›Dec 2025 – Present
Full-Stack AI Engineer
GrowtricsAI
“Solo-engineer pace at a startup — propose, build, ship, iterate crazy fast across the whole stack: data pipelines, agents, video generation, all the way to the UI students actually touch.”
## Metrics
The numbers behind the work — measured in production, not in benchmarks.
>99%
precision
accepted-item metric; evaluation details not public
~73%
conversion rate
unstructured → structured Q&A
50k+
questions populated
across subjects + curricula
5
engineering modes
solo · team · PM · design · ops
## Missions
- 01
Replaced manual content labeling with an agentic document-parsing pipeline — a stronger verification logic that generalises across edge cases instead of memorising shapes, hitting >99% precision while still converting ~73% of unstructured educational content into clean structured Q&A data — 50k+ questions populated.
- 02
Designed the structured-output schema and the model emitter that powers it — each parsed item carries enough downstream signal (teaching cues, learning concepts, hidden analytical tags, and a few other things the product is not ready to talk about yet) to feed several internal product surfaces at once, without leaking how it was assembled.
- 03
Built an agentic research + crawling system that ingests curriculum content from across the web with provenance-grade source verification: planner-driven multi-hop search, syllabus-mapping agents that align fragments back to the curriculum tree, and citation tracking — so every generated explanation can be traced to a trusted source.
- 04
Built the observability + orchestration backbone for our GenAI platform: end-to-end traces, cost dashboards, schedulers for long-running jobs, and a single place to discover and operate every model/tool/workflow shipping across the company.
- 05
Worn every hat the work needed: solo engineer owning a feature end-to-end, peer co-working with founders on roadmap, and stepping into product + lightweight design when no one else was free. Comfortable in any mode — what matters is the thing shipping well.