Autonomous Agent & RAG WorkflowsAbhay Kumar Gupta
Move beyond fragile, single-prompt AI wrappers. This service delivers production-grade, state-graph orchestrated multi-agent systems and advanced Retrieval-Augmented Generation (RAG) pipelines built to execute complex cognitive tasks deterministically and at scale.
Whether you need autonomous software engineering agents that interact with external code repositories, or highly secure enterprise search systems capable of analyzing thousands of dense legal, financial, or technical documents, I build stable agent networks optimized for minimum token overhead and maximum structural reliability.
What is Included:
State-Graph Agent Orchestration: Building reliable multi-agent systems using frameworks like LangGraph to maintain deterministic execution flows across complex business logic.
Production RAG Pipelines: Architecting end-to-end document ingestion, advanced chunking strategies, vector embeddings generation, and semantic search systems.
Custom Tool Integration: Engineering secure interfaces that allow AI agents to safely interact with local file systems, databases, webhooks, and third-party APIs.
Context & Token Optimization: Optimizing state memory and agent communication paths to reduce operational LLM token costs and latency bottlenecks.
Evaluation & Guardrails: Implementing strict validation layers to prevent hallucinations, secure user data pipelines, and ensure consistent, predictable outputs.
FAQs
Example work
Abhay Kumar's other services
Starting at$3,000
Duration2 weeks
Tags
LangGraph
Multi-Agent Systems
Python
RAG
Backend Engineer
Workflow Automation
AI Agents
LLM Engineering
Vector Databases
Service provided by
Abhay Kumar Gupta Bengaluru, India
Autonomous Agent & RAG WorkflowsAbhay Kumar Gupta
Starting at$3,000
Duration2 weeks
Tags
LangGraph
Multi-Agent Systems
Python
RAG
Backend Engineer
Workflow Automation
AI Agents
LLM Engineering
Vector Databases
Move beyond fragile, single-prompt AI wrappers. This service delivers production-grade, state-graph orchestrated multi-agent systems and advanced Retrieval-Augmented Generation (RAG) pipelines built to execute complex cognitive tasks deterministically and at scale.
Whether you need autonomous software engineering agents that interact with external code repositories, or highly secure enterprise search systems capable of analyzing thousands of dense legal, financial, or technical documents, I build stable agent networks optimized for minimum token overhead and maximum structural reliability.
What is Included:
State-Graph Agent Orchestration: Building reliable multi-agent systems using frameworks like LangGraph to maintain deterministic execution flows across complex business logic.
Production RAG Pipelines: Architecting end-to-end document ingestion, advanced chunking strategies, vector embeddings generation, and semantic search systems.
Custom Tool Integration: Engineering secure interfaces that allow AI agents to safely interact with local file systems, databases, webhooks, and third-party APIs.
Context & Token Optimization: Optimizing state memory and agent communication paths to reduce operational LLM token costs and latency bottlenecks.
Evaluation & Guardrails: Implementing strict validation layers to prevent hallucinations, secure user data pipelines, and ensure consistent, predictable outputs.
FAQs
Example work
Abhay Kumar's other services
$3,000