Aigents.au Engineering Fellow Brief • Verified Candidate

Kate Corcoran (ATAR 99.00) × SunDrive

Junior Mechatronics Engineer | Automation & Advanced Manufacturing R&D
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sundrive.aigents.au
The Complementary Model: Senior engineers spend up to 50% of their week wrangling telemetry data, cross-referencing compliance clauses, and writing repetitive scripts. Kate Corcoran combines top 1% academic rigor with enterprise AI workflow harnesses to absorb this operational drag on Day 1, allowing your lead engineers to focus purely on high-leverage delivery.
⚡ Role Complementarity Matrix
Advertised Role Need Existing Senior Team Drag How Kate Corcoran + AI Solves It
Automated Fixture & Jig Rapid Prototyping Senior mechatronics engineers spend excessive time debugging test fixture control loops and writing repetitive driver code.
Agentic Code Loops & Digital Twins
AI-assisted parameter sweeps, finite element analysis (FEA) verification scripts, and automated test harness generation.
MATLABPythonCAD AutomationAutomated Testing
Motion Control & Sensor Telemetry Logging Manual data extraction from automated fabrication rigs creates bottlenecks in cycle-time analysis.
Automated Anomaly & Telemetry Parsing
Python + Polars data pipelines augmented with agentic anomaly detection to wrangle dirty sensor logs and time-series data without manual data cleaning drag.
PythonPolarsPandasDuckDBAgentic Pipelines
Testing Documentation & Hardware Risk Logs Documenting validation test protocols and compliance requirements diverts time from hardware assembly.
Automated Anomaly & Telemetry Parsing
Python + Polars data pipelines augmented with agentic anomaly detection to wrangle dirty sensor logs and time-series data without manual data cleaning drag.
PythonPolarsPandasDuckDBAgentic Pipelines
🎓 Verified Academic & Technical Proof Points
ATAR 99.00
ATAR Academic Rank (Top 1%)
First Class Track
Bachelor of Engineering (Honours)
3 Days
Onboarding to Production Output
Key Technical Projects
Automated Heavy Asset Telemetry Parser: Engineered an agentic ingestion pipeline parsing 500k+ sensor data points per second, detecting thermal and vibration anomalies in heavy rotating machinery. (Reduced manual telemetry diagnostic time by 80%.)
Australian Standards Compliance Assistant: Built a sovereign, local RAG retrieval system indexing heavy vehicle, mechanical safety, and pressure vessel standards to cite applicable clauses in seconds. (Turned a 4-hour manual standards review into a 2-minute verified report.)
Placement Terms & Availability
• Engagement: 8–12 week high-impact vacation sprint or flexible co-op.
• Location: Brisbane / Hybrid / Site Travel.
• Interactive Portal: Test the live technical Q&A AIgent at sundrive.aigents.au.
• Scheduling: 15-minute technical fit interview available on request.
Aigents.au — Sovereign Australian Engineering Talent Substrate
Candidate: Kate Corcoran • Direct Brief for SunDrive