← all systems · case file 02 · rank_jobs() · 9-Board Ingest · Zero-Fabrication Guard
LazyHire
Where AI finds the job that finds you.
Summary
A private AI career workspace built for Kerala's tech hubs. It combines local semantic retrieval, deduplication across job boards, transparent match scoring and zero-fabrication CV tailoring that rejects any edit adding experience, metrics or credentials it can't trace back to your source CV.1Case write-up and screens
Private repository. A walkthrough is available on request.
| Value | What | Method | Source |
|---|---|---|---|
| 9 | Job sources merged and deduplicated | Job sources the ingest step aggregates, deduplicated on canonical URL plus company, title and location. | [1] writeup |
| 4 | Application stages tracked | Stages in the app's application tracker (private repo). | [1] writeup |
| PDF · DOCX | Private, guarded CV review | CV formats the private review accepts (private repo). | [1] writeup |
Problem
Listings around Technopark, Infopark and UL CyberPark are scattered across disconnected portals, full of duplicates, often missing dates, and linked to generic company homepages.1Case write-up and screens
Architecture
9-source ingest, deduplicated on URL plus company, title and location; MiniLM and SQLite FTS5 ranking; fabrication guard on CV edits
01Ingest and deduplicate
Aggregates 9 job sources, validates apply links, and deduplicates postings on canonical URL plus company, title and location.
02Transparent ranking
Ranks jobs with local MiniLM embeddings and SQLite FTS5 across freshness, source quality, location, role fit and skills, so every match score can be inspected.
03Guardrails and security
Rejects tailored CV output that fabricates numbers or requirements. Encrypted CV and account storage, per-request CSP nonces, CSRF checks on mutations, upload scanning and audit logging.
Not claimed
- How many people got hired through it?
- None of my sources track hires, so I won't put a number on it.
Sources
source [1] · Case Write-up · LazyHire
Case write-up and screens
github.com/vinayak533/vinayak533#selected-work
