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AAA Arbitration — Discovery Deficiency Notice
Drafted an AAA arbitration deficiency notice identifying discovery gaps and requesting supplemental production across eight categories of disputed records.
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CRAG — Self-Correcting Research Assistant
Overview
A research-assistant project exploring how AI applications can retrieve information and improve the quality of their responses through a self-correction workflow.
Project focus
Python-based AI application development.
Retrieval and research workflow design.
Improving answer reliability through evaluation and correction.
Technologies: Python, AI, retrieval-augmented generation.
Self correction is where RAG gets useful. How do you judge a retrieved chunk as bad enough to trigger a new search?
8 seconds, one support ticket, zero typing.
Relay reads the email, sets it urgent, tags it as a bug, drafts the reply. The human reads the draft and hits Approve. That's the whole loop.
Yesterday I asked what would make you trust the draft. Today, a different question. Which ticket type would you let it send without approval first? Billing, bugs, cancellations, or none?
Today I’m launching my new website: https://bojanmitevski.com/
Over the last decade, I’ve had the opportunity to work with companies like Personio, Vertice, Sedric, Kyan Health, Humin, and Deep Forestry. Working alongside their teams taught me more about strategic planning than any project could on its own.
I chose to focus on one service and do it well. Website Strategy
I help VPs of Marketing at growth-stage tech companies get their website direction right before anyone designs or builds a thing, especially when the company has outgrown its own website: a rebrand, a new market, a funding round, or a moment where the old story no longer matches the business.
Because great design works best with clear direction.
I’m grateful to all the clients, collaborators, and friends who helped me get here!
Take a look and tell me what you think.
Congrats on the launch, Bojan! Getting the website direction right before anyone designs is the step most teams skip, and it's usually why redesigns stall.