Agent & AI Insights
Claude Code know-how, heterogeneous agents, harness engineering, and more — trends and adoption know-how from the Marblo team
Heterogeneous Agents
MCP Protocol
AI Governance
In-house Adoption
AI AgentsMay 17, 2026
Heterogeneous Agents in Production — Why Single-Model Setups Fail at Scale
After running heterogeneous AI agents in production for 18 months, we measured what single-vendor setups give up. The cost premium, the failure modes, and the team-level patterns that only work when you mix models on purpose.
#AI Agents#Heterogeneous#Production
Hypemarc AI Team
AI AgentsMay 13, 2026
Why Heterogeneous AI Agents Beat Single-Model — Claude, GPT, and Gemini on One Board
Why leading AI teams in 2026 are choosing heterogeneous agent orchestration over single-vendor solutions. The performance gap and cost efficiency that comes from role-based model assignment — Claude reasoning, GPT generation, Gemini verification.
#Multi-Agent#Heterogeneous Agents#Claude
Hypemarc AI Team