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Demi
Thathsara

AI Solutions Architect, Forward Deployed Engineer, Agent Engineer, Business Analyst, Full Stack Developer, Digital Marketing Specialist

I built a document pipeline for an Australian state government client. 90% F1 on one named benchmark, with every value linked to its source page.

Demi Thathsara, smiling at the camera
Melbourne

How the work is built

12 LangGraph nodes, shown as six steps

Illustrative, no client data

Records reach Salesforce checked, with every value linked to its source page. Built with LangGraph, Python and FastAPI.Hover, focus or tap a step or an agent, or run one pass.

An Australian state government clientvia Silvatron Pty Ltd

Document pipeline

Illustrative, no client data
Read the case

Tools I ship with

Every tool here ships in a published case study.

Agents and models

Languages and frameworks

Data and hosting

Document pipeline · 7 tools · Read the case

Selected work

Three projects, each with its status and how its numbers were measured.

All projects

Got documents or a workflow to automate?

Tell me how the work runs today and where it breaks. I'll tell you whether an agent belongs in it, and what a first version could look like.