DEV Community

Hanzala Mehmood profile picture

Hanzala Mehmood

Engineer + MSc Marketing. Building CVPilot — AI CV Optimisation for job seekers.

Location London Joined Joined on  Personal website https://cvpilot.pro
Your CV's hobbies section is usually dead code

Your CV's hobbies section is usually dead code

Comments
7 min read
The graduate scheme deadline is a race condition, and most candidates lose it

The graduate scheme deadline is a race condition, and most candidates lose it

Comments
6 min read
Stop Shipping Dead Weight on Your CV: The "References Available on Request" Anti-Pattern

Stop Shipping Dead Weight on Your CV: The "References Available on Request" Anti-Pattern

Comments
7 min read
Registration Numbers Are Hard Filters: Structure Your Trade CV Top-Down

Registration Numbers Are Hard Filters: Structure Your Trade CV Top-Down

Comments
7 min read
Treat the interviewer's "any questions?" like a code review, not a courtesy

Treat the interviewer's "any questions?" like a code review, not a courtesy

Comments
8 min read
Recruiters query LinkedIn like a database. Optimise your profile like an index.

Recruiters query LinkedIn like a database. Optimise your profile like an index.

Comments
8 min read
Your CV redundancy note is a defensive try/catch you do not need

Your CV redundancy note is a defensive try/catch you do not need

Comments
7 min read
The returner CV: stop hiding the gap your ATS already parsed

The returner CV: stop hiding the gap your ATS already parsed

Comments
7 min read
The career change CV is a translation problem, not a persuasion problem

The career change CV is a translation problem, not a persuasion problem

Comments
6 min read
The Auto-Apply Arms Race: What Happens When Every Candidate Ships an AI Agent

The Auto-Apply Arms Race: What Happens When Every Candidate Ships an AI Agent

Comments
7 min read
Regulated-Sector CVs: Qualification Level Is the Hard Filter, Warmth Is Unscoreable Signal

Regulated-Sector CVs: Qualification Level Is the Hard Filter, Warmth Is Unscoreable Signal

Comments
7 min read
Named tools are exact-match tokens, soft skills are noise: how an ATS scores a CV

Named tools are exact-match tokens, soft skills are noise: how an ATS scores a CV

Comments
7 min read
Credential-first: modelling an SIA licence as a hard filter at the top of a parser-read document

Credential-first: modelling an SIA licence as a hard filter at the top of a parser-read document

Comments
6 min read
Parsing licences and throughput: what operational CVs taught us about structured credential extraction

Parsing licences and throughput: what operational CVs taught us about structured credential extraction

Comments
7 min read
Scoring Throughput Over Craft: Lessons From Building Keyword Extraction for Chef CVs

Scoring Throughput Over Craft: Lessons From Building Keyword Extraction for Chef CVs

Comments
7 min read
The September Surge is a throughput problem, and your CV is the bottleneck

The September Surge is a throughput problem, and your CV is the bottleneck

Comments
6 min read
Everyone Started With a Blank Page: A First CV Guide for 16-Year-Olds

Everyone Started With a Blank Page: A First CV Guide for 16-Year-Olds

Comments
7 min read
Answering "What Is Your Greatest Weakness?" Like You Would Write a Post-Mortem

Answering "What Is Your Greatest Weakness?" Like You Would Write a Post-Mortem

Comments
8 min read
Your "tell me about yourself" answer is a function, not a memory dump

Your "tell me about yourself" answer is a function, not a memory dump

Comments
8 min read
Strengths-based interviews: the format where polish is a bug, not a feature

Strengths-based interviews: the format where polish is a bug, not a feature

Comments
7 min read
Reverse-engineering the assessment centre: optimise for the right metric, not volume

Reverse-engineering the assessment centre: optimise for the right metric, not volume

Comments
7 min read
Panel interviews: stop optimising for the loudest node

Panel interviews: stop optimising for the loudest node

Comments
8 min read
The phone screen is a filter, and most candidates fail it on latency, not logic

The phone screen is a filter, and most candidates fail it on latency, not logic

Comments
6 min read
Your A-Level Results Are Not Your Ceiling: The Real Options After Results Day 2026

Your A-Level Results Are Not Your Ceiling: The Real Options After Results Day 2026

Comments
7 min read
Stop Refactoring Your CV Verbs. Add the Numbers Instead.

Stop Refactoring Your CV Verbs. Add the Numbers Instead.

