs in September 2016 with a focus on building reliable software for businesses that need it done right. He leads technical delivery across fullstack development, automation engineering, blockchain systems, and security research.
His work spans healthcare automation (eClat LRAS), fintech platforms (NestlyPay), blockchain security (View0x), AI-powered diagnostics (Reluray), and enterprise e-commerce (Buckingham Mall). He is also CTO and co-founder of Koreshield, an AI security firewall that protects LLM applications at runtime. He approaches every project with a bias toward practical architecture, clear communication, and systems that hold up under real-world conditions.
Isaac's research focuses on proactive threat intelligence, automated vulnerability analysis, and the intersection of hardware and software in healthcare systems.
Presents a middleware architecture for real-time detection of indirect prompt injection in enterprise RAG systems. Introduces a cross-document correlation engine that identifies fragmented attack payloads distributed across multiple retrieved chunks. Evaluated across 5,000 adversarial scenarios.
Introduces a five-dimensional taxonomy for classifying indirect prompt injection attacks against enterprise RAG deployments, covering injection vector, operational target, persistence mechanism, enterprise context, and detection complexity.
Demonstrates attacks where malicious instructions in tool outputs redirect autonomous LLM agents. Proof-of-concept across LangChain, AutoGen, and Claude Tools confirms the weakness is architectural rather than framework-specific.
Threat report analysing prompt injection activity across production LLM deployments, drawing on over two million intercepted requests. Documents the shift toward indirect injection via RAG pipelines as the dominant enterprise attack vector.
Structured taxonomy of indirect prompt injection attacks targeting RAG pipelines across four classes: instruction embedding, role impersonation, context poisoning, and cross-document chaining. Evaluates detection efficacy and proposes proxy-layer mitigation.
Comprehensive review of smart contract vulnerabilities and how automated tools can detect them before deployment.
Building and deploying convolutional neural networks for medical image classification in healthcare settings.
Design and implementation of the eClinic LRAS hardware system for direct HL7-based lab result transmission to hospital information management systems.
23 articles on fullstack development, security, blockchain, and automation
Building analytics systems for healthcare data that provide insights while protecting patient privacy: anonymization, aggregation, and secure analytics patterns.
Building fraud detection systems that catch real threats without creating friction for legitimate customers: ML models, rules engines, and real-time processing.
Architecture patterns for NFT marketplaces that handle scale, royalties, and complex trading logic. Lessons from production systems.
Real-world patterns for building DeFi protocols that are secure, composable, and maintainable. Lessons from production systems.
A practical guide to smart contract security audits: what auditors check, common vulnerabilities, and how to prepare your contracts for review.
Why finance IT can’t just be a ticket-taking department anymore, and how to structure teams, platforms, and governance to support constant change.
Where blockchain and smart contracts actually make sense in production systems, and how to avoid turning them into fragile side projects.
Nine practical questions we ask before kicking off any serious software project to improve its chances of shipping on time and delivering value.
How to design data flows, models, and tools so analysts and portfolio managers can trust the numbers behind their decisions.
A comprehensive guide to smart contract development. Learn how to write secure, efficient smart contracts using Solidity, best practices for testing, and deployment strategies.
Banks that treat APIs as a core product, not just plumbing, ship features faster, integrate partners more safely, and meet open banking expectations.
How insurers can phase in new digital experiences, analytics, and automation while keeping core policy and claims systems stable.
You don’t need a full security department to meaningfully reduce risk. Start with a handful of controls that protect customer data and production access.
Most CRMs become expensive address books. Here’s how to design data, workflows, and integrations so your CRM actually runs your revenue process.
How to move from a single overworked server to a simple, scalable cloud architecture without over-engineering or losing control of cost.
Key architectural and UX decisions that help B2B companies launch ecommerce experiences that handle complex pricing, approvals, and logistics.
How to build patient-facing portals and apps that improve access and efficiency while respecting clinical workflows and strict privacy requirements.
A lightweight approach to keeping your infrastructure secure, observable, and affordable, without building a full platform engineering team.
How to move from newsletter blasts to a simple, measurable automation setup that nurtures leads and supports sales without annoying your audience.
Instead of chasing the perfect stack, focus on a few technical decisions that make it cheaper to iterate, easier to onboard engineers, and safer to scale.
Discover how automation engineering can transform your business operations. Learn best practices for implementing RPA, workflow automation, and custom automation solutions that drive efficiency.
A practical guide to planning and building B2B customer and partner portals that streamline operations instead of becoming another forgotten login screen.
Learn how to architect and build fullstack applications that can scale from startup to enterprise. Discover modern patterns, best practices, and real-world strategies for creating robust web applications.
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