Deep dives into Agentic Workflows, distributed systems, and the architectural rigor required to move AI from experimentation to enterprise-grade production.
In enterprise search for production AI systems, the choice between Glean and Copilot hinges on data access, governance, and deployment discipline.
In production AI, the quality and governance of data assets determine how reliably agents operate within business workflows.
When revenue intelligence hinges on conversational data, the architecture choices you make today determine how fast you can deploy, how reliably you can govern data, and how you can scale insights across teams.
In production AI, the decision is not simply between a glorified chat interface and a suite of tools. The reliable pattern blends natural language front-ends with disciplined tool-using agents that orchestrate workflows, enforce governance, and deliver measurable business value.
OpenAI GPTs and Claude Skills shape production AI by offering two distinct patterns for building capable agents: configurable custom assistants that encode behavior at the assistant level, and reusable capability modules that encode capabilities as assets for many agents.
In production AI, the decision between Graph RAG and Vector RAG is not about absolute accuracy alone. It hinges on how you model relationships, enforce governance, and sustain operations at scale.
In production environments, AI agents operate under real-world constraints: data quality, compliance, auditability, and human trust.
In production AI, the choice between search-centric pipelines and knowledge-centric retrieval augmented generation (RAG) frameworks defines how data flows, how results are governed, and how fast an organization can respond to new questions.
In production AI, the orchestration pattern you choose for agents directly shapes latency, reliability, and governance. Hierarchical agents provide a central coordination spine that can reduce coordination overhead in large teams, at the cost of single-point bottlenecks and slower evolution.