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Dimitris Kyrkos

I'm a math grad, working as a Market Analyst for Cyclopt.

Location Thessaloniki, Greece Joined Joined on  Email address dkyrkos@cyclopt.com Personal website https://www.cyclopt.com/

Education

Aristotle University of Thessaloniki

Work

Market Analyst

Your AI-generated tests aren't testing your code. They're testing the AI's blind spots.

Commenters share how wrong algorithms still pass
cyclopt_dimitrisk profile

Your AI-generated tests aren't testing your code. They're testing the AI's blind spots.

#discuss #ai #programming #software
BERJAYA BERJAYA BERJAYA 16
Picked as gem Comments 11
3 min read

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Semantic caching isn't a cost-saving hack. It's an admission that most "AI features" are FAQ bots in disguise.
cyclopt_dimitrisk profile

Semantic caching isn't a cost-saving hack. It's an admission that most "AI features" are FAQ bots in disguise.

#discuss #ai #architecture #programming
BERJAYA BERJAYA BERJAYA 20
Comments 6
3 min read
AI autocomplete isn't a productivity tool. It's a judgment test you take every few seconds.
cyclopt_dimitrisk profile

AI autocomplete isn't a productivity tool. It's a judgment test you take every few seconds.

#discuss #ai #programming #webdev
BERJAYA BERJAYA BERJAYA 13
Comments
3 min read
AI-Generated Code Doesn't Have a Readability Problem. It Has a Style-Enforcement Problem Wearing an AI Hat.
cyclopt_dimitrisk profile

AI-Generated Code Doesn't Have a Readability Problem. It Has a Style-Enforcement Problem Wearing an AI Hat.

#discuss #ai #programming #software
BERJAYA BERJAYA BERJAYA 22
Comments 4
3 min read
Using AI to Code Isn't the Risk. Not Understanding What It Shipped Is

Pragmatic gut checks for merging AI code
cyclopt_dimitrisk profile

Using AI to Code Isn't the Risk. Not Understanding What It Shipped Is

#discuss #ai #programming #software
BERJAYA BERJAYA BERJAYA 22
Comments 12
3 min read
Your model doesn't need to pass the bar exam. It needs to parse a log file.
cyclopt_dimitrisk profile

Your model doesn't need to pass the bar exam. It needs to parse a log file.

#discuss #ai #architecture #programming
BERJAYA BERJAYA BERJAYA 24
Comments 25
3 min read
The all-purpose agent isn't an architecture. It's a single point of failure with a system prompt.
cyclopt_dimitrisk profile

The all-purpose agent isn't an architecture. It's a single point of failure with a system prompt.

#discuss #ai #devops #programming
BERJAYA BERJAYA BERJAYA 21
Comments 9
3 min read
"Unlimited context" is not a feature. It's technical debt with better marketing.

Production latency and token cost pitfalls
cyclopt_dimitrisk profile

"Unlimited context" is not a feature. It's technical debt with better marketing.

#discuss #ai #architecture #programming
BERJAYA BERJAYA BERJAYA 40
Comments 36
3 min read
Banning ChatGPT Won't Fix Your Shadow AI Problem. It'll Just Hide It.
cyclopt_dimitrisk profile

Banning ChatGPT Won't Fix Your Shadow AI Problem. It'll Just Hide It.

#discuss #ai #security #devops
BERJAYA BERJAYA BERJAYA 20
Comments 17
3 min read
RAG isn't an AI problem. It's a data engineering problem wearing an AI hat.
cyclopt_dimitrisk profile

RAG isn't an AI problem. It's a data engineering problem wearing an AI hat.

#discuss #ai #programming #webdev
BERJAYA BERJAYA BERJAYA 25
Comments 17
4 min read
The fallacy of "AI-first." Start with the friction, not the technology.
cyclopt_dimitrisk profile

The fallacy of "AI-first." Start with the friction, not the technology.

#discuss #ai #programming #webdev
BERJAYA BERJAYA BERJAYA 30
Comments 14
3 min read
AI frameworks make the first 10% feel like magic. The other 90% is where they break you.
cyclopt_dimitrisk profile

AI frameworks make the first 10% feel like magic. The other 90% is where they break you.

