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Mirza Iqbal profile picture

Mirza Iqbal

n8n Ambassador and Verified Expert Partner. Mastra Agent Ambassador. Clay Creator. v0 Ambassador. 17+ years in enterprise automation, €5.5M+ saved for DACH clients incl. BMW and Telekom.

Education

Harvard, Passau, IIUI

Pronouns

He/Him

Work

Automating Ops

macOS runs out of application memory because your dead dev servers never die

macOS runs out of application memory because your dead dev servers never die

Comments
7 min read

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Doing the work was the easy part, hitting Submit was the whole fight

Doing the work was the easy part, hitting Submit was the whole fight

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2 min read
Hetzner was cheaper at every size I tested and I still chose managed Postgres

Hetzner was cheaper at every size I tested and I still chose managed Postgres

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7 min read
Users reloaded my homepage three times before it rendered and the fix was one line

Users reloaded my homepage three times before it rendered and the fix was one line

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7 min read
I open-sourced the app store rejection playbook so you stop guessing

I open-sourced the app store rejection playbook so you stop guessing

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3 min read
Chat Control is what regulation looks like when you meet it as a headline

Chat Control is what regulation looks like when you meet it as a headline

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3 min read
Cutting juniors is the most expensive way to cut costs

Cutting juniors is the most expensive way to cut costs

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3 min read
Rewrite budgets get approved, rewrites never get finished

Rewrite budgets get approved, rewrites never get finished

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4 min read
Feeling behind never left me, even after 16 years and four titles

Feeling behind never left me, even after 16 years and four titles

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3 min read
Reading a new codebase cover to cover is the slowest way to learn it

Reading a new codebase cover to cover is the slowest way to learn it

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3 min read
5 reasons your AI ignores half of what you tell it

5 reasons your AI ignores half of what you tell it

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4 min read
I do my best work where nobody can judge it

I do my best work where nobody can judge it

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4 min read
I stopped selling the whole stack to enterprise buyers

I stopped selling the whole stack to enterprise buyers

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3 min read
Built faster with AI and quietly lost the thread on my own systems

Built faster with AI and quietly lost the thread on my own systems

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4 min read
Blamed the model for months when the real gap was memory

Blamed the model for months when the real gap was memory

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3 min read
Watched enterprise teams ship openai to production and hit the same wall

Watched enterprise teams ship openai to production and hit the same wall

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3 min read
Ran 20.7 billion tokens on one subscription and still felt behind

Ran 20.7 billion tokens on one subscription and still felt behind

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3 min read
Your subscription does not cover the job running while you sleep

Your subscription does not cover the job running while you sleep

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4 min read
I stopped trusting my agent the day it agreed with everything

I stopped trusting my agent the day it agreed with everything

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4 min read
83 percent done, then it died with nothing to resume from

83 percent done, then it died with nothing to resume from

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4 min read
Why your content pipeline produces the wrong articles

Why your content pipeline produces the wrong articles

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4 min read
I wrote like a consultant until I learned to write like a person

I wrote like a consultant until I learned to write like a person

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2 min read
Every rule I add to my setup has to kill an old one

Every rule I add to my setup has to kill an old one

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2 min read
I go silent on the work they assign me, and shine where nobody looks

I go silent on the work they assign me, and shine where nobody looks

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4 min read
I paid a cloud API to read three sentences out loud for months

I paid a cloud API to read three sentences out loud for months

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4 min read
Every break in my career came from a person who said yes

Every break in my career came from a person who said yes

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2 min read
I finish the hard build in private, then freeze at publish

I finish the hard build in private, then freeze at publish

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3 min read
Eight rulebooks govern a DACH launch, and the strictest quietly wins

Eight rulebooks govern a DACH launch, and the strictest quietly wins

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3 min read
4 mistakes that kept me building and never shipping

4 mistakes that kept me building and never shipping

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3 min read
Stop sleeping your agent loop for 5 minutes

Stop sleeping your agent loop for 5 minutes

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4 min read
Your agent takes orders from the web pages it reads

Your agent takes orders from the web pages it reads

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4 min read
I capped my Claude Code setup so every new rule kills an old one

I capped my Claude Code setup so every new rule kills an old one

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4 min read
Ship an AI agent without a kill switch and you are the incident

Ship an AI agent without a kill switch and you are the incident

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2 min read
I lost a week to the bugs my AI created while fixing one

I lost a week to the bugs my AI created while fixing one

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4 min read
Why your n8n workflow dies every quarter at 3am

Why your n8n workflow dies every quarter at 3am

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2 min read
My self-improving agent setup works because it never edits itself

My self-improving agent setup works because it never edits itself

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3 min read
Your CLAUDE.md is charging rent on every single prompt

Your CLAUDE.md is charging rent on every single prompt

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2 min read
Why your AI agent agrees with everything you say

Why your AI agent agrees with everything you say

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2 min read
I stopped blaming the model when my AI broke working code

I stopped blaming the model when my AI broke working code

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3 min read
My nightly Claude Code cron was about to start costing real money

My nightly Claude Code cron was about to start costing real money

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3 min read
My 8-hour job died at hour 3 and I had checkpointed almost nothing

My 8-hour job died at hour 3 and I had checkpointed almost nothing

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3 min read
I stopped letting the invoice be the first place I learn my LLM costs spiked

I stopped letting the invoice be the first place I learn my LLM costs spiked

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3 min read
I automated my content pipeline and it kept writing the wrong articles

I automated my content pipeline and it kept writing the wrong articles

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3 min read
My first production agent was spaghetti because one layer did three jobs

My first production agent was spaghetti because one layer did three jobs

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3 min read
My first production agent was spaghetti because one layer did three jobs

My first production agent was spaghetti because one layer did three jobs

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3 min read
Green tests, broken docs. Dogfooding caught what 15 tests missed

Green tests, broken docs. Dogfooding caught what 15 tests missed

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3 min read
I keep shipping my best work to an audience of one

I keep shipping my best work to an audience of one

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2 min read
Four ambassador titles and I still could not press publish

Four ambassador titles and I still could not press publish

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3 min read
3 patterns broke when I ran Claude Code unattended for 7 days

3 patterns broke when I ran Claude Code unattended for 7 days

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4 min read
Your MCP server's write tools are silently dropping their body

Your MCP server's write tools are silently dropping their body

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3 min read
Your private GitHub repo CI is one quota away from going red

Your private GitHub repo CI is one quota away from going red

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4 min read
5 ways your CLAUDE.md rules quietly fail

5 ways your CLAUDE.md rules quietly fail

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4 min read
Gemma 4 makes on-device multimodal AI good enough to ship

Gemma 4 makes on-device multimodal AI good enough to ship

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4 min read
Stop blaming the prompt for your agent bugs

Stop blaming the prompt for your agent bugs

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4 min read
The 20 percent automation cannot close is the part that pays you

The 20 percent automation cannot close is the part that pays you

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3 min read
Why my agent forgets the project. Memory tier mismatch.

Why my agent forgets the project. Memory tier mismatch.

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4 min read
GPT cost failure "enterprise teams" must address immediately in week two!

GPT cost failure "enterprise teams" must address immediately in week two!

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3 min read
The agent setup that updates itself. What self-evolving actually means in practice

The agent setup that updates itself. What self-evolving actually means in practice

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4 min read
AI reported success.

AI reported success.

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4 min read
A weekly tool-use test is the only signal

A weekly tool-use test is the only signal

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3 min read
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