AI Agents & Production ML Systems

15+ years shipping production AI. Strategy, engineering, and team building for agentic systems, LLM products, and ML infrastructure.

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Services

From strategy to shipping — embedded AI expertise across the full product lifecycle.

01

AI Strategy & Product Consulting

Roadmapping, feasibility assessment, and architecture design for AI products. Helping leadership teams make the right build-vs-buy decisions and avoid costly missteps.

Over a decade translating business goals into shipped AI systems
02

AI Engineering & Development

Hands-on building of agentic systems, ML pipelines, and production infrastructure. From rapid prototyping to deployed, monitored, and maintained AI products.

Shipped production AI across vision, NLP, and agentic systems
03

Team Building & Staffing

Finding, vetting, and assembling AI engineering teams. Technical interviewing, team structure design, and hands-on leadership for organizations scaling their AI capability.

Built and led ML teams across startups, agencies, and enterprises

AI Agents & LLMs

Agentic systems, advanced RAG, and production LLM infrastructure — building the AI that builds the future.

AI Agents & Tool Use

Agentic Systems & Multi-Agent Orchestration

Autonomous AI agents that reason, plan, and act — function calling, MCP tool orchestration, multi-agent workflows, and human-in-the-loop systems that get real work done.

Frontier LLMs Reasoning Models MCP Function Calling LangGraph CrewAI

RAG & Knowledge Systems

Advanced Retrieval & Structured Extraction

Agentic RAG, graph RAG, and multi-step retrieval pipelines — knowledge graphs, structured extraction, and hybrid search that turn your data into reliable, grounded answers.

Vector DBs Knowledge Graphs Semantic Search Reranking Hybrid Search

Fine-Tuning & Deployment

Model Adaptation & Inference Optimization

Model adaptation with LoRA and DPO, eval frameworks that catch regressions, and optimized inference for self-hosted LLMs — from training to production at scale.

LoRA DPO vLLM GGUF Ollama LLM Eval

Selected Projects

Recent work spanning AI agents, computer vision, and NLP.

Computer Vision

Aerial Vegetation Monitoring

End-to-end system for power utility vegetation management — drone & satellite imagery analysis, LIDAR point-cloud processing, and automated encroachment detection across thousands of miles of corridor.

90%+ detection accuracy
NLP

Biomedical Text Mining

Large-scale information extraction pipeline processing millions of PubMed abstracts — identifying patient characteristics, treatment outcomes, and adverse events for pharmaceutical research.

60M+ data points extracted
AI Agents

Agentic RAG Platform

Multi-agent knowledge system with tool-use and multi-step reasoning — agents orchestrate retrieval, validate sources, and synthesize answers across enterprise document stores.

Sub-second query latency

From ML Engineering to Agentic AI

AI Solutions Architect and ML Engineer with over a decade shipping production systems — from computer vision and aerial imagery analysis to autonomous vehicles and biometric security. MS in Mechanical Engineering with focus on Control Systems & Computational Science. Built and led engineering teams across startups, agencies, and enterprises, with particular strength in bridging business strategy and technical implementation. Now focused on the cutting edge of agentic AI — helping organizations build multi-agent systems, ship LLM products, and assemble the right teams to do it.

AI Agents MCP LangGraph Function Calling Structured Outputs CrewAI Prompt Engineering vLLM Ollama PyTorch AWS Docker Point Cloud LIDAR MongoDB Azure Google Cloud

Aleksandar has shown great aptitude and skill as a researcher and is very dedicated to his work. Thanks to his contributions, all projects were completed ahead of schedule.

Kartik Krishnan

Head of Quant Research, TickUp AB

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