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

PSBigBig

Sep 12

# 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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PSBigBig

Sep 11

# 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

PSBigBig

Sep 10

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

2 min read

PSBigBig

Sep 9

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

#webdev #beginners #devops #productivity

3 min read

PSBigBig

Sep 8

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

#webdev #programming #javascript #opensource

2 min read

PSBigBig

Sep 7

🏥 WFGY Global Fix Map — 300+ Structured Fixes

#webdev #javascript #programming #beginners

2 min read

PSBigBig

Sep 6

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

PSBigBig

Sep 5

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

PSBigBig

Sep 4

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

#webdev #programming #ai #beginners

4 min read

PSBigBig

Sep 3

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

#webdev #programming #ai #tutorial

3 min read

PSBigBig

Sep 2

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

#webdev #programming #ai #beginners

2 min read

PSBigBig

Sep 1

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

#webdev #programming #ai #beginners

3 min read

PSBigBig

Aug 31

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

#webdev #programming #ai #devops

2 min read

PSBigBig

Aug 30

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

#webdev #programming #ai #beginners

4 min read

PSBigBig

Aug 29

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

#webdev #programming #ai #devops

4 min read

PSBigBig

Aug 28

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

#rag #vectordatabase #programming #ai

3 min read

PSBigBig

Aug 27

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

#webdev #programming #ai #beginners

3 min read

PSBigBig

Aug 26

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

#webdev #programming #javascript #ai

1 min read

PSBigBig

Aug 26

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

#vectordatabase #machinelearning #rag #ai

4 min read

PSBigBig

Aug 25

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

#webdev #programming #javascript #ai

4 min read

PSBigBig

Aug 24

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

#webdev #programming #ai #beginners

1 min read

PSBigBig

Aug 23

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

#programming #ai #ocr #faiss

4 min read

PSBigBig

Aug 22

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

#webdev #programming #ai #beginners

4 min read

PSBigBig

Aug 22

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

#webdev #programming #ai #javascript

3 min read

PSBigBig

Aug 21

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

#webdev #ai #programming #beginners

4 min read

PSBigBig

Aug 19

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

#webdev #programming #ai #beginners

6 min read

PSBigBig

Aug 18

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

PSBigBig

Aug 17

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

#webdev #ai #machinelearning #opensource

4 min read

PSBigBig

Aug 15

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

#webdev #ai #programming #beginners

4 min read

PSBigBig

Aug 13

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

PSBigBig

Aug 12

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

#webdev #programming #ai #beginners

5 min read

PSBigBig

Aug 10

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

#webdev #programming #ai #tutorial

4 min read

PSBigBig

Aug 9

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

#discuss #webdev #ai #beginners

2 min read

PSBigBig

Aug 7

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

#webdev #rag #ai #tutorial

2 min read

PSBigBig

Aug 6

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

#rag #programming #tutorial #opensource

3 min read

PSBigBig

Aug 5

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

#webdev #programming #ai #devops

2 min read

PSBigBig

Aug 1

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

1 min read

PSBigBig

Jul 28

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

#programming #ai #deeplearning #rag

3 min read

PSBigBig

Jul 27

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

#webdev #programming #ai #tutorial

2 min read

PSBigBig

Jul 23

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

#programming #ai #deeplearning #rag

2 min read

PSBigBig

Jul 17

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

#programming #ai #beginners #opensource

2 min read

PSBigBig

Jul 13

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

#machinelearning #deeplearning #ai

2 min read

PSBigBig

Jun 28

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

#deeplearning #machinelearning #ai #chatgpt

2 min read

PSBigBig

Jun 25

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

4 min read

PSBigBig

Jun 25

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

#semantic #llm #reasoning #gpt3

4 min read

PSBigBig

Jun 25

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

#programming #ai #machinelearning #deeplearning

3 min read

PSBigBig

Jun 25

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

#programming #llm #machinelearning #deeplearning

3 min read

PSBigBig

Jun 24

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

2 min read

PSBigBig

Jun 18

Challenging Einstein Series – Paper 1 Semantic Relativity Theory

#machinelearning #ai #mixedreality #semantic

1 min read

PSBigBig

Jun 18

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

#ai #opensource #llm #machinelearning

2 min read

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