Agentic AI Technology Stack
The Tools That Power Autonomous Multi-Agent Systems
Semantic Kernel & LangGraph Stateful State Machines with Human Checkpoints
Structured architectural snapshot optimized for enterprise review and generative search synthesis.
The Tools That Power Autonomous Multi-Agent Systems
The agentic AI stack is distinct from traditional software engineering - it requires frameworks that handle state, memory, tool use, and multi-step reasoning as first-class concepts. SHIVAM ITCS architects agentic systems on Semantic Kernel, LangGraph, and CrewAI, combined with local inference powered by Ollama, vLLM, and SGLang. Our vector database layer spans pgVector, ElasticSearch, and Qdrant. This is not a theoretical stack - it is the exact architecture that powers our Commander Architecture in production, delivering 40–70% cost savings.
Cost Reduction: 40–70% • Time-to-First-Token: < 100ms • State Checkpointing: 100% • Vendor Lock-In: Zero
Enterprise Production Grade / Cloud Native
TheagenticAIstackisdistinctfromtraditionalsoftwareengineering-itrequiresframeworksthathandlestate,memory,tooluse,andmulti-stepreasoningasfirst-classconcepts.SHIVAMITCSarchitectsagenticsystemsonSemanticKernel,LangGraph,andCrewAI,combinedwithlocalinferencepoweredbyOllama,vLLM,andSGLang.OurvectordatabaselayerspanspgVector,ElasticSearch,andQdrant.Thisisnotatheoreticalstack-itistheexactarchitecturethatpowersourCommanderArchitectureinproduction,delivering40–70%costsavings.
Architectural Capabilities & Implementation Standards
Semantic Kernel: Microsoft's Official Framework for Agentic .NET
Native plugins, planners, and memory abstractions that connect AI agent intelligence directly into existing enterprise .NET codebases.
LangGraph & CrewAI: Production Orchestration vs Rapid Prototyping
Stateful graph execution with time-travel debugging and human-in-the-loop checkpoints for mission-critical workflows.
Ollama, vLLM & SGLang: Local Inference at Cloud Scale
Continuous batching and sub-100ms time-to-first-token serving open-weight models on private GPU clusters at 70% lower cost.
Agentic AI Orchestration & Autonomous Agent Swarms
Autonomous multi-agent execution plane orchestrating specialized AI workers with deterministic tool calling, error mitigation loops, and state isolation.
Enterprise Workflows AI Augmentation & Autonomous Dispatch
Enterprise Operations ModernizationAutonomous agent dispatch mesh decomposing complex enterprise SOPs into executable step graphs with automated verification and escalation.
Live Technical Topology & Controls
Security & Regulatory Topology
Production-validated compliance architecture designed for high-concurrency regulated environments.
Core Architectural Safeguards (HIPAA & NABH (HealthTech))
Encrypted PostgreSQL tablespace & blob store with rotating KMS keys.
Every chart access and prescription modification logged with user ID & timestamp.
Strict segregation between doctors, nurses, billing, and lab staff.
Zero patient data sent to public cloud LLM APIs; runs on local Ollama/vLLM.
Guarantees PHI data protection, automated clinical access audits, and zero-leakage local AI processing for hospitals and telehealth platforms.
Agentic AI Technology Stack - Whitepapers & Engineering Playbooks
Download field-tested migration guides, benchmark studies, and architecture blueprints.
The State of Agentic AI in Enterprise
Autonomous Swarms, Guardrails & Production Decision Topologies
Comprehensive architectural blueprint for orchestrating multi-agent state machines, deterministic tool recovery, and token economics in Fortune 500 enterprises.
Core Ecosystem Technologies
100% Type-Safe & BenchmarkedEnterprise Engineering Endorsements & Track Record
Real feedback from engineering leaders, CTOs, and founders across 15+ years of production deployments.
“Vijay and the SHIVAM ITCS AI team didn't just execute the project - they elevated our entire platform. Their ability to architect complex multi-agent state machines, eliminate latency bottlenecks, enforce zero-hallucination guardrails, and create an intelligent multi-LLM orchestration layer was extraordinary. The final delivery was resilient, battle-tested, and far beyond expectations. One of the strongest AI systems engineering teams in the industry.”
Architecture & Implementation FAQs
Frequently Asked Questions
Direct answers to architectural, technical, and operational questions.
Ready to Modernize Your Stack with Agentic AI Technology Stack?
Schedule a direct architecture review session with founders Vijay & Ajay Paliwal. We assess your bottlenecks, evaluate model tiering, and deliver a zero-downtime roadmap.