AI Job Builder

From job description to real-world, interview-ready proof.

Build the right project, track your readiness, and generate answers grounded in real work.
Designed for software, ML, AI, and systems roles β€” especially where reliability, evaluation, and real-world constraints matter.

What you get

🎯
Tailored project
πŸ› οΈ
Guided build
πŸ“Š
Readiness signal
πŸ“
Real application outputs

How it works

πŸ“„Job
β†’
🧠Project
β†’
βš™οΈBuild
β†’
πŸ“ŠProof
β†’
πŸ“Apply

What the output looks like

Readiness High-priority: 3/3
🟒 HIGH

Verdict You should apply.
Resume bullet Shipped a ranking service hitting 87ms p99 under benchmark load; documented per-request vs batching tradeoff with a 500-QPS threshold.
Interview answer "I built it end-to-end including evaluation under three noise scenarios, and I can defend the architecture choices with measured numbers…"
Readiness High-priority: 2/3
🟑 MEDIUM

Next step β†’ Add an evaluation report comparing 3 noise scenarios.
Resume bullet Built a ranking service handling noisy real-time inputs, with measured p99 latency on a local benchmark.
Interview answer "I focused on the request path under realistic noise, and chose per-request scoring over batching because…"
Readiness High-priority: 0/3
πŸ”΄ LOW

Verdict Not yet β€” build more evidence first.
Top next actions β†’ Implement milestone 1 (rank endpoint)
β†’ Capture a measured latency number
β†’ Write a one-page tradeoffs doc
Resume bullet None yet β€” the system refuses to write inflated bullets when there's no real evidence.

Why this is different

grounded
aligned
honest

Start with a job

Paste a JD and your resume. Optional context makes the analysis sharper.

Plain paragraphs are fine β€” paste whatever you've gathered. Power users can use YAML key:value pairs (see samples/context.yaml) for structured input like company_name / team_name / hiring_manager_name.

Makes ~10 LLM calls; usually 60–120 seconds.

Working on it

This may take a moment.

Calling the LLM

Watch your aijb serve terminal for progress, or check out/<run>/ for new files appearing.