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📄 CV Generator

Generate CV Based on Job Description

Paste a job description, and the system will select the best CV variant and generate a tailored .docx file for download.

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🧠 Smart CV Generator

Unified Engine — Testing & Leadership Roles — Auto-detects role from JD, aligns your real experience using 3-tier matching (Exact → Adjacent → Transferable), then rewrites every bullet via LLM:
[ACTION VERB] + [TECHNOLOGY] + [BUSINESS CONTEXT] + [MEASURABLE IMPACT]

Generate Smart CV

ℹ️ How the Unified Smart CV Engine Works

1. Role Detection — JD classified into one of 8 roles (4 testing + 4 leadership). Two-pass scorer: title keywords (20 pts) then supplementary signals (3 pts). Tone adjusted per role.

2. 3-Tier JD Alignment — Every bullet scored against the JD: Exact (skill in JD & bullet = 10 pts), Adjacent (same technology domain cluster = 5 pts), Transferable (abstract pattern match = 2 pts).

3. Recency-weighted Selection — Top 4 bullets from the 2 most recent companies, top 3 from older ones. Always relevance-ordered within each company.

4. LLM Bullet Transformation — Rewritten by Ollama with formula:
[ACTION VERB] + [TECHNOLOGY] + [BUSINESS CONTEXT] + [MEASURABLE IMPACT]
LLM is explicitly instructed not to fabricate any metric not in the original.

5. ATS Optimisation — Exact-match JD keywords guaranteed in cover; LLM adds 5 supplementary ATS phrases. Embedded invisibly (white 1pt text) for maximum ATS score.

6. Template — Nilanjan Islam's CV layout preserved in full (fonts, borders, spacing) via lxml in-place modification.