Post
182
Synapse: Multi-Model Routing Architecture for Marketing Tasks
Hey HF community! We just released Synapse, a system that orchestrates multiple models + humans for marketing workflows.
The Problem: Generic LLMs struggle with brand consistency, don't know when to think deep vs. fast, and can't decide when human expertise is needed.
Our Approach:
AGM-2 (13B model trained on 2M marketing docs)
Frontier models (GPT-4/Claude) for generalization
Human experts activated programmatically
Adaptive reasoning that scales cognitive effort automatically
Architecture: 5 specialized "cortices" handle different functions:
Brief parsing → Strategic planning → Creative generation → Performance optimization → Human escalation
Results:
Consistent brand voice, 2-3 week workflows down to 72 hours, measurable improvement over ChatGPT-based systems.
Questions for the community:
Thoughts on multi-model routing in production?
How do you handle human-in-the-loop at scale?
Anyone working on similar domain-specific architectures?
Built this to solve real marketing execution problems.
Would love feedback from researchers working on routing, domain adaptation, or human-AI collaboration.
Links: https://www.averi.ai/blog/averi-launches-synapse-a-new-ai-system-architecture-powering-agm-2-and-human-ai-collaboration-at-scale
Hey HF community! We just released Synapse, a system that orchestrates multiple models + humans for marketing workflows.
The Problem: Generic LLMs struggle with brand consistency, don't know when to think deep vs. fast, and can't decide when human expertise is needed.
Our Approach:
AGM-2 (13B model trained on 2M marketing docs)
Frontier models (GPT-4/Claude) for generalization
Human experts activated programmatically
Adaptive reasoning that scales cognitive effort automatically
Architecture: 5 specialized "cortices" handle different functions:
Brief parsing → Strategic planning → Creative generation → Performance optimization → Human escalation
Results:
Consistent brand voice, 2-3 week workflows down to 72 hours, measurable improvement over ChatGPT-based systems.
Questions for the community:
Thoughts on multi-model routing in production?
How do you handle human-in-the-loop at scale?
Anyone working on similar domain-specific architectures?
Built this to solve real marketing execution problems.
Would love feedback from researchers working on routing, domain adaptation, or human-AI collaboration.
Links: https://www.averi.ai/blog/averi-launches-synapse-a-new-ai-system-architecture-powering-agm-2-and-human-ai-collaboration-at-scale