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PSBigBig

I built WFGY — a reasoning engine rewiring how language, logic & science interact. Open-source. Verifiable. Semantic decompression for new modes of thought. https://github.com/onestardao/WFGY

Location Thailand Joined Joined on  Personal website https://github.com/onestardao/WFGY github website
Why Your AI Pipeline Breaks: The Bootstrap Ordering Mistake (ProblemMap No.14)
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Why Your AI Pipeline Breaks: The Bootstrap Ordering Mistake (ProblemMap No.14)

#webdev #programming #ai #beginners
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2 min read

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Day 11 · When Your Chain of Thought Collapses (ProblemMap No.6)
onestardao profile

Day 11 · When Your Chain of Thought Collapses (ProblemMap No.6)

#webdev #programming #ai #beginners
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3 min read
When Your AI Forgets Yesterday: Fixing Memory Breaks Across Sessions (Problem Map No.7)
onestardao profile

When Your AI Forgets Yesterday: Fixing Memory Breaks Across Sessions (Problem Map No.7)

#webdev #programming #ai #devops
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2 min read
Day 9 · Overreliance on reranker (No.5, No.6)
onestardao profile

Day 9 · Overreliance on reranker (No.5, No.6)

#webdev #programming #ai #beginners
3
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4 min read
Day 8 · Retriever looks fine, answers still collapse 〔No.6 Logic Collapse〕
onestardao profile

Day 8 · Retriever looks fine, answers still collapse 〔No.6 Logic Collapse〕

#webdev #programming #ai #devops
4
Comments 1
4 min read
Day 7 — FAISS empty vectors, metric mismatch, and recall collapse (ProblemMap No.8)
onestardao profile

Day 7 — FAISS empty vectors, metric mismatch, and recall collapse (ProblemMap No.8)

#rag #vectordatabase #programming #ai
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3 min read
# Day 6 · Vector anisotropy and collapse (No.5, No.6)
onestardao profile

# Day 6 · Vector anisotropy and collapse (No.5, No.6)

#webdev #programming #ai #beginners
3
Comments
3 min read
🚀 WFGY GitHub 70 Days 800 GitHub Stars (Cold Start)
onestardao profile

🚀 WFGY GitHub 70 Days 800 GitHub Stars (Cold Start)

#webdev #programming #javascript #ai
Comments
1 min read
Semantic Embedding in RAG: why close vectors still miss meaning and how to fix it
onestardao profile

Semantic Embedding in RAG: why close vectors still miss meaning and how to fix it

#vectordatabase #machinelearning #rag #ai
Comments
4 min read
# day 4 — bad chunking ruins retrieval (ProblemMap: No 5 semantic embedding, No 14 bootstrap ordering)
onestardao profile

# day 4 — bad chunking ruins retrieval (ProblemMap: No 5 semantic embedding, No 14 bootstrap ordering)

#webdev #programming #javascript #ai
Comments
4 min read
Debugging AI Isn’t About More GPUs — It’s About Semantic Firewalls
onestardao profile

Debugging AI Isn’t About More GPUs — It’s About Semantic Firewalls

#webdev #programming #ai #beginners
1
Comments
1 min read
OCR noise and “phantom tokens” are bending your embedding space. a field fix you can ship today
onestardao profile

OCR noise and “phantom tokens” are bending your embedding space. a field fix you can ship today

#programming #ai #ocr #faiss
1
Comments
4 min read
pdfs are quietly poisoning your embedding space. here is a field fix you can ship today
onestardao profile

pdfs are quietly poisoning your embedding space. here is a field fix you can ship today

#webdev #programming #ai #beginners
1
Comments
4 min read
How I Built a Semantic Firewall for AI — And Reached 600 Stars in 60 Days
onestardao profile

How I Built a Semantic Firewall for AI — And Reached 600 Stars in 60 Days

#webdev #programming #ai #javascript
1
Comments
3 min read
SL Method for AI chats: Share to Save, Paste to Load
onestardao profile

SL Method for AI chats: Share to Save, Paste to Load

#webdev #ai #programming #beginners
1
Comments
4 min read
# Drunk Transformer: five regulators that keep your model sober enough to hit the target
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# Drunk Transformer: five regulators that keep your model sober enough to hit the target

#webdev #programming #ai #beginners
1
Comments
6 min read
WFGY 2.0 — Seven Step Reasoning for Builders: math, gates, and ops" tags: ai, llm, reasoning, rag, aiengineering
onestardao profile

WFGY 2.0 — Seven Step Reasoning for Builders: math, gates, and ops" tags: ai, llm, reasoning, rag, aiengineering

#webdev #programming #ai #beginners
1
Comments
5 min read
WFGY 2.0 — An Open-Source 7-Step Reasoning Engine You Can Paste Anywhere (Eye-Visible Results)
onestardao profile

WFGY 2.0 — An Open-Source 7-Step Reasoning Engine You Can Paste Anywhere (Eye-Visible Results)

#webdev #ai #machinelearning #opensource
1
Comments
4 min read
WFGY Core 2.0 — A Text-Only Reasoning Engine with AutoBoot (Now Live)
onestardao profile

WFGY Core 2.0 — A Text-Only Reasoning Engine with AutoBoot (Now Live)

