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Robert Adamson

Software Engineer | AI Engineer Full-Stack Developer focused on building scalable applications, AI-powered products, and intelligent automation.

Location United States Joined Joined on  Personal website https://xenition.com

Education

Computer Science & Engineering

Pronouns

He/Him

Work

Software Engineer

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AI Is Writing More of the Code — But Developers Are Becoming Responsible for More Than Ever

Readers debate the shift from coding to curation
robertadam987_ profile

AI Is Writing More of the Code — But Developers Are Becoming Responsible for More Than Ever

#discuss #ai #programming #productivity
33
Comments 11
7 min read
Your AI Coding Agent Can Be Attacked by the Repository It Opens

Automatic workspace scans trigger risks instantly
robertadam987_ profile

Your AI Coding Agent Can Be Attacked by the Repository It Opens

#discuss #security #programming #ai
70
Picked as gem Comments 74
5 min read
AI Can Write Code Faster Than We Can Review It — And That’s Becoming the Real Bottleneck

Comments suggest reviewing API contracts first
robertadam987_ profile

AI Can Write Code Faster Than We Can Review It — And That’s Becoming the Real Bottleneck

#ai #webdev #programming #productivity
27
Comments 14
6 min read
Your Website Has Traffic, But Google Analytics Shows Zero Visitors. Here's Why.
robertadam987_ profile

Your Website Has Traffic, But Google Analytics Shows Zero Visitors. Here's Why.

#discuss #ai #webdev #productivity
11
Comments 2
7 min read

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Your Database Has Backups. Have You Ever Tried Restoring One?

Real-world drills expose hidden restore traps
robertadam987_ profile

Your Database Has Backups. Have You Ever Tried Restoring One?

#discuss #database #devops #webdev
20
Comments 9
5 min read
You Built an AI Agent. A Function Would Have Worked.
robertadam987_ profile

You Built an AI Agent. A Function Would Have Worked.

#ai #webdev #productivity #programming
13
Comments 4
4 min read
AI Is Writing More Code Than Ever. But Are We Becoming Better Developers?
robertadam987_ profile

AI Is Writing More Code Than Ever. But Are We Becoming Better Developers?

#programming #ai #softwareengineering #softwaredevelopment
11
Comments 4
7 min read
Microsoft’s 60,000-Employee Buyout Offer: What Should Developers Do in the AI Era?
robertadam987_ profile

Microsoft’s 60,000-Employee Buyout Offer: What Should Developers Do in the AI Era?

#discuss #ai #programming #career
17
Comments 3
6 min read
Your CI Is Green. Can a Pull Request Steal Your Secrets?
robertadam987_ profile

Your CI Is Green. Can a Pull Request Steal Your Secrets?

#security #devops #programming #github
14
Comments 3
4 min read
Your AI Agent Isn’t Forgetting. You Might Be Feeding It Too Much.
robertadam987_ profile

Your AI Agent Isn’t Forgetting. You Might Be Feeding It Too Much.

#ai #webdev #programming #productivity
8
Comments
4 min read
Your AI App Has a Rate Limit. Your Agent Can Still Run Up the Bill.
robertadam987_ profile

Your AI App Has a Rate Limit. Your Agent Can Still Run Up the Bill.

#ai #webdev #programming #productivity
12
Comments 1
3 min read
Your AI Agent Says “Done.” What Did It Actually Verify?
robertadam987_ profile

Your AI Agent Says “Done.” What Did It Actually Verify?

#ai #programming #testing #productivity
13
Comments 25
4 min read
Your AI Feature Works. Until Someone Pastes a Webpage Into It.
robertadam987_ profile

Your AI Feature Works. Until Someone Pastes a Webpage Into It.

#ai #webdev #programming #productivity
10
Comments 1
4 min read
Your API Timed Out. Did the Payment Still Go Through?
robertadam987_ profile

Your API Timed Out. Did the Payment Still Go Through?

#webdev #backend #programming #beginners
10
Comments 1
3 min read
Coding Is Easy in 2026. Getting Paid Isn’t. Here’s How to Start.
robertadam987_ profile

Coding Is Easy in 2026. Getting Paid Isn’t. Here’s How to Start.

