Intermediatestable05_/_INTERMEDIATE

Job Application Assistant

Tailors a resume to a target JD and drafts a matching cover letter, citing the best evidence from the candidate's history.

Py_3.12CrewAIPyDanticVIEW SOURCE

# INPUT_PROMPT // JOB_APP_ASSISTANT

SCHEMA: V.1.0

>>>JOB_DESCRIPTION

Staff PM, Growth at a Series C consumer fintech. Owns activation + retention. Looking for someone who has shipped experiment programs at >5M MAU and rebuilt onboarding from scratch.

>>>BASE_RESUME

Anika Rao - PM with 9 years across consumer apps. Led growth at Hopper (12M MAU), shipped 40+ experiments per quarter, redesigned onboarding twice. Earlier roles at Tinder (PM, retention) and Lyft (PM, payments).

system@agent-archive:~$

IDLE

OUTPUT_LOG:

[IDLE] Awaiting input. Press RUN DEMO to initialize the pipeline.

LIVE_EXECUTION_LOG // job-app-assistant0 EVENTS

[STREAM] No active execution. Trigger a run to populate the log.

/SYSTEM_INTERNALS

ARCHITECTURE

SYSTEM_ARCHITECTURE

[01]JD Parser

[02]Resume Tailor

[03]Cover Letter Writer

/BACKEND_CONTRACT

PLUGGABLE RUNTIME

This demo serves a hardcoded fixture today. Set NEXT_PUBLIC_USE_REAL_BACKEND=true and the same UI will POST /api/intermediate/job-app-assistant to a real CrewAI service - no UI change required.

/TYPED_INTERFACE

runProject(JOB_APP_ASSISTANT, {
  jd: string,
  resume: string,
}) -> markdown