#webdev #ai #programming #beginners
Comments
4 min read
After the pricing debates: open-core vs zero-meter, and why I shipped a one-file reasoning layer
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After the pricing debates: open-core vs zero-meter, and why I shipped a one-file reasoning layer

#webdev #ai #programming #beginners
Comments
3 min read
From 0 to 500 GitHub Stars in 60 Days: Fixing RAG Hallucination with a Symbolic Layer
onestardao profile

From 0 to 500 GitHub Stars in 60 Days: Fixing RAG Hallucination with a Symbolic Layer

#webdev #programming #ai #beginners
Comments
5 min read
# The Hidden Failure Modes in **n8n / Make / Zapier** (with AI & RAG) — A Field Guide + MIT Problem Map
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# The Hidden Failure Modes in **n8n / Make / Zapier** (with AI & RAG) — A Field Guide + MIT Problem Map

#webdev #programming #ai #tutorial
Comments
4 min read
Automating Complex Workflows in n8n — and How to Avoid the Hidden Pitfalls
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Automating Complex Workflows in n8n — and How to Avoid the Hidden Pitfalls

#discuss #webdev #ai #beginners
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2 min read
Open-source playbook for RAG and LLM debugging: Problem Map 2.0 and Semantic Clinic
onestardao profile

Open-source playbook for RAG and LLM debugging: Problem Map 2.0 and Semantic Clinic

#webdev #rag #ai #tutorial
Comments
2 min read
🤯 Why Your RAG System with FAISS Is Still Failing — and How to Actually Fix It
onestardao profile

🤯 Why Your RAG System with FAISS Is Still Failing — and How to Actually Fix It

#rag #programming #tutorial #opensource
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3 min read
I tried fixing my RAG system. ended up building a graveyard.
onestardao profile

I tried fixing my RAG system. ended up building a graveyard.

#webdev #programming #ai #devops
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2 min read
Why do most RAG failures happen after retrieval? (Not where you'd expect)
onestardao profile

Why do most RAG failures happen after retrieval? (Not where you'd expect)

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1 min read
The Hidden Failures in RAG Systems — And How WFGY Fixes Them
onestardao profile

The Hidden Failures in RAG Systems — And How WFGY Fixes Them

#programming #ai #deeplearning #rag
1
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3 min read
Why I Had to Build My Own AI Tools (And What Came Out of It)
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Why I Had to Build My Own AI Tools (And What Came Out of It)

#webdev #programming #ai #tutorial
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2 min read
✨ A Small Update: RAG Pitfalls, Unexpected Endorsement, and That Feeling of Fighting Ghosts with FAISS
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✨ A Small Update: RAG Pitfalls, Unexpected Endorsement, and That Feeling of Fighting Ghosts with FAISS

#programming #ai #deeplearning #rag
Comments
2 min read
How I Got 100/100 From GPT-4, Gemini, Grok, and More—Using Just a .txt File
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How I Got 100/100 From GPT-4, Gemini, Grok, and More—Using Just a .txt File

#programming #ai #beginners #opensource
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2 min read
TXT Notepad: Meet TXT OS — An Open-Source AI Reasoning System in One .txt File
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TXT Notepad: Meet TXT OS — An Open-Source AI Reasoning System in One .txt File

#machinelearning #deeplearning #ai
Comments
2 min read
I just open-sourced a reasoning engine worth $1M+ — and only realized it *after* the release 😅
onestardao profile

I just open-sourced a reasoning engine worth $1M+ — and only realized it *after* the release 😅

#deeplearning #machinelearning #ai #chatgpt
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2 min read
Semantic Bio-Energy: How Language and Sound Alter Plant Physiology
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Semantic Bio-Energy: How Language and Sound Alter Plant Physiology

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4 min read
Transformer-Based Semantic Entropy: Measuring Energy Costs in Language Models
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Transformer-Based Semantic Entropy: Measuring Energy Costs in Language Models

#semantic #llm #reasoning #gpt3
1
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4 min read
How to Make Large-Scale Experiments Smarter and Cheaper with AI-Driven Proofs
onestardao profile

How to Make Large-Scale Experiments Smarter and Cheaper with AI-Driven Proofs

#programming #ai #machinelearning #deeplearning
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3 min read
How the WFGY Framework Formalizes Solver Loops for Next-Gen LLMs
onestardao profile

How the WFGY Framework Formalizes Solver Loops for Next-Gen LLMs

#programming #llm #machinelearning #deeplearning
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3 min read
One Developer vs Ten AI Masters: My Open-Source Reasoning Engine Tournament
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One Developer vs Ten AI Masters: My Open-Source Reasoning Engine Tournament

1
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2 min read
Challenging Einstein Series – Paper 1 Semantic Relativity Theory
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Challenging Einstein Series – Paper 1 Semantic Relativity Theory

#machinelearning #ai #mixedreality #semantic
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1 min read
WFGY: Instantly Boost LLM Reasoning & Stability (Open Source, +22% Accuracy)
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WFGY: Instantly Boost LLM Reasoning & Stability (Open Source, +22% Accuracy)

#ai #opensource #llm #machinelearning
1
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2 min read
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