#discuss #productivity #ai #webdev
17
Comments 1
5 min read
AI Coding Is Making Developers Faster—but Are We Becoming Worse Engineers?
robertadam987_ profile

AI Coding Is Making Developers Faster—but Are We Becoming Worse Engineers?

#ai #webdev #programming #productivity
15
Comments 2
7 min read
Your AI-Written Code Works. Can You Explain Why?
robertadam987_ profile

Your AI-Written Code Works. Can You Explain Why?

#ai #webdev #programming #productivity
19
Comments 3
2 min read
Your App Has Login. That Doesn’t Mean Your Users’ Data Is Safe.
robertadam987_ profile

Your App Has Login. That Doesn’t Mean Your Users’ Data Is Safe.

#ai #webdev #programming #productivity
14
Comments 2
5 min read
Your AI Coding Agent Just Built an App. Would You Trust It With Production Data?
robertadam987_ profile

Your AI Coding Agent Just Built an App. Would You Trust It With Production Data?

#discuss #ai #webdev #programming
20
Comments 19
7 min read
Your App Works With 10 Users. Here’s What Breaks at 1,000.
robertadam987_ profile

Your App Works With 10 Users. Here’s What Breaks at 1,000.

#webdev #programming #productivity #backend
15
Comments 3
5 min read
The Most Dangerous Button in Your App Is “Try Again”
robertadam987_ profile

The Most Dangerous Button in Your App Is “Try Again”

#discuss #webdev #backend #programming
18
Comments 9
5 min read
Stop Asking AI to Fix the Bug. Ask It to Prove the Cause.

Comments reveal real code review traps
robertadam987_ profile

Stop Asking AI to Fix the Bug. Ask It to Prove the Cause.

#discuss #ai #debugging #webdev
22
Comments 14
5 min read
Most AI Agents Stop at the Answer. Xenition.com Is Built to Finish the Workflow
robertadam987_ profile

Most AI Agents Stop at the Answer. Xenition.com Is Built to Finish the Workflow

#agents #ai #automation #productivity
17
Comments
6 min read
Your GitHub Actions Workflow Has More Power Than Most Developers Realize
robertadam987_ profile

Your GitHub Actions Workflow Has More Power Than Most Developers Realize

#discuss #github #productivity #softwaredevelopment
18
Comments 4
6 min read
We Gave AI Agents Real Tools — Then Realized “Just Ask Before Acting” Wasn’t Enough
robertadam987_ profile

We Gave AI Agents Real Tools — Then Realized “Just Ask Before Acting” Wasn’t Enough

#ai #security #programming #softwaredevelopment
16
Comments 16
6 min read
The Dangerous AI Agent Is Not the One That Ignores Your Instructions — It’s the One That Follows Them Too Far
robertadam987_ profile

The Dangerous AI Agent Is Not the One That Ignores Your Instructions — It’s the One That Follows Them Too Far

#ai #webdev #programming #productivity
13
Comments
6 min read
The More Context You Give Your AI Coding Agent, the Worse It Can Get

Stale memory creates confident bugs
robertadam987_ profile

The More Context You Give Your AI Coding Agent, the Worse It Can Get

#discuss #ai #productivity #tutorial
40
Comments 33
6 min read
AI Helps You Code Faster. So Why Are You Still Shipping Slowly?
robertadam987_ profile

AI Helps You Code Faster. So Why Are You Still Shipping Slowly?

#discuss #ai #webdev #productivity
25
Comments 4
3 min read
AI Can Make Every Local Decision Look Reasonable — While Making the System Worse
robertadam987_ profile

AI Can Make Every Local Decision Look Reasonable — While Making the System Worse

#discuss #ai #programming #security
12
Comments 4
6 min read
AI Can Fix the Bug Before You Understand It — That’s More Dangerous Than It Sounds

Destroys mental models and learning loops
robertadam987_ profile

AI Can Fix the Bug Before You Understand It — That’s More Dangerous Than It Sounds

#ai #programming #learning #tools
20
Comments 8
4 min read
Your AI Coding Agent Says “Tests Pass.” But Did It Actually Run Them?
robertadam987_ profile

Your AI Coding Agent Says “Tests Pass.” But Did It Actually Run Them?

