SkillChirp
CAREER PROJECT · Intermediate · 2 weekends

Support Ticket Triage Assistant

Classify and route support tickets with confidence thresholds, human review and evaluation.

ClassificationLLMsEvaluationHuman-in-loopAPIs
DEFINITION OF DONE

Leave artifacts a reviewer can inspect.

01

Labeled eval set

Make this concrete enough that another engineer can understand what you built and why.

02

Triage API

Make this concrete enough that another engineer can understand what you built and why.

03

Review queue

Make this concrete enough that another engineer can understand what you built and why.

04

Error analysis

Make this concrete enough that another engineer can understand what you built and why.

05

Metrics

Make this concrete enough that another engineer can understand what you built and why.

RESUME / PORTFOLIO FRAMING

Describe what you actually did.

Built an AI-assisted ticket triage system with confidence thresholds, human review and measured classification quality.

Use this as a starting structure, then replace it with your real implementation details, metrics and constraints. Do not claim outcomes you did not measure.

Validate the shipped project →
STRETCH GOALS

Go deeper if the core is already solid.

Active learning

Add only if it strengthens the engineering story instead of delaying a finished, deployable core.

Drift checks

Add only if it strengthens the engineering story instead of delaying a finished, deployable core.

Multilingual eval

Add only if it strengthens the engineering story instead of delaying a finished, deployable core.