A series of projects inspired by Antonio Gullí's Agentic Design Patterns book, exploring different agentic AI applications in education. The first chapter implements a LangChain-powered science diagnostic tool for teachers.
Independent learning experiments
Agentic Design Patterns
A series of AI applications inspired by the Agentic Design Patterns book, exploring multi-agent architectures applied to education, including a LangChain-powered science diagnostic tool for teachers.
Keep exploring
More work
Knowledge, with a feedback loop
01 / INPUTExpert
interviews
interviews
02 / STRUCTUREDecision
points
points
03 / REVIEWHuman
judgment
judgment
Targeted questions · Missing knowledge · Refine
Prototype development
Agentize
Turning expert interviews into structured decision points for sales-training agents, with a workflow for human review and refinement.
My contribution
Product specs, API contracts & review workflow design
1 → 15expert decision points operators judged useful, before vs. after the extraction workflow redesign
- Product
- API design
- Evals
Completed honours research
Scaling Social Reasoning in LLMs
Testing where LLMs lose track of what people know and believe, and how reasoning structure changes their performance.
My contribution
Experiment design, model evaluation & analysis
10,800+model evaluations across 1,800 social-reasoning scenarios
- Research
- Evals
- Prompting
Completed MVP & pilot
Aligned
Helping student teams turn scattered course requirements into a shared plan, starting with AI syllabus extraction.
My contribution
User research, production deployment & landing site
30%less coordination time reported in an eight-user pilot
- Product
- User research
- Deployment