Submission overview
TalentGraph AI ranks the 100 best-fit candidates for Redrob's founding Senior AI Engineer role. The ranking step is deterministic, CPU-only, uses no hosted LLM APIs, and reproduces inside a sandbox in well under five minutes.
100,000
candidates evaluated
~89s
full run · CPU · offline
0%
honeypots in top 100
100
unique reasonings
Reproducible
Stdlib-first, deterministic, no network — the CSV regenerates identically.
Trap-aware
A profile-consistency engine floors impossible profiles to tier 0.
Validated
Passes the official validator: 100 rows, unique ranks, monotonic scores.
Submission assets
- Submission CSV
submissions/team_talentgraph.csv - Reproducible ranker
rank.py - Top-100 + breakdowns
artifacts/top100.json - Audit summary
artifacts/audit.json - Validator
scripts/validate_submission.py
Redrob TalentGraph AI · India Runs Data & AI Challenge · Track 1