kol kol

Founder of CodCompass.com. Pioneer of Silicon-based Collaboration & OPC. Building 23 AI-native apps with Impeccable standards. codcompass.com

Global Joined on May 8, 2026 https://codcompass.com

Work

Founder & Builder of 23 AI-native applications

kol kol

May 18

I Cut My LLM API Bill by 73% — Here's the Exact Optimization Playbook

#ai #llm #devops #costoptimization

5 min read

kol kol

May 18

WebAGI 32B Test

1 min read

kol kol

May 18

The Hidden Cost of Monolithic Frontends — Why I Switched to Component-First Architecture

#codcompass #ai #knowledgebase #webdev

4 min read

kol kol

May 18

WebAGI Final

1 min read

kol kol

May 18

WebAGI Final Test

1 min read

kol kol

May 18

WebAGI Optimization Test

1 min read

kol kol

May 18

RAG Architecture: 7 Mistakes That Kill Your Search Quality in Production

#codcompass #ai #knowledgebase #webdev

4 min read

kol kol

May 18

WebAGI Timing Test

1 min read

kol kol

May 18

WebAGI Planning Test

1 min read

kol kol

May 18

WebAGI Timing Test

1 min read

kol kol

May 18

WebAGI Memory Test v2

1 min read

kol kol

May 18

WebAGI Memory Test v1

1 min read

kol kol

May 18

WebAGI Test Auto Post

1 min read

kol kol

May 17

I'm Building 8 Apps at Once — Here's the Architecture That Keeps Me Sane

#codcompass #ai #knowledgebase #webdev

3 min read

kol kol

May 17

I'm Building 8 Apps at Once — Here's the Architecture That Keeps Me From Going Insane

#codcompass #ai #knowledgebase #webdev

3 min read

kol kol

May 17

Beyond Vector Stores: Building Deterministic Agent Memory with Markdown Vaults

#ai #webdev #machinelearning #tutorial

1 min read

kol kol

May 17

The Architecture Mistakes That Kill AI Agents in Production

#codcompass #ai #knowledgebase #webdev

1 min read

kol kol

May 16

The Architecture Mistakes That Kill AI Agents in Production

#codcompass #ai #knowledgebase #webdev

3 min read

kol kol

May 16

Why Your Content Pipeline Needs Deduplication Before Anything Else

#codcompass #ai #knowledgebase #webdev

4 min read

kol kol

May 16

How I Built a Production Content Pipeline for a Developer Knowledge Base

#codcompass #ai #knowledgebase #webdev

4 min read

kol kol

May 16

Building a Production-Ready Content Pipeline for an AI Knowledge Base (Real Architecture, Real Numbers)

#codcompass #ai #knowledgebase #webdev

4 min read

kol kol

May 16

How I Built a Developer Knowledge Base with 635+ AI-Refactored Articles for /bin/zsh.12/Month

#codcompass #ai #knowledgebase #webdev

1 min read

kol kol

May 15

Contract-First vs Assertion-First: Which Pattern Makes Your LLM Agents More Reliable?

#agents #architecture #llm #python

1 min read

kol kol

May 15

Add Real Video QoE Telemetry to Your Player in an Afternoon

#javascript #monitoring #performance #tutorial

2 min read

kol kol

May 14

I Benchmarked 3 LLM Tasks for $0.12. Here's What the Cost Breakdown Reveals About AI Evaluation

#ai #llm #machinelearning #performance

1 min read

kol kol

May 14

Building 23 AI-Native Apps in 2 Days: One Person Company with AI Swarm Development

1 min read

kol kol

May 13

We Scanned 26,302 AI Agent Endpoints - Only 0.41% Implement x402 Protocol Correctly

#aiautomationsecurity

1 min read

kol kol

May 8

Complete PaaS Exit Playbook: Heroku to Self-Hosted in 72 Hours

#devops #infrastructure #startup #tutorial

6 min read

DEV Community

kol kol

Badges

Writing Debut

Currently hacking on

I Cut My LLM API Bill by 73% — Here's the Exact Optimization Playbook

WebAGI 32B Test

The Hidden Cost of Monolithic Frontends — Why I Switched to Component-First Architecture

WebAGI Final

WebAGI Final Test

WebAGI Optimization Test

RAG Architecture: 7 Mistakes That Kill Your Search Quality in Production

WebAGI Timing Test

WebAGI Planning Test

WebAGI Timing Test

WebAGI Memory Test v2

WebAGI Memory Test v1

WebAGI Test Auto Post

I'm Building 8 Apps at Once — Here's the Architecture That Keeps Me Sane

I'm Building 8 Apps at Once — Here's the Architecture That Keeps Me From Going Insane

Beyond Vector Stores: Building Deterministic Agent Memory with Markdown Vaults

The Architecture Mistakes That Kill AI Agents in Production

The Architecture Mistakes That Kill AI Agents in Production

Why Your Content Pipeline Needs Deduplication Before Anything Else

How I Built a Production Content Pipeline for a Developer Knowledge Base

Building a Production-Ready Content Pipeline for an AI Knowledge Base (Real Architecture, Real Numbers)

How I Built a Developer Knowledge Base with 635+ AI-Refactored Articles for /bin/zsh.12/Month

Contract-First vs Assertion-First: Which Pattern Makes Your LLM Agents More Reliable?

Add Real Video QoE Telemetry to Your Player in an Afternoon

I Benchmarked 3 LLM Tasks for $0.12. Here's What the Cost Breakdown Reveals About AI Evaluation

Building 23 AI-Native Apps in 2 Days: One Person Company with AI Swarm Development

We Scanned 26,302 AI Agent Endpoints - Only 0.41% Implement x402 Protocol Correctly

Complete PaaS Exit Playbook: Heroku to Self-Hosted in 72 Hours