#discuss #ai #programming #webdev
BERJAYA BERJAYA 19
Comments 19
3 min read
The AI conversation is shifting from "what can it do" to "can we rely on it"
cyclopt_dimitrisk profile

The AI conversation is shifting from "what can it do" to "can we rely on it"

#discuss #ai #webdev #programming
BERJAYA BERJAYA BERJAYA 34
Comments 25
3 min read
The biggest barrier to enterprise AI adoption isn't the model. It's trust in everything around it.
cyclopt_dimitrisk profile

The biggest barrier to enterprise AI adoption isn't the model. It's trust in everything around it.

#discuss #ai #programming #webdev
BERJAYA BERJAYA 22
Comments 1
3 min read
Attackers are hijacking exposed AI endpoints to run offensive operations. No exploit needed.
cyclopt_dimitrisk profile

Attackers are hijacking exposed AI endpoints to run offensive operations. No exploit needed.

#discuss #security #ai #devops
BERJAYA 16
Comments 4
4 min read
5 Even More Advanced Java Tips That Senior Engineers Actually Use
cyclopt_dimitrisk profile

5 Even More Advanced Java Tips That Senior Engineers Actually Use

#java #programming #performance #tutorial
BERJAYA 15
Comments
9 min read
Functional doesn't mean correct. That's the biggest risk with AI-generated code.

AI skipping critical requirement friction
cyclopt_dimitrisk profile

Functional doesn't mean correct. That's the biggest risk with AI-generated code.

#discuss #programming #ai #webdev
BERJAYA BERJAYA BERJAYA 29
Comments 67
3 min read
AI isn't a software upgrade. It's an organizational redesign.
cyclopt_dimitrisk profile

AI isn't a software upgrade. It's an organizational redesign.

#discuss #ai #programming #webdev
BERJAYA 17
Comments 12
2 min read
AI makes writing code easier. It doesn't make engineering easier.

The widening gap between code and context
cyclopt_dimitrisk profile

AI makes writing code easier. It doesn't make engineering easier.

#discuss #programming #ai #webdev
BERJAYA BERJAYA BERJAYA 29
Comments 32
2 min read
5 More Advanced Java Tips That Senior Engineers Actually Use
cyclopt_dimitrisk profile

5 More Advanced Java Tips That Senior Engineers Actually Use

#java #programming #performance #tutorial
BERJAYA 8
Comments 1
9 min read
The Novo Nordisk breach hit patient data and proprietary AI models. The attack surface is expanding.
cyclopt_dimitrisk profile

The Novo Nordisk breach hit patient data and proprietary AI models. The attack surface is expanding.

#discuss #security #ai #devops
BERJAYA 10
Comments
3 min read
5 Advanced Java Tips That Senior Engineers Actually Use
cyclopt_dimitrisk profile

5 Advanced Java Tips That Senior Engineers Actually Use

#java #programming #performance #tutorial
BERJAYA 9
Comments 4
6 min read
Vibe coding should accelerate development, not bypass validation
cyclopt_dimitrisk profile

Vibe coding should accelerate development, not bypass validation

#discuss #ai #programming #webdev
BERJAYA 8
Comments 3
2 min read
AI's real value isn't automation. It's how fast you can act on what you already know.
cyclopt_dimitrisk profile

AI's real value isn't automation. It's how fast you can act on what you already know.

#discuss #ai #programming #devops
BERJAYA 5
Comments
2 min read
2026's breach list is out and the pattern is depressingly familiar
cyclopt_dimitrisk profile

2026's breach list is out and the pattern is depressingly familiar

#discuss #security #programming #devops
BERJAYA 4
Comments
2 min read
Vibe coding gets you the prototype. Then what?
cyclopt_dimitrisk profile

Vibe coding gets you the prototype. Then what?

#discuss #programming #ai #webdev
BERJAYA 9
Comments
2 min read
AI projects don't fail because the model is bad. They fail because nobody planned for the mess around it.
cyclopt_dimitrisk profile

AI projects don't fail because the model is bad. They fail because nobody planned for the mess around it.

#discuss #ai #devops #programming
BERJAYA 5
Comments
1 min read
LLMs Generate Code, But They Can't Absorb Accountability
cyclopt_dimitrisk profile

LLMs Generate Code, But They Can't Absorb Accountability

#discuss #ai #programming #webdev
BERJAYA 2
Comments
4 min read
185,000 Affected in 7-Eleven Breach: Why Salesforce Is the New Soft Target for ShinyHunters
cyclopt_dimitrisk profile

185,000 Affected in 7-Eleven Breach: Why Salesforce Is the New Soft Target for ShinyHunters

#discuss #security #webdev #programming
BERJAYA 1
Comments
4 min read
Most Organizations Don't Have an AI Problem, They Have an Integration Problem
cyclopt_dimitrisk profile

