Enterprise AI Workflow Patterns: Autonomy vs Control
Choose between single inference, fully autonomous agents, deterministic workflows, and guided hybrid agents. Comparison matrix, JSON contracts, and when to escalate from one call to a full agent.
Architecture
Deep technical breakdowns: flow, layers, and design principles.
One Agent with Routes vs Specialized Agents: When to Split
Enterprise agent architecture: when a shared runtime with governed routes is enough, and when different execution boundaries require specialized agents.
Agent Identity: Who Is Asking vs Which Software Is Acting
User identity answers who is asking; agent identity answers which software is acting. Least privilege, audit, revoke, and dual gateway checks for real-time and batch.
Spotify Music Streaming Pipeline: From Upload to Search and Play
How a Spotify-class stack turns a master upload into searchable catalog and playable audio: ingest, multi-bitrate encode, search index, multi-CDN delivery, and client ABR over HTTP range requests.
Spotify Music Discovery: Inverted Index Search Explained
System design of inverted index search with a Spotify worked example: catalog vs index, title artist album lyrics postings, autocomplete, fuzzy match, ranking, and play hydration.
Netflix Video Processing Pipeline: From Studio Upload to Global Streaming
How Netflix turns a studio mezzanine into globally streamed ABR assets: Cosmos microservices, encoding, quality, packaging, and Open Connect delivery.
LLM Hosting Options for Regulated Industries
From public SaaS to air-gapped on-prem: a practical ladder of LLM hosting options, and how to choose based on regulatory pressure and engineering maturity.
Retrieval Is a Governed Action
Retrieval is not a database query; it is a governed action. How Policy-Governed Agent Runtime applies to RAG when context construction must be scoped, auditable, and enforced before inference.
How to Design an Intent Router for Agentic AI
A practical design guide for intent routing — route tables, layered classification, confidence thresholds, session stickiness, eval gates, and wiring dispatch into the agentic app before the model loop runs.
What Is an Intent Router — and Why It Matters in Agentic AI
An intent router is the first deterministic decision in an agent stack. It maps user requests to the right workflow, agent, and tool manifest before the model loop runs — and when it fails, every downstream stage can execute perfectly and still miss the user’s goal.