Comments
6 min read
Refactoring the student CV: availability is the interface a manager reads first

Refactoring the student CV: availability is the interface a manager reads first

Comments
8 min read
Apprenticeship applications are a matching problem, not a grades filter

Apprenticeship applications are a matching problem, not a grades filter

Comments
7 min read
The No-Experience Cover Letter, Refactored: A UK Template That Leads With Proof

The No-Experience Cover Letter, Refactored: A UK Template That Leads With Proof

Comments
7 min read
Your CV Personal Profile Is the First Block the Parser Reads (10 UK Examples)

Your CV Personal Profile Is the First Block the Parser Reads (10 UK Examples)

Comments
8 min read
The graduate CV problem is a data-labelling problem

The graduate CV problem is a data-labelling problem

Comments
6 min read
No callbacks? Debug the job-hunt pipeline before you scale the load

No callbacks? Debug the job-hunt pipeline before you scale the load

Comments
6 min read
Your async paper trail is your best remote CV evidence, and most engineers never show it

Your async paper trail is your best remote CV evidence, and most engineers never show it

Comments
7 min read
Refactoring your CV for a downturn: cut the noise, surface the signal

Refactoring your CV for a downturn: cut the noise, surface the signal

Comments
8 min read
Parsing structured credentials: what building HGV keyword extraction taught us

Parsing structured credentials: what building HGV keyword extraction taught us

Comments
7 min read
What Duty-Heavy CVs Taught Us About Scoring Judgement, a Signal Almost Invisible to a Keyword Extractor

What Duty-Heavy CVs Taught Us About Scoring Judgement, a Signal Almost Invisible to a Keyword Extractor

Comments
7 min read
What building ATS keyword extraction for regulated sectors taught us: score evidence, not sentiment

What building ATS keyword extraction for regulated sectors taught us: score evidence, not sentiment

Comments
7 min read
Structured credentials in unstructured text: parsing CVs for the trades

Structured credentials in unstructured text: parsing CVs for the trades

Comments
8 min read
How AI Chat Deflection Rewired Customer Service Work, and What It Does to CV Scoring

How AI Chat Deflection Rewired Customer Service Work, and What It Does to CV Scoring

Comments
7 min read
What Building ATS Keyword Extraction for High-Volume Retail Roles Taught Us About Parsing and Scoring

What Building ATS Keyword Extraction for High-Volume Retail Roles Taught Us About Parsing and Scoring

Comments
7 min read
Fingerprinting the ATS: what an application form's URL tells you before you type a word

Fingerprinting the ATS: what an application form's URL tells you before you type a word

Comments
7 min read
Answering "what are your salary expectations?" in a UK interview: deflect once, then commit

Answering "what are your salary expectations?" in a UK interview: deflect once, then commit

Comments
8 min read
The post-interview email is a one-line commit, not a rewrite

The post-interview email is a one-line commit, not a rewrite

Comments
8 min read
UK competency interviews are a caching problem: store six stories, not twenty answers

UK competency interviews are a caching problem: store six stories, not twenty answers

Comments
8 min read
Structured answers under pressure: what the STAR method gets right about evidence

Structured answers under pressure: what the STAR method gets right about evidence

Comments
6 min read
Your CV Is a Parser Problem: Evidence Density for Skills-Based Hiring

Your CV Is a Parser Problem: Evidence Density for Skills-Based Hiring

Comments
7 min read
Why Your CV's Skill Bars Are Invisible to the Parser (and What Actually Gets Indexed)

Why Your CV's Skill Bars Are Invisible to the Parser (and What Actually Gets Indexed)

Comments
7 min read
The two-page CV rule is a UX guideline, not a validation constraint

The two-page CV rule is a UX guideline, not a validation constraint

Comments
7 min read
Why the skills-first CV breaks text extraction, and what parses cleanly

Why the skills-first CV breaks text extraction, and what parses cleanly

Comments
7 min read
Your CV is failing a parser, not an interview: 9 checks before you hit apply

Your CV is failing a parser, not an interview: 9 checks before you hit apply

Comments
7 min read
How to Write a UK CV in 2026: Ship for the Parser and the Human

How to Write a UK CV in 2026: Ship for the Parser and the Human

Comments 1
6 min read
Parse first, rank second: what actually happens to a CV inside an ATS

Parse first, rank second: what actually happens to a CV inside an ATS

Comments
6 min read
Cover Letter vs Personal Statement vs Supporting Statement: What UK Employers Actually Expect

Cover Letter vs Personal Statement vs Supporting Statement: What UK Employers Actually Expect

Comments
7 min read
Speculative cover letters: how to apply when there is no job ad

Speculative cover letters: how to apply when there is no job ad

Comments
8 min read
Text extraction and cover letters: why document headers vanish and .docx parses cleaner than .pdf

Text extraction and cover letters: why document headers vanish and .docx parses cleaner than .pdf

Comments
7 min read
The cover letter opening line: 12 that work, 5 that get deleted

The cover letter opening line: 12 that work, 5 that get deleted

Comments
8 min read
Do You Still Need a Cover Letter in 2026? What UK Recruiters Actually Say

Do You Still Need a Cover Letter in 2026? What UK Recruiters Actually Say

Comments
7 min read
8 Cover Letter Examples That Pass ATS and Still Sound Human

8 Cover Letter Examples That Pass ATS and Still Sound Human

Comments
7 min read
What I learned about document parsers by building an ATS cover letter checker

What I learned about document parsers by building an ATS cover letter checker

Comments
2 min read
How to Pivot Your CV When Your Industry Gets Disrupted

How to Pivot Your CV When Your Industry Gets Disrupted

Comments
1 min read
Operations Manager CV Keywords: The 2026 ATS Guide

Operations Manager CV Keywords: The 2026 ATS Guide

Comments
1 min read
loading...