
Meet mcpd: requirements.txt for agentic systems
mcpd is to agents what requirements.txt is to applications: a single config to declare, pin, and run the tools your agents need, consistently across local, CI, and production.
I'm a Machine Learning Engineer with a background in NLP and text generation. I'm keen on building and deploying ML systems for real-world scenarios.
mcpd is to agents what requirements.txt is to applications: a single config to declare, pin, and run the tools your agents need, consistently across local, CI, and production.
Generative AI models are highly sensitive to input phrasing. Even small changes to a prompt or switching between models can lead to different results. Adding to the complexity, LLMs often act as black-boxes, making it difficult to understand how specific prompts influence their behavior.
LLMs have transformed a wide array of NLP applications, but concerns about privacy, data security, and control hinder LLM adoption for both individuals and enterprises. In this blog post, we focus on local LLMs, which offer a compelling alternative to cloud-based solutions.