yuer

Yuer — Independent AI Systems Architect Building the Expression-Driven Cognitive Architecture (EDCA OS): a deterministic, auditable execution layer for LLMs. Focused on: deterministic RAG & reproduc

Joined on Nov 20, 2025 lipxtk@gmail.com

yuer

Dec 25

I Stopped Automating ecisions with AI — and Designed a Better Collaboration Instead

#discuss #design #automation #ai

4 min read

yuer

Dec 24

Prompt Engineering Is Fragile — Human–AI Collaboration Is the Real Interface

#discuss #llm #promptengineering #ai

2 min read

yuer

Dec 23

Powerful LLMs Are Not the Problem — Using Them “Raw” Is A systems-engineering view for builders

#softwareengineering #llm #ai #architecture

5 min read

yuer

Dec 23

The GPT Client Is Becoming the Runtime for Human–AI Collaboration

#ai #architecture #llm

3 min read

yuer

Dec 21

AI decision systems break without strategy stability

#ai #architecture #llm

2 min read

yuer

Dec 21

Using a Single GPT Client as a Language Runtime (No API, No Agents)

#chatgpt #llm #architecture #ai

2 min read

yuer

Dec 20

Controllable AI: Why Enterprise AI Fails at Behavior, Not Models

#ai #machinelearning #architecture #enterprisetech

6 min read

yuer

Dec 19

AI Is Powerful — But Most of Us Are Still Using It the Wrong Way

2 min read

yuer

Dec 18

If the Same Input Gives Different Results, It’s Not a Decision System

#discuss #ai #systemdesign

2 min read

yuer

Dec 17

Using GPT as a Code Auditor (Not a Code Generator)

#ai #security #testing

2 min read

yuer

Dec 15

Chat-based AI Breaks Down for Long-Running Work

#discuss #llm #ai #productivity

2 min read

yuer

Dec 9

You Don’t Need RAG to Build a Domain Sentiment Engine — A Single LLM + JSON Works

#ai #machinelearning #llm #nlp

2 min read

yuer

Dec 9

A RAG-Free Technique That Makes LLM Outputs Stable, Predictable, and Auditable

#rag #llm #architecture #ai

2 min read

yuer

Dec 8

I Turned ChatGPT Web Into a Controllable Risk Engine — No Code, No API, No RAG

3 min read

yuer

Dec 7

Turning ChatGPT into a Deterministic Flight-Risk Runtime (FRR Demo + GitHub Repo)

2 min read

yuer

Nov 20

Why RAG and Agent Systems Are Unstable — A Minimal Deterministic Planner POC

#agents #rag #architecture #llm

2 min read

yuer

Nov 20

Fixing Identity Drift in AI Image Generation with a Deterministic Constraint Layer (Minimal PoC Inside)

#algorithms #ai #deeplearning #machinelearning

2 min read

yuer

Nov 20

Deterministic RAG: A Drop-in Replacement for GraphRAG’s Unstable Planning

#architecture #llm #rag

3 min read

DEV Community

yuer

Badges

Writing Debut

I Stopped Automating ecisions with AI — and Designed a Better Collaboration Instead

Prompt Engineering Is Fragile — Human–AI Collaboration Is the Real Interface

Powerful LLMs Are Not the Problem — Using Them “Raw” Is A systems-engineering view for builders

The GPT Client Is Becoming the Runtime for Human–AI Collaboration

AI decision systems break without strategy stability

Using a Single GPT Client as a Language Runtime (No API, No Agents)

Controllable AI: Why Enterprise AI Fails at Behavior, Not Models

AI Is Powerful — But Most of Us Are Still Using It the Wrong Way

If the Same Input Gives Different Results, It’s Not a Decision System

Using GPT as a Code Auditor (Not a Code Generator)

Chat-based AI Breaks Down for Long-Running Work

You Don’t Need RAG to Build a Domain Sentiment Engine — A Single LLM + JSON Works

A RAG-Free Technique That Makes LLM Outputs Stable, Predictable, and Auditable

I Turned ChatGPT Web Into a Controllable Risk Engine — No Code, No API, No RAG

Turning ChatGPT into a Deterministic Flight-Risk Runtime (FRR Demo + GitHub Repo)

Why RAG and Agent Systems Are Unstable — A Minimal Deterministic Planner POC

Fixing Identity Drift in AI Image Generation with a Deterministic Constraint Layer (Minimal PoC Inside)

Deterministic RAG: A Drop-in Replacement for GraphRAG’s Unstable Planning