Tag
LLM
5 posts
LLMs in production: RAG, fine-tuning, costs and enterprise deployment patterns.
AI-Native Architectures: Designing Systems Where AI Is a First-Class Citizen
How to design systems where AI is not bolted on but a central component. Data flow, feedback loops, and human-AI collaboration patterns.
NLP for Document Classification: Practical Implementation
Practical guide to document classification with NLP. Pre-trained models, fine-tuning, labeling workflows and deployment. Legal and logistics use cases.
LLMs in Production: Costs, Latency, and the Metrics Nobody Talks About
The reality of operating LLMs in production: token costs at scale, latency budgets, caching, model routing, and the hidden costs of prompt engineering.
RAG vs Fine-Tuning: Choosing the Right Approach for Your Business
RAG and fine-tuning solve different problems. Cost, latency, accuracy and maintenance compared with real benchmarks from production projects.
The Age of AI Agents: State of the Art in 2025
Monthly whitepaper on the real state of AI agents in production. Deployment patterns, cost structures, and reliability metrics from real-world systems.