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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

Thailand Joined on Jun 18, 2025 https://github.com/onestardao/WFGY

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50 posts published

66 comments written

1 tag followed

# EP 6 — Why Multi-Agent Orchestration Collapses (Deadlocks, Infinite Loops, and Memory Overwrites in AI Pipelines)

onestardao profile

# EP 6 — Why Multi-Agent Orchestration Collapses (Deadlocks, Infinite Loops, and Memory Overwrites in AI Pipelines)

#webdev #programming #tutorial #devops

2 min read

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# Global Fix Map — Episode 5: Embeddings Pipeline, Why normalization, casing, and chunk contracts drift more than you think

onestardao profile

# Global Fix Map — Episode 5: Embeddings Pipeline, Why normalization, casing, and chunk contracts drift more than you think

#webdev #programming #ai #beginners

2 min read

Ep4 Vector Databases and Retrieval Stores Keep Failing in Subtle Ways (FAISS, pgvector, Qdrant, Redis)

onestardao profile

Ep4 Vector Databases and Retrieval Stores Keep Failing in Subtle Ways (FAISS, pgvector, Qdrant, Redis)

2 min read

Global Fix Map — Episode 3: Automation Guardrails and Idempotency (Zapier, n8n, GitHub Actions) published: true

onestardao profile

Global Fix Map — Episode 3: Automation Guardrails and Idempotency (Zapier, n8n, GitHub Actions) published: true

#webdev #beginners #devops #productivity

3 min read

🧩 Global Fix Map — Episode 2: Agents & Orchestration deep dive

onestardao profile

🧩 Global Fix Map — Episode 2: Agents & Orchestration deep dive

#webdev #programming #javascript #opensource

2 min read

🏥 WFGY Global Fix Map — 300+ Structured Fixes

onestardao profile

🏥 WFGY Global Fix Map — 300+ Structured Fixes

#webdev #javascript #programming #beginners

2 min read

Day 16 · Bootstrap ordering (No 14) why jobs fire before the system is ready, and how to stop zombie runs at the door

onestardao profile

Day 16 · Bootstrap ordering (No 14) why jobs fire before the system is ready, and how to stop zombie runs at the door

#webdev #javascript #ai #beginners

4 min read

Day 15 — Symbolic collapse (No.11): when math, logic, and tables turn into "nice prose" — and how to stop it

onestardao profile

Day 15 — Symbolic collapse (No.11): when math, logic, and tables turn into "nice prose" — and how to stop it

#webdev #javascript #ai #beginners

4 min read

# Day 14 — Symbolic Collapse (ProblemMap No.11)

onestardao profile

# Day 14 — Symbolic Collapse (ProblemMap No.11)

#webdev #programming #ai #beginners

4 min read

Day 13 – Multi-agent Chaos in AI Pipelines (ProblemMap No.13)

onestardao profile

Day 13 – Multi-agent Chaos in AI Pipelines (ProblemMap No.13)

#webdev #programming #ai #tutorial

3 min read

Why Your AI Pipeline Breaks: The Bootstrap Ordering Mistake (ProblemMap No.14)

onestardao profile

Why Your AI Pipeline Breaks: The Bootstrap Ordering Mistake (ProblemMap No.14)

#webdev #programming #ai #beginners

2 min read

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

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

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

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 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

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 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

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

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

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 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

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

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

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

4 min read

# Drunk Transformer: five regulators that keep your model sober enough to hit the target

onestardao profile

# Drunk Transformer: five regulators that keep your model sober enough to hit the target

#webdev #programming #ai #beginners

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

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

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

4 min read

After the pricing debates: open-core vs zero-meter, and why I shipped a one-file reasoning layer

onestardao profile

After the pricing debates: open-core vs zero-meter, and why I shipped a one-file reasoning layer

#webdev #ai #programming #beginners

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

5 min read

# The Hidden Failure Modes in **n8n / Make / Zapier** (with AI & RAG) — A Field Guide + MIT Problem Map

onestardao profile

# The Hidden Failure Modes in n8n / Make / Zapier (with AI & RAG) — A Field Guide + MIT Problem Map

#webdev #programming #ai #tutorial

4 min read

Automating Complex Workflows in n8n — and How to Avoid the Hidden Pitfalls

onestardao profile

Automating Complex Workflows in n8n — and How to Avoid the Hidden Pitfalls

#discuss #webdev #ai #beginners

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

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

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

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)

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

3 min read

Why I Had to Build My Own AI Tools (And What Came Out of It)

onestardao profile

Why I Had to Build My Own AI Tools (And What Came Out of It)

#webdev #programming #ai #tutorial

2 min read

✨ A Small Update: RAG Pitfalls, Unexpected Endorsement, and That Feeling of Fighting Ghosts with FAISS

onestardao profile

✨ A Small Update: RAG Pitfalls, Unexpected Endorsement, and That Feeling of Fighting Ghosts with FAISS

#programming #ai #deeplearning #rag

2 min read

How I Got 100/100 From GPT-4, Gemini, Grok, and More—Using Just a .txt File

onestardao profile

How I Got 100/100 From GPT-4, Gemini, Grok, and More—Using Just a .txt File

#programming #ai #beginners #opensource

2 min read

TXT Notepad: Meet TXT OS — An Open-Source AI Reasoning System in One .txt File

onestardao profile

TXT Notepad: Meet TXT OS — An Open-Source AI Reasoning System in One .txt File

#machinelearning #deeplearning #ai

2 min read

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

onestardao profile

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

#deeplearning #machinelearning #ai #chatgpt

2 min read

Semantic Bio-Energy: How Language and Sound Alter Plant Physiology

onestardao profile

Semantic Bio-Energy: How Language and Sound Alter Plant Physiology

4 min read

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

onestardao profile

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

#semantic #llm #reasoning #gpt3

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

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

3 min read

One Developer vs Ten AI Masters: My Open-Source Reasoning Engine Tournament

onestardao profile

One Developer vs Ten AI Masters: My Open-Source Reasoning Engine Tournament

2 min read

Challenging Einstein Series – Paper 1 Semantic Relativity Theory

onestardao profile

Challenging Einstein Series – Paper 1 Semantic Relativity Theory

#machinelearning #ai #mixedreality #semantic

1 min read

WFGY: Instantly Boost LLM Reasoning & Stability (Open Source, +22% Accuracy)

onestardao profile

WFGY: Instantly Boost LLM Reasoning & Stability (Open Source, +22% Accuracy)

#ai #opensource #llm #machinelearning

2 min read

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