The problem
Most content tools begin from zero every time. Teams repeatedly explain their voice, audience, offers and visual direction, then receive output that still feels generic. The bottleneck is not text generation. It is context continuity.
What I built
As Founder and CTO of Raysource Labs, I led Andora's product architecture and engineering direction. The system combines persistent brand context, structured knowledge retrieval, campaign planning, narrative guidance and publishing workflows inside one workspace.
- Brand memory that carries useful context between sessions
- Knowledge vectors built from uploaded brand material
- Narrative structures for more consistent campaigns
- Model routing based on the task rather than one model for everything
- Published content calendars that teams can share outside the workspace
Recorded product snapshot
Our latest operating snapshot records real product activity, not projected reach.
Engineering decisions
Memory is product functionality
Brand facts, decisions and source material need a durable structure. A longer prompt is not a substitute for a memory model.
Generation and truth are different layers
Source material, brand rules and campaign instructions are stored separately so generated output can be creative without quietly rewriting the brand.
Human review stays visible
The goal is not to remove the person responsible for the brand. It is to reduce repetitive preparation and make judgment easier to apply.
Public evidence
Visit Andora
Founder and CTO of Raysource Labs. I build AI products, workflow automation and operational software.