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Trust, but Verify: How I Test n8n LLM Workflows Before They Touch Production
HaoPeng Zhang
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Oct 13
Trust, but Verify: How I Test n8n LLM Workflows Before They Touch Production
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4 min read
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From Runbook to Script: Turning My n8n Pre-Publish Checklist Into a One-Command Gate
HaoPeng Zhang
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Oct 13
From Runbook to Script: Turning My n8n Pre-Publish Checklist Into a One-Command Gate
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4 min read
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The Human Half of the Gate: My 10-Minute Review-Queue SOP for n8n LLM Outputs
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Oct 13
The Human Half of the Gate: My 10-Minute Review-Queue SOP for n8n LLM Outputs
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4 min read
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The Weekly Tally: 12 Rejected Outputs Told Me My Prompt Was the Bug, Not the Model
HaoPeng Zhang
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Oct 13
The Weekly Tally: 12 Rejected Outputs Told Me My Prompt Was the Bug, Not the Model
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3 min read
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The Prompt Contract Test: Failing the Build When the Prompt and Its Fixtures Disagree
HaoPeng Zhang
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Oct 13
The Prompt Contract Test: Failing the Build When the Prompt and Its Fixtures Disagree
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4 min read
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The Model-Change Protocol: What I Actually Do When the Tally Shows Two Weeks of Model Drift
HaoPeng Zhang
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Oct 13
The Model-Change Protocol: What I Actually Do When the Tally Shows Two Weeks of Model Drift
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4 min read
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The Retry Budget: Why My n8n LLM Workflows Retry Exactly Once, Then Page a Human
HaoPeng Zhang
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Oct 14
The Retry Budget: Why My n8n LLM Workflows Retry Exactly Once, Then Page a Human
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3 min read
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Pure vs Effectful: Why My n8n Retry Policy Tags Nodes, Not Failures
HaoPeng Zhang
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Oct 14
Pure vs Effectful: Why My n8n Retry Policy Tags Nodes, Not Failures
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3 min read
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The Tag Linter: How I Catch Untagged n8n Nodes Before They Reach Production
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Oct 14
The Tag Linter: How I Catch Untagged n8n Nodes Before They Reach Production
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4 min read
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The Spread Collision: When LLM Output Silently Overwrites Your Workflow State
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Oct 14
The Spread Collision: When LLM Output Silently Overwrites Your Workflow State
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4 min read
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The Shadow Run: How I Test a New Workflow Version on Live Traffic Without Firing Side Effects
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Oct 14
The Shadow Run: How I Test a New Workflow Version on Live Traffic Without Firing Side Effects
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4 min read
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The Cost Ledger: How I Gave Every n8n Workflow Run a Price Tag
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Oct 14
The Cost Ledger: How I Gave Every n8n Workflow Run a Price Tag
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5 min read
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The Schema Guard: How I Catch LLM Output Changes Before They Break My n8n Pipelines
HaoPeng Zhang
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Oct 15
The Schema Guard: How I Catch LLM Output Changes Before They Break My n8n Pipelines
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5 min read
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The Quiet Fail: How I Catch n8n Workflows That "Succeed" but Do Nothing
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Oct 15
The Quiet Fail: How I Catch n8n Workflows That "Succeed" but Do Nothing
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6 min read
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The Webhook Timeout Trap: Why My n8n Webhook Stopped Timing Out (Respond First, Work Later)
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Oct 15
The Webhook Timeout Trap: Why My n8n Webhook Stopped Timing Out (Respond First, Work Later)
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4 min read
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My 9 AM Workflow Ran at 1 AM: The Timezone Bug That Only Strikes in Production
HaoPeng Zhang
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Oct 16
My 9 AM Workflow Ran at 1 AM: The Timezone Bug That Only Strikes in Production
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4 min read
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The Hook Factory: 5 Prompt Angles I Automated in n8n (Steal the System)
HaoPeng Zhang
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Oct 16
The Hook Factory: 5 Prompt Angles I Automated in n8n (Steal the System)
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4 min read
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The Inbox Autopilot: What 60 Days of Letting an n8n Workflow Triage My Email Taught Me
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Oct 16
The Inbox Autopilot: What 60 Days of Letting an n8n Workflow Triage My Email Taught Me
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4 min read
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The SEO Blog Engine: A Teardown of the n8n Workflow That Writes My Drafts
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Oct 16
The SEO Blog Engine: A Teardown of the n8n Workflow That Writes My Drafts
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3 min read
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The Content Repurposing Engine: A Teardown of the n8n Workflow That Multiplies One Post Into Five
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Oct 17
The Content Repurposing Engine: A Teardown of the n8n Workflow That Multiplies One Post Into Five
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4 min read
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My Free n8n Workflow Stops at the Hook. My $29 One Starts There: An Honest Diff
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Oct 17
My Free n8n Workflow Stops at the Hook. My $29 One Starts There: An Honest Diff
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5 min read
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I Stopped Scheduling My n8n Workflows on the Hour — My 429s Disappeared
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Oct 17
I Stopped Scheduling My n8n Workflows on the Hour — My 429s Disappeared
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4 min read
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My n8n Kept Every Execution for 90 Days — Until the Database Hit 38 GB
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Oct 17
My n8n Kept Every Execution for 90 Days — Until the Database Hit 38 GB
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4 min read
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My $79 Fixed-Price n8n Builds Are One Config File: How I Ship Custom Workflows Without Rewriting Them
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Oct 17
My $79 Fixed-Price n8n Builds Are One Config File: How I Ship Custom Workflows Without Rewriting Them
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5 min read
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I Lost a Working n8n Workflow to a Bad Edit — Now Git Versions Every Deploy
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Oct 17
I Lost a Working n8n Workflow to a Bad Edit — Now Git Versions Every Deploy
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5 min read
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The Canary Workflow: A Fake n8n Job That Pages Me Before Clients Notice
HaoPeng Zhang
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Oct 18
The Canary Workflow: A Fake n8n Job That Pages Me Before Clients Notice
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6 min read
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Your n8n Webhook URL Is a Password — And You've Probably Pasted It Somewhere Public
HaoPeng Zhang
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Oct 18
Your n8n Webhook URL Is a Password — And You've Probably Pasted It Somewhere Public
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4 min read
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Rate-Limit Your n8n Webhook After Signature Verification, Not Before
HaoPeng Zhang
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Oct 19
Rate-Limit Your n8n Webhook After Signature Verification, Not Before
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4 min read
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The Delivery ID Gap: Deduping Webhook Replays When the Provider Sends No ID
HaoPeng Zhang
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Oct 19
The Delivery ID Gap: Deduping Webhook Replays When the Provider Sends No ID
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5 min read
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Stop Retrying a Dead Provider: The Cooldown Rule for n8n Fallback Chains
HaoPeng Zhang
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Oct 21
Stop Retrying a Dead Provider: The Cooldown Rule for n8n Fallback Chains
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