Ssehgalnamitinarticles.namitsehgal.com·3h ago · 6 min readDemystifying GenAI Engineering: What to Train, How to Build, and Real Healthcare ArchitecturesWhen embarking on a Generative AI journey, many organizations quickly find themselves asking fundamental questions: Should we train our own AI model? Do we need a network of autonomous agents? How can00
Ssehgalnamitinarticles.namitsehgal.com·6h ago · 10 min readEnterprise Multi-Agent Architecture: Model-Agnostic Token Optimization, State Machines, and GovOps ControlsTransitioning enterprise AI from isolated prompt-response models to autonomous multi-agent networks introduces a critical engineering challenge: quadratic token compounding. In a distributed agent gra00
Ssehgalnamitinarticles.namitsehgal.com·3d ago · 7 min readAgentic AI Governance: Operationalizing MAS SAFR, Federated Gateways, and Human-in-the-Loop FlywheelsAs enterprise AI evolves from passive chat interfaces to fully autonomous multi-agent networks, classical governance architectures fail. Pre-deployment model evaluations, benchmark scores, and static 30
Ssehgalnamitinarticles.namitsehgal.com·3d ago · 12 min readMulti-Agent Operations: GovOps, Distributed Tracing, and Enterprise ResilienceBuilding a multi-agent system is only half the engineering challenge. Once autonomous agents start interacting, dynamically routing tasks, calling APIs, and updating state stores in production, non-de00
Ssehgalnamitinarticles.namitsehgal.com·3d ago · 7 min readMulti-Agent Architecture: Topology, State Machines, and Inter-Agent ProtocolsTransitioning enterprise AI from single prompt chatbots into autonomous multi-agent networks requires a fundamental shift in software engineering. While individual LLM agents excel at contained sub-ta00
