Musreen Azwan Mustafa
Employers on the program
- 2026PETRONAS Digital1 talk
The year around now
Talks in the past 12 months and announced talks ahead, one row per conference, January to December. Hover a mark for the talk.
Appearances by year
- Data + AI Summit
Talks
| Date | Event | Conference | Role | Title | Links |
|---|---|---|---|---|---|
| Jun 15, 2026 | Data + AI Summit 2026 | Data + AI Summit | speaker | Unifying Upstream Intelligence with Generative AI as PETRONAS PetroWizard & IntelliSense utilizes an agent-based generative AI architecture on Databricks to address PETRONAS's challenge of fragmented, largely unstructured…Show lessPetroWizard & IntelliSense utilizes an agent-based generative AI architecture on Databricks to address PETRONAS's challenge of fragmented, largely unstructured upstream data (90% unstructured, across OSDU, PI, SQL, etc.). Engineers previously spent 3–5 days locating data. This solution, featuring a Central Orchestrator and four specialized agents (Subsurface, Surface, Sensor, Model Router), enables cross-domain reasoning and model-agnostic, governed data intelligence. Outcomes include reducing data discovery time to 30–45 seconds, achieving 90%+ query accuracy, high user satisfaction (4/5 across 3,000+ users) and full audit traceability, fundamentally transforming upstream decision-making. |
Frequent co-speakers
| Speaker | Shared events | Shared talks | Last together |
|---|---|---|---|
| Prashant Singh | 1 | 1 | 2026 |
Speakers with the same name are merged into one entry, so this page may combine more than one person. Affiliations are shown as each conference listed them.