# Writers and editorial team

- **Althaf Ashraf** — AI Systems Engineer, Tata Consultancy Services. AI systems engineer working on agentic decision systems and retrieval architectures at TCS, with a focus on getting AI into real workflows rather than demos. (https://www.1stepgrow.com/authors/althaf-ashraf/)
- **Ayushi Kulshreshta** — AI Engineer. AI engineer building retrieval-augmented systems, previously a software developer at VDB Inc. and an R&D associate at Nokia. (https://www.1stepgrow.com/authors/ayushi-kulshreshta/)
- **Vanshika Nigam** — ETL & Data Engineer, Accenture. ETL developer at Accenture working with Informatica, Snowflake and DBT, specialising in data mapping, cleansing and pipeline performance. (https://www.1stepgrow.com/authors/vanshika-nigam/)
- **Sivaranjani S** — Cloud Operations Engineer, Zoho. Cloud operations engineer and technical writer at Zoho, previously technical content consultant at 1stepGrow Academy. (https://www.1stepgrow.com/authors/sivaranjani-s/)
- **Nishant Kiran** — B2B SaaS & EdTech Content Strategist. Content writer and copy editor with seven years across EdTech, FinTech and B2B technology. Formerly led content marketing at 1stepGrow Academy. (https://www.1stepgrow.com/authors/nishant-kiran/)
- **Ravi Pradhan** — AI Expert - 11+ Yrs Experience. AI and data specialist with more than eleven years across EdTech, financial services and technology, and an IBM Certified Data Scientist. (https://www.1stepgrow.com/authors/ravi-pradhan/)