Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
From the blog
Understand the four major vector index algorithms — Flat, IVF, HNSW, and Product Quantization — with clear explanations of accuracy vs speed tradeoffs and guidance on tuning parameters.
Master the art of combining vector similarity search with metadata filters, including pre-filter vs post-filter strategies, performance implications, and query design patterns across databases.
Learn how to use the Vercel AI SDK to build real-time streaming AI interfaces. Covers the useChat hook, server-side streaming, tool calling with generative UI, and multi-provider support in Next.js applications.
Deploy production-grade Gemini agents on Google Cloud with Vertex AI. Learn managed agent setup, grounding with enterprise data stores, VPC security, IAM controls, and scaling for enterprise workloads.
Understand why domain-specific vertical AI agents consistently outperform general-purpose solutions. Explore the competitive moats, specialization strategies, and real-world examples across legal, healthcare, finance, and software engineering.
Set up vLLM for production-grade LLM inference with PagedAttention, continuous batching, and OpenAI-compatible APIs. Learn performance tuning for serving open-source models at scale.
Learn how Voice Activity Detection works in voice AI agents — from energy-based methods to ML-based VAD models like Silero — including configuration, sensitivity tuning, and practical implementation.
Build resilient voice AI agents that handle failures gracefully — covering retry strategies, fallback messages, circuit breakers, and graceful degradation patterns for network outages, STT errors, and LLM timeouts.
Practical techniques to reduce voice AI agent latency below 500ms — covering streaming STT, early TTS start, connection reuse, speculative generation, and end-to-end pipeline optimization strategies.
