The problem
A single assistant needed to coach users conversationally while keeping company answers grounded in a controlled knowledge source.
My responsibility
Designed the n8n agent workflow, Supabase retrieval path, model connection, and memory behavior documented in the project portfolio.
Evidence
Screenshots from the live system and the workflow itself — captions describe only what is visible.
System route
The architecture below is a readable abstraction of the documented workflow, not a simulated live execution.
- Receive and classify a chat request
- Route factual questions through vector retrieval
- Combine retrieved context with the assistant role
- Preserve conversation continuity with memory
Reliability notes
- Grounded retrieval separates factual company context from coaching behavior.
- Evaluation results and production usage remain pending evidence review.
Operational Architecture & Deep Dive
In production automation, reliability is never an afterthought. Every mission engineered for Standout4Growth RAG Chatbot is designed around strict input validation contracts, bounded execution permissions, and deterministic error fallback channels. Unstructured data is parsed into schema-validated JSON before entering downstream business logic, preventing malformed payloads from corrupting state stores or generating cascading failures.
When integrating large language models with operational databases and third-party APIs (n8n, Supabase, Gemini), workflows utilize prompt-injection filtering, deterministic routing, and transactional rollback mechanisms. Rather than treating failures as exceptions, the architecture explicitly models failure as a first-class execution path with automated retry policies and real-time alerting.
Evidence currently available
- Agent architecture screenshot
- Public chatbot interface
Technology used
Zero-Trust Governance & HarLyn Security Standards
Through HarLyn Digital Partners, all automated systems undergo zero-trust threat modeling, OWASP Top 10 vulnerability checks, and Kenya Data Protection Act (KDPA) compliance reviews led by CompTIA Security+ certified assurance engineers. API keys are vaulted with strict least-privilege scoping, preventing unauthorized data exfiltration or unmonitored external tool execution.
Evidence Verification & Authorized Review
Client-approved execution recordings, live production endpoints, sanitized payload schemas, and verifiable metric baselines are documented across HarLyn Digital Partners repositories. Teams seeking an in-depth operational audit can explore our fixed-fee 48-Hour Secure Digital Workflow Assessment.