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Work Background
OutlierSenior LLM Trainer & Evaluator
Jan. 2025United States, Cupertino• Evaluated and annotated thousands of LLM outputs per week across multiple projects for
leading LLM companies, testing reasoning, factual accuracy, style and safety
• Provided structured feedback that fed directly into prompt, policy and evaluation guideline
updates, helping reduce repeated failure patterns on complex tasks
• Spotted systematic issues in data quality and edge cases on financial and enterprise
workflows, improving the signal of training and evaluation datasets
HansaWorldERP Software Analyst & QA
May. 2019 - Jul. 2025Sweden, Stockholm• Led analysis and design for integrations between the ERP and European payment systems (SEPA, open banking, payment gateways, e-invoicing, and fiscal services) for multiple
countries
• Contributed to the design and initial development of an AI assistant embedded in the ERP to support users directly inside the system
• Wrote functional and technical specifications for APIs, file exchanges, and banking
protocols, working closely with an international development team
• Coordinated testing, defect management, and user acceptance testing, reducing go-live incidents and production regressions
• Interfaced with banks, PSPs, and local partners to align on regulatory and technical
requirements
•
Helped reduce manual reconciliation and error rates for finance teams by stabilizing bank
and payment integrations
Centro Sistemi SrlERP Consultant
Nov. 2017 - May. 2019Italy, Treviso• Implemented and customized ERP solutions for SMEs in manufacturing and services
• Collected requirements from finance and operations, translated them into configurations and small customizations
• Trained end users and supported go-live, focusing on adoption and reduction of workarounds
SCHAEFFLER WATER PUMP BEARING ITALIA SRLSenior System Integrator
Mar. 2017 - May. 2019Italy, Novara• Managed integrations between ERP, production, and reporting systems in a manufacturing environment
• Maintained data flows for planning, inventory, and quality, ensuring consistency across systems
• Supported local IT and global teams on change requests and rollouts, helping keep production and reporting systems aligned during process changes
ECHO Research & Development SpAIT Manager
Dec. 2013 - Nov. 2017Italy, Cormano• Owned the full ERP and BI stack for a growing company
• Introduced reporting and dashboards for management, sales, and operations, reducing ad-hoc spreadsheet reporting and improving decision speed
• Managed infrastructure, backups and security, coordinating external vendors where needed
Albatro Software & Consulting S.r.l.ERP Consultant
Jan. 2012 - Nov. 2013Italy, Milan• Implemented Zucchetti ERP solutions from requirements gathering to go-live and user training
• Developed and customized ERP modules and reports using SQL, scripting tools, and Python
RoomTimeSenior Software Engineer
May. 2011 - Feb. 2012Italy, TurinCustom ERP Implementation
QCP ItalyExternal Consultant - Webmaster
Jan. 2011 - Jan. 2015Milano, ItaliaGestione dei sistemi IT e sito web
IntuslegerechemiaExternal Consultant - Webmaster
Oct. 2010 - Jan. 2017Milano, ItaliaGestione dei sistemi IT e sito web
Chemical Pharmaceutical AssociationExternal Consultant – Webmaster
Apr. 2010 - Jan. 2015Milano, ItaliaGestione dei sistemi IT e sito web
CONGEST Excellence s.r.l.Software Developer
Mar. 2010 - Jun. 2013Milano, Italia
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