Talk to Aurimas about
- MCP protocol
- LLM system performance
- AI engineering education
How Aurimas thinks
Open protocols need standards
Open protocols for Agent communication are important but just a piece of the picture; standards are needed to govern
For you: You should consider how standards can complement the protocols you use.
Prompt caching reduces cost
Cache hit rate, prompt caching is often the technique that reduces cost the most.
For you: You can lower your AI service bills by improving prompt cache hit rates.
Measure AI beyond uptime
Traditional software metrics like uptime miss how fast users feel the system, its affordability at scale, or
For you: You should track latency, throughput and quality metrics to gauge real user impact.
Ask this first
- How do you design open protocols for multi‑agent systems?
- What metrics do you recommend for evaluating LLM‑driven products?
- Can you share tips for building an effective AI engineering bootcamp?
Aurimas's brain
Recently updated
MCP Host – Programs using LLMs at the core that want to access data through MCP.
Cache hit rate – prompt caching is often the technique that reduces cost the most.