#discuss #ai #security #webdev
18
Comments 24
5 min read
If AI Writes the Code and AI Reviews the Code, What Exactly Is the Developer Verifying?

Exposes risks of correlated AI reviews
robertadam987_ profile

If AI Writes the Code and AI Reviews the Code, What Exactly Is the Developer Verifying?

#discuss #ai #programming #productivity
42
Comments 17
8 min read
How to Keep AI-Generated Code Maintainable After 6 Months
robertadam987_ profile

How to Keep AI-Generated Code Maintainable After 6 Months

#discuss #ai #programming #productivity
25
Comments
6 min read
You Probably Don’t Need a Backend for That — Modern Browsers Can Do More Than You Think
robertadam987_ profile

You Probably Don’t Need a Backend for That — Modern Browsers Can Do More Than You Think

#discuss #webdev #browser #javascript
26
Comments 2
6 min read
AI Is Finding Vulnerabilities Faster Than Humans Can Patch Them — And That’s Becoming a Security Crisis
robertadam987_ profile

AI Is Finding Vulnerabilities Faster Than Humans Can Patch Them — And That’s Becoming a Security Crisis

#discuss #ai #webdev #security
18
Comments 5
6 min read
AI Coding Agents Are Becoming Billion-Dollar Companies. But What Are Developers Actually Paying For?
robertadam987_ profile

AI Coding Agents Are Becoming Billion-Dollar Companies. But What Are Developers Actually Paying For?

#ai #webdev #programming #productivity
9
Comments 2
6 min read
Anthropic CEO Dario Amodei Says AI Must Slow Down — As a Software Engineer, Here’s What I Think
robertadam987_ profile

Anthropic CEO Dario Amodei Says AI Must Slow Down — As a Software Engineer, Here’s What I Think

#ai #programming #security #softwaredevelopment
16
Comments 3
5 min read
AI Is Changing Software Development Faster Than We Expected. What Comes Next?
robertadam987_ profile

AI Is Changing Software Development Faster Than We Expected. What Comes Next?

#discuss #ai #programming #softwaredevelopment
14
Picked as gem Comments 2
10 min read
AI Is Already Better at Coding Than Most Developers. So Why Would a Company Still Hire You?
robertadam987_ profile

AI Is Already Better at Coding Than Most Developers. So Why Would a Company Still Hire You?

#ai #programming #career #softwaredevelopment
13
Comments 2
8 min read
I Used GPT-6 Astra, Claude Fable 5.1, and Gemini 3.8 Flash — Is Paying 13 More Actually Worth It?
robertadam987_ profile

I Used GPT-6 Astra, Claude Fable 5.1, and Gemini 3.8 Flash — Is Paying 13 More Actually Worth It?

#ai #openai #gemma #claude
10
Comments 1
4 min read
Your npm install Is More Dangerous Than You Think — A Practical Dependency Safety Checklist
robertadam987_ profile

Your npm install Is More Dangerous Than You Think — A Practical Dependency Safety Checklist

#ai #webdev #programming #productivity
8
Comments 1
6 min read
AI Coding Is Getting Expensive: How Developers Can Stop Burning Tokens
robertadam987_ profile

AI Coding Is Getting Expensive: How Developers Can Stop Burning Tokens

#ai #webdev #programming #productivity
9
Comments
6 min read
Typing Code Is Dying — Here’s What Developers Should Learn Instead in 2026
robertadam987_ profile

Typing Code Is Dying — Here’s What Developers Should Learn Instead in 2026

#ai #programming #productivity #softwareengineering
13
Comments 1
4 min read
AI Can Write the Code. Your Real Job Is Becoming the Reviewer — Here’s How to Do It Properly
robertadam987_ profile

AI Can Write the Code. Your Real Job Is Becoming the Reviewer — Here’s How to Do It Properly