Most Organizations Don't Have an AI Problem, They Have an Integration Problem

#discuss #ai #programming #webdev
BERJAYA 8
Comments
4 min read
The GitHub Breach Is a Wake-Up Call: Your Dev Toolchain Is an Attack Surface
cyclopt_dimitrisk profile

The GitHub Breach Is a Wake-Up Call: Your Dev Toolchain Is an Attack Surface

#discuss #security #github #devops
BERJAYA 3
Comments
3 min read
Vibe Coding Is Great for Starting, But Not for Knowing
cyclopt_dimitrisk profile

Vibe Coding Is Great for Starting, But Not for Knowing

#discuss #webdev #programming #ai
BERJAYA 3
Comments
5 min read
The OpenAI Breach Wasn't About OpenAI – It Was About the 84 Packages Above Them
cyclopt_dimitrisk profile

The OpenAI Breach Wasn't About OpenAI – It Was About the 84 Packages Above Them

#security #opensource #devops #webdev
Comments
2 min read
Why Your AI Product Breaks in Production: It's a Distributed Systems Problem, Not a Model Problem
cyclopt_dimitrisk profile

Why Your AI Product Breaks in Production: It's a Distributed Systems Problem, Not a Model Problem

#discuss #webdev #programming #ai
BERJAYA 2
Comments
4 min read
Why Most AI-Generated Codebases Accumulate Invisible Technical Debt Faster Than Expected
cyclopt_dimitrisk profile

Why Most AI-Generated Codebases Accumulate Invisible Technical Debt Faster Than Expected

#discuss #ai #webdev #programming
BERJAYA 4
Comments 2
5 min read
State-Sponsored Hackers Are Exploiting Palo Alto Firewalls Right Now – And There's No Patch Yet
cyclopt_dimitrisk profile

State-Sponsored Hackers Are Exploiting Palo Alto Firewalls Right Now – And There's No Patch Yet

#security #cybersecurity #webdev #programming
BERJAYA 3
Comments
3 min read
2.45 Billion Requests, 1.2 Million IPs: Why Traditional Rate Limiting Is Dead
cyclopt_dimitrisk profile

2.45 Billion Requests, 1.2 Million IPs: Why Traditional Rate Limiting Is Dead

#discuss #cybersecurity #programming #webdev
BERJAYA 2
Comments
4 min read
When the Platform Your School Trusts Gets Hacked, Who's Actually Responsible?
cyclopt_dimitrisk profile

When the Platform Your School Trusts Gets Hacked, Who's Actually Responsible?

#discuss #security #ai #cybersecurity
BERJAYA 5
Comments
4 min read
Why Most AI Developer Tools Fail (It's Not What You Think)
cyclopt_dimitrisk profile

Why Most AI Developer Tools Fail (It's Not What You Think)

#ai #devops #productivity #webdev
BERJAYA 4
Comments
4 min read
AI Guardrails in Production: The Boring Engineering That Makes AI Features Actually Work
cyclopt_dimitrisk profile

AI Guardrails in Production: The Boring Engineering That Makes AI Features Actually Work

#ai #devops #code #programming
BERJAYA 2
Comments
6 min read
"Beyond Linting: A Data-Driven Approach to Suggesting Better Code, Not Just Flagging Bad Code"
cyclopt_dimitrisk profile

"Beyond Linting: A Data-Driven Approach to Suggesting Better Code, Not Just Flagging Bad Code"

#codequality #machinelearning #softwareengineering #tooling
BERJAYA BERJAYA 5
Comments 2
3 min read
Why Debugging AI-Generated Code Feels Harder Than It Should
cyclopt_dimitrisk profile

Why Debugging AI-Generated Code Feels Harder Than It Should

#ai #softwareengineering #systemdesign #webdev
BERJAYA 4
Comments 3
4 min read
Building AI Systems vs. AI Features: What Nobody Tells You About Production
cyclopt_dimitrisk profile

Building AI Systems vs. AI Features: What Nobody Tells You About Production

#discuss #ai #programming #webdev
BERJAYA 2
Comments
5 min read
100+ Data Breaches in Two Weeks: Why Security Can't Be an Afterthought in Your Code
cyclopt_dimitrisk profile

100+ Data Breaches in Two Weeks: Why Security Can't Be an Afterthought in Your Code

#discuss #security #webdev #programming
BERJAYA BERJAYA 4
Comments 2
3 min read
Stop Writing Features, Start Building Systems: The Secret to Coding with AI
cyclopt_dimitrisk profile

Stop Writing Features, Start Building Systems: The Secret to Coding with AI

#ai #architecture #programming #productivity
BERJAYA 4
Comments
2 min read
Anthropic's Claude Managed Agents: 10x Speed, but at What Security Cost?
cyclopt_dimitrisk profile

Anthropic's Claude Managed Agents: 10x Speed, but at What Security Cost?

