孙永瑞

AI tools expert helping creators work smarter. Founder of ToolkitCreators.com — honest AI tool reviews for content creators.

Joined on Jul 31, 2026

孙永瑞

Sep 29

I shipped llms.txt and unblocked every AI crawler. Citation count: still zero.

#seo #webdev #ai #automation

3 min read

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孙永瑞

Sep 28

My honesty linter flagged my own honesty disclaimer

#webdev #seo #automation #testing

3 min read

孙永瑞

Sep 27

I fixed 4 broken JSON-LD blocks at 3pm. Google found 32 more at 8pm.

#webdev #seo #json #automation

3 min read

孙永瑞

Sep 26

Every indexing request failed today. The bug was my timezone.

#webdev #seo #automation #beginners

3 min read

孙永瑞

Sep 25

There's no API" doesn't mean "can't be automated

#seo #automation #webdev

1 min read

孙永瑞

Sep 24

HRIS Migrations Don't Fail on the API. They Fail on the Data Model.

#dataengineering #database #integrations #sql

4 min read

孙永瑞

Sep 24

60% of my keyword list wasn't real. Here's the filter that fixed it.

#seo #beginners #data

2 min read

孙永瑞

Sep 23

The HTML used a CSS class that was never defined. Three of them, actually.

#css #webdev #beginners

2 min read

孙永瑞

Sep 22

Your LLM API Key Is a Production Credential. Start Treating It Like One.

#devops #llm #cicd #api

5 min read

孙永瑞

Sep 22

11 articles were missing from my sitemap and Google never told me

#seo #webdev #beginners

2 min read

孙永瑞

Sep 21

69,000 impressions, 5 clicks. Here's what a 0.04% CTR actually means.

#seo #beginners #buildinpublic

2 min read

孙永瑞

Sep 21

My 60-point pre-deploy check passed. The homepage was still broken.

#seo #webdev #beginners

2 min read

孙永瑞

Sep 21

I added 99 internal links in two days. Three of them were wrong and I had to roll them back.

#seo #webdev #beginners

2 min read

孙永瑞

Sep 21

PartnerStack rejected me. So did Impact. Then I found the category nobody talks about.

#webdev #beginners #saas

2 min read

孙永瑞

Sep 21

Google said 53 pages weren't indexed. All 53 returned 200. Here's what was actually wrong.

#seo #webdev #beginners

2 min read

孙永瑞

Sep 21

Two months, five sites, 69,000 impressions, 5 clicks: what actually happened

#seo #webdev #beginners #buildinpublic

3 min read

孙永瑞

Sep 20

Feature tables are useless: what actually decides whether a PM tool works

#productivity #devtools #management #beginners

4 min read

孙永瑞

Sep 10

Your Full-Disk Encryption Stops Working the Moment You Log In

#security #privacy #encryption #beginners

4 min read

孙永瑞

Sep 9

Finding SaaS Waste Without an Agent: The Four Checks That Actually Work

#saas #productivity #devtools

4 min read

孙永瑞

Sep 9

Before You Grant an AI Agent Access: A Practical OAuth Scope Audit

#security #oauth #ai

4 min read

孙永瑞

Sep 9

219,665 Records Through One API Endpoint: Broken Object-Level Authorization in Production

#security #api #webdev

3 min read

孙永瑞

Sep 9

How 474 Microsoft 365 Sessions Beat MFA: Inside an Evilginx2 Relay Operation

#security #mfa #phishing

4 min read

孙永瑞

Sep 8

How to Tell If a Breach Dump Is Fake: 4 Tests on 32.8M Condé Nast Records

#security #privacy #cybersecurity #datascience

5 min read

孙永瑞

Sep 8

Salesforce put $166M into HiBob. What HRIS buyers should actually ask now

#saas #startup #product

1 min read

孙永瑞

Sep 8

OpenAI runs 3.1 agent-days per researcher-day. Half the tasks still need a human

#ai #productivity #automation

1 min read

孙永瑞

Sep 8

Your self-hosted AI stack is being turned into a crypto miner

#security #ai #devops #cybersecurity

1 min read

孙永瑞

Sep 7

An AI agent chain ran a full enterprise intrusion in under 10 hours — no zero-days involved

#security #ai #infosec #devops

3 min read

孙永瑞

Sep 7

OpenAI's agents used a public wiki as their own message board — and nobody was listening for it

#ai #security #agents

3 min read

孙永瑞

Sep 7

My AI Content Got Flagged as Templated. The Fix Was N-gram Math.

#ai #seo #python #algorithms

5 min read

孙永瑞

Sep 5

Why AI Content Doesn't Rank (And the SERP-Data Fix Nobody Talks About)

#ai #seo #contentcreation #webdev

5 min read

孙永瑞

Sep 5

How I Built an AI Content Pipeline That Reads SERPs Before Writing a Single Word

#ai #seo #webdev #buildinpublic

4 min read

孙永瑞

Jul 31

$0 a Month AI Tool Stack for Small Business — Actually Free, No Credit Card

1 min read

孙永瑞

Jul 31

The AI Writing Tool Nobody Talks About (And Why It Is Better Than Jasper)

1 min read

孙永瑞

Jul 31

I Spent 3 Months Testing AI Video Tools - Stack That Actually Works in 2026

1 min read