#ai #webdev #programming #productivity
12
Comments 1
6 min read
Vibe Coding Is Easy. Making Money From It Is the Hard Part — Here’s a Practical Developer Guide
robertadam987_ profile

Vibe Coding Is Easy. Making Money From It Is the Hard Part — Here’s a Practical Developer Guide

#webdev #saas #ai #startup
16
Comments 2
11 min read
How to Get High-Quality Backlinks When Nobody Knows Your Website Yet
robertadam987_ profile

How to Get High-Quality Backlinks When Nobody Knows Your Website Yet

#webdev #ai #marketing #seo
14
Comments 3
8 min read
Your Codebase Is Becoming Context for AI — So Structure Matters More Than Ever
robertadam987_ profile

Your Codebase Is Becoming Context for AI — So Structure Matters More Than Ever

#ai #webdev #programming #productivity
8
Comments
6 min read
How to Use Claude Code for Free in 2026: OpenRouter Free Models, Ollama & Free GPU Credits
robertadam987_ profile

How to Use Claude Code for Free in 2026: OpenRouter Free Models, Ollama & Free GPU Credits

#ai #programming #opensource #tutorial
19
Comments 1
10 min read
AI Can Write the Code. But Can You Prove It’s Correct? — The Skill Every Developer Needs in 2026
robertadam987_ profile

AI Can Write the Code. But Can You Prove It’s Correct? — The Skill Every Developer Needs in 2026

#programming #webdev #ai #productivity
12
Comments
11 min read
I Let AI Write My Code — Here Are 10 Things I Never Let It Do Without Checking
robertadam987_ profile

I Let AI Write My Code — Here Are 10 Things I Never Let It Do Without Checking

#ai #vibecoding #webdev #programming
17
Comments 4
5 min read
Why Does a 125B AI Model Use Only 6B Parameters at a Time?
robertadam987_ profile

Why Does a 125B AI Model Use Only 6B Parameters at a Time?

#ai #programming #opensource #webdev
13
Comments 3
12 min read
5 Signs Your AI Agent May Be Exposing Your Data — And How to Stop It
robertadam987_ profile

5 Signs Your AI Agent May Be Exposing Your Data — And How to Stop It

#ai #webdev #programming #agents
18
Comments 6
3 min read
What If Building a Mobile App Was as Easy as Describing It?
robertadam987_ profile

What If Building a Mobile App Was as Easy as Describing It?

#webdev #programming #ai #nocode
21
Comments
9 min read
Vibe Coding in the New Era: How to Build Real Applications with AI
robertadam987_ profile

Vibe Coding in the New Era: How to Build Real Applications with AI

#ai #programming #vibecoding #softwareengineering
14
Comments
3 min read
Stop Searching for Jobs All Day: Build a Job-Search System That Actually Works in 2026
robertadam987_ profile

Stop Searching for Jobs All Day: Build a Job-Search System That Actually Works in 2026

#career #jobsearch #productivity #ai
14
Comments 2
11 min read
Automation Doesn’t Have to Be Complicated: A Practical Guide to Making Everyday Work Easier
robertadam987_ profile

Automation Doesn’t Have to Be Complicated: A Practical Guide to Making Everyday Work Easier

#ai #automation #productivity #n8nbrightdatachallenge
10
Comments 1
9 min read
Vibe Coding Gets You an MVP. Engineering Gets You a SaaS.
robertadam987_ profile

Vibe Coding Gets You an MVP. Engineering Gets You a SaaS.

#ai #programming #vibecoding #productivity
6
Comments
20 min read
The Model Is Becoming a Commodity. The Workflow Is Becoming the Product.
robertadam987_ profile

The Model Is Becoming a Commodity. The Workflow Is Becoming the Product.

#ai #agents #opensource #machinelearning
6
Comments
7 min read
How to Promote a SaaS Product: A Practical Step-by-Step Playbook
robertadam987_ profile

How to Promote a SaaS Product: A Practical Step-by-Step Playbook

#ai #saas #marketing #programming
13
Comments 1
6 min read
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