Anderson L.

I design and deliver production AI systems from LLM and multi-agent platforms to RAG, decision intelligence and zero-touch automation. I own the path from problem definition and architecture through implementation, evaluation and deployment. I am a Top-Rated Plus consultant with a 100% Job Success Score, $90K+ earned and 4,500+ hours delivered on Upwork. My work spans finance and deal analysis, materials science, mining, real estate, go-to-market engineering, advanced manufacturing and scientific simulation. WHAT I CAN BUILD • Agentic AI and multi-agent systems: autonomous planning, delegation, tool use, workflow execution, validation and recovery. • RAG and enterprise knowledge systems: document ingestion, structured extraction, semantic search, vector databases, knowledge graphs, evidence traceability and citations. • Zero-human and human-on-the-loop platforms: Agent-to-Agent (A2A) communication, Model Context Protocol (MCP), persistent memory, event-driven orchestration, guardrails and approval controls. • AI-powered data and decision products: research platforms, financial intelligence, materials discovery, opportunity scoring, GTM automation and operational decision support. • Production AI infrastructure: model selection and routing, prompt and context engineering, evaluation frameworks, regression testing, observability, cost controls, security and LLMOps. • Scientific and industrial AI: digital twins, surrogate models, physics-informed AI, simulation automation, optimisation and high-performance computing. SELECTED RESULTS • Built GTM intelligence engines covering 90,000+ enriched records and contributing to 100+ qualified sales meetings. • Transformed more than 10 years of materials-science experiments into a searchable, ML-ready data platform, reducing discovery from hours to seconds. • Delivered an agentic R&D platform that increased workflow throughput by approximately 70%, reduced manual cycles by 40% and accelerated technical iteration by 3×. • Led simulation and digital-twin products achieving more than 95% predictive accuracy and generating over £10M in R&D value. TECHNOLOGY Python, C++, TypeScript, React, PostgreSQL, AWS, Azure, APIs, LLMs, RAG, MCP, A2A, LangChain, LangGraph, vector databases, knowledge graphs, tool calling, multi-agent orchestration, evaluation and observability. WHAT DIFFERENTIATES ME I combine AI architecture and hands-on software delivery with 14+ years of experience building complex, high-reliability engineering products. I can work with founders and executives on AI strategy and operating models, then work directly with engineers and data teams to ship the system. I am particularly suited to projects involving: • AI product or platform architecture • Agentic workflow design and implementation • RAG, document intelligence and knowledge systems • AI MVP development and productionisation • AI architecture audits or rescue work • Fractional Chief AI Officer or senior technical advisory support • Scientific, industrial or cross-domain AI applications If you have a complex workflow, fragmented data or an AI concept that needs to become a dependable product, send me the problem, current stack and desired outcome. I will help you define the shortest credible route to production.