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Engineering
Building Production LLMs: Lessons from 18 Months of Deployment
Key engineering insights from deploying large language models at scale — latency optimization, cost reduction, and reliability patterns.
12 min read
Research
Agentic AI Explained: How Autonomous Systems Actually Work
A technical deep-dive into how agentic AI systems plan, reason, use tools, and execute long-horizon tasks — with real architecture diagrams.
15 min read
Enterprise
Enterprise AI Adoption: What Fortune 500s Are Actually Building
Insights from 500+ enterprise AI deployments — the use cases that deliver ROI, the failure modes to avoid, and how leading companies structure their AI teams.
10 min read
Research
Multimodal AI Deep Dive: How Vision-Language Models See the World
How do models like Mentneo Vision understand images? A technical tour of cross-attention, visual tokens, and emerging multimodal architectures.
14 min read
AI Safety
Our Approach to AI Safety: Alignment, Interpretability & Red-teaming
A transparent look at how Mentneo approaches safety in model development — from preference learning to mechanistic interpretability and staged rollouts.
11 min read