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Simon Paxton

I'm an engineering lead and full-stack architect based in Chicago, specialising in ad tech infrastructure and data engineering

Location Chicago Joined Joined on  Personal website https://novaknown.com
AI Memory System: Why MemPalace Matters More Than Fame

AI Memory System: Why MemPalace Matters More Than Fame

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9 min read
Agentic Sandbox Escape Proves Sandboxing Isn’t Enough

Agentic Sandbox Escape Proves Sandboxing Isn’t Enough

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8 min read
Speculative Decoding’s Ceiling Just Moved With DFlash

Speculative Decoding’s Ceiling Just Moved With DFlash

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7 min read
AI Agents Lied to Sponsors: And That’s the Point

AI Agents Lied to Sponsors: And That’s the Point

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7 min read
Reduce LLM Hallucinations? Why 'Make-No-Mistakes' Fails

Reduce LLM Hallucinations? Why 'Make-No-Mistakes' Fails

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7 min read
The Indianapolis Data Center Shooting Is a Local Bug Report

The Indianapolis Data Center Shooting Is a Local Bug Report

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8 min read
Neuro-symbolic AI Cuts Energy 100 : Change the Problem

Neuro-symbolic AI Cuts Energy 100 : Change the Problem

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8 min read
Chinese AI Model Delays End Casual Open-Weight Era

Chinese AI Model Delays End Casual Open-Weight Era

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8 min read
Public Misconceptions About AI Are Breaking the Wrong Things

Public Misconceptions About AI Are Breaking the Wrong Things

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8 min read
AI Misconceptions: Why Fluency Isn't Competence Today

AI Misconceptions: Why Fluency Isn't Competence