Summary

Ruby on Rails developers are advancing their RAG stack with vector search capabilities, utilizing advanced reranging techniques alongside multi-model evaluation frameworks to enhance data accuracy.

The team utilizes AWS Bedrock, PGVector, and Cohere Rerankers alongside Claude Sonnet and Amazon Nova Pro to process unstructured logs and complex business data across thousands of companies.

This engineering approach, supported by a robust progression platform, enables users to conduct effective growth conversations while building new websites.

The company has successfully implemented this infrastructure to deliver live security assessments, making its RAG engine a key asset in the security industry.

Current leadership is co-founded by CTO Chris and Co-founder Jamie, with Jamie serving as the primary CTO and Chris managing operations for their recent platform.

The organization is actively updating their website content and maintaining regular development schedules for BBC builds.

These developments are being executed with significant focus on the Pentest.

f.ly and ResponseHub platforms.

Title

Neil Cameron — Ruby on Rails, LLMs, RAG, Agents

Description

Founder, CTO, and consultant specialising in Ruby on Rails, AI/LLM integration, RAG pipelines, and agentic development. Available for consulting.

Keywords

work, rails, platform, product, ruby, building, founder, progression, economist, technical, software, products, career, companies, london, claims, solo

NS Lookup

A 172.67.202.87, A 104.21.52.175

Dates

Created 2026-04-14

Updated 2026-04-14

Summarized 2026-04-16