Laszlo C.
AI Engineer | AI Agents & AI Search & RAG + Evaluation
I'm an AI Engineer building AI agents, AI search, and RAG systems that deliver mathematically proven outcomes. I don't rely on "vibes" by eyeballing before-and-after results. Instead, I conduct statistically rigorous evaluation (using confidence intervals and paired significance tests) to ensure that any reported improvement is an undeniable gain that withstands scrutiny - not just noise. I measure whether systems actually work before you invest engineering hours into them. BACKGROUND: Over 19 years in software engineering from Nasdaq-listed firms to fast-paced startups, I have specialized in the full AI retrieval stack: hybrid search (BM25 + semantic), custom embeddings, cross-encoder reranking, fusion, GraphRAG, and knowledge-graph retrieval. AUTHOR & AUTHORITY: - Author of "Designing Hybrid Search Systems" (Leanpub) - A practitioner's guide to BM25, dense retrieval, reranking, and fusion. - Upcoming book: "Measuring Search: Quantifying Uncertainty for Confident Decisions" – Covering the measurement and statistics side of AI search. WHAT CAN I DO FOR YOU: - Independent evaluation: Auditing and evaluating your existing AI, retrieval, or RAG pipelines to identify precise bottlenecks and quantify ROI. - Hands-on implementation: Architecting, building, or fixing complex search and AI systems from the ground up.
Earnings and projects
Last 6 months ÷ 6
Last 6 months: $31k
$31k in the last 6 months
Across 29 contracts
Earnings, last 30 days
Skill rankings: #1 in 1 skill of 20
Rarest: top 1% in AI Model Training, of 1,135. Ranked by MRR among everyone on Upwork with the skill.
- Information Retrieval65 freelancers · 🇭🇺 #1Top 2%🇭🇺#1 of 1
- #6Vector Embedding107 freelancers · 🇭🇺 #1Top 6%🇭🇺#1 of 1
- #17AI Model Training1,135 freelancers · 🇭🇺 #1Top 1%🇭🇺#1 of 3
- #38Elasticsearch946 freelancers · 🇭🇺 #1Top 4%🇭🇺#1 of 3
- #42Vector Database1,142 freelancers · 🇭🇺 #1Top 4%🇭🇺#1 of 2
- #75Natural Language Processing2,688 freelancers · 🇭🇺 #1Top 3%🇭🇺#1 of 6
- #75LLM Prompt Engineering2,457 freelancers · 🇭🇺 #1Top 3%🇭🇺#1 of 2
- #88AI Implementation2,382 freelancers · 🇭🇺 #1Top 4%🇭🇺#1 of 6