About Aivar Innovations

Aivar is an AI-first technology partner where cutting-edge technology meets industry expertise to supercharge your projects. Our AI-augmented teams accelerate development, reduce time-to-market, and deliver exceptional code quality. We bring together the best minds in tech to craft scalable, repeatable solutions that drive real momentum for your business.
- Technical Focus

Own accelerators’ intelligence core: the governance processing engine, multi-agent document extraction, knowledge graph construction, LLM orchestration, and the Evals Engine for cross-model benchmarking. Ship production systems processing 100K+ enterprise documents.
- Functional Expectations
- Build the governance engine — reasoning against business rules, compliance validation with green/red-line thresholds, and action execution
- Design multi-agent orchestration across the 6-n stage pipeline with structured reasoning chains and tool-use patterns
- Implement multi-format document extraction (PDF, TIFF, JPG, structured data) using OCR, layout analysis, and table extraction models




- Build the decision graph / context graph that accumulates institutional knowledge from human-in-the-loop interventions
- Develop the Evals Engine for A/B testing across LLM providers (GPT-4, Claude, Llama, Mistral) with regression testing
- Implement responsible AI guardrails — bias detection, confidence calibration, explainability layers

Optimize inference cost and latency through quantization, caching, and intelligent model routing
- Must-Have Technical Skills
- Production LLM experience —Anthropic, Bedrock APIs + open-source models (Llama, Mistral)
- Agentic frameworks — Strands Agents, LangChain, LangGraph, CrewAI, AutoGen, or custom multi-agent systems
- Document AI — OCR, layout parsing (LayoutLM), table extraction, Textract/Unstructured.io
- Vector databases — OpenSearch, Pinecone, Weaviate, pgvector; RAG architecture design
- Solid async Python engineering — production-grade, not note

📌 Senior Ai/ml Engineer Agentic Systems (Bengaluru)
🏢 Aivar Innovations
📍 Bengaluru