#ai #security #claude #devops
BERJAYA 3
Comments
2 min read
The "Vibecoding" Debt Bomb: Why AI Code is Architecturally Radioactive
cyclopt_dimitrisk profile

The "Vibecoding" Debt Bomb: Why AI Code is Architecturally Radioactive

#discuss #vibecoding #testing #ai
BERJAYA 3
Comments
3 min read
The Verification Paradox: Why 100% of AI-Assisted Devs Face Incidents
cyclopt_dimitrisk profile

The Verification Paradox: Why 100% of AI-Assisted Devs Face Incidents

#discuss #ai #security #analytics
BERJAYA 5
Comments 9
2 min read
5 Python Engineering Patterns for Resilience and Scale
cyclopt_dimitrisk profile

5 Python Engineering Patterns for Resilience and Scale

#architecture #python #softwareengineering #programming
BERJAYA BERJAYA 2
Comments
4 min read
5 More Advanced Python Patterns for High-Scale Engineering
cyclopt_dimitrisk profile

5 More Advanced Python Patterns for High-Scale Engineering

#architecture #performance #python #softwareengineering
BERJAYA BERJAYA 3
Comments
4 min read
The Model Collapse Paradox: Why Your 2026 AI Strategy is a House of Cards
cyclopt_dimitrisk profile

The Model Collapse Paradox: Why Your 2026 AI Strategy is a House of Cards

#ai #devops #database #security
BERJAYA BERJAYA BERJAYA 3
Comments 11
2 min read
The EU Security Pincer: Why You Can’t Solve NIS2 Without the Cyber Resilience Act (CRA)
cyclopt_dimitrisk profile

The EU Security Pincer: Why You Can’t Solve NIS2 Without the Cyber Resilience Act (CRA)

#discuss #security #devops #opensource
BERJAYA 4
Comments
3 min read
Vibe Coding vs. Reality: Why Your AI-Generated Code Needs DevSecOps
cyclopt_dimitrisk profile

Vibe Coding vs. Reality: Why Your AI-Generated Code Needs DevSecOps

#devops #security #vibecoding #webdev
BERJAYA 3
Comments
3 min read
5 Advanced Python Tips That Senior Engineers Actually Use
cyclopt_dimitrisk profile

5 Advanced Python Tips That Senior Engineers Actually Use

#python #programming #performance #tutorial
BERJAYA 4
Comments
6 min read
The $15 Million Risk: Why "Good Enough" Code is Bankrupting Your Business
cyclopt_dimitrisk profile

The $15 Million Risk: Why "Good Enough" Code is Bankrupting Your Business

BERJAYA 3
Comments
2 min read
The Unseen Math Behind Your SAST Tool: How Static Analysis Works Its Magic
cyclopt_dimitrisk profile

The Unseen Math Behind Your SAST Tool: How Static Analysis Works Its Magic

#security #devops #learning #computerscience
BERJAYA 2
Comments
4 min read
5 Advanced JS Patterns to Level Up Your Senior Engineering Game
cyclopt_dimitrisk profile

5 Advanced JS Patterns to Level Up Your Senior Engineering Game

#discuss #programming #javascript #career
BERJAYA 1
Comments 2
2 min read
Beginner Tips For A Maintainable Code
cyclopt_dimitrisk profile

Beginner Tips For A Maintainable Code

#webdev #programming #tutorial #learning
Comments 3
3 min read
Elevate Your Code Reviews: Moving Beyond Bug Hunting
cyclopt_dimitrisk profile

Elevate Your Code Reviews: Moving Beyond Bug Hunting

#webdev #programming #security #devops
BERJAYA BERJAYA BERJAYA 5
Comments
2 min read
Monetizing Quality Assurance: Demonstrating the Financial Impact of QA Investments
cyclopt_dimitrisk profile

Monetizing Quality Assurance: Demonstrating the Financial Impact of QA Investments

#testing #softwareengineering #monitoring #developer
BERJAYA 1
Comments
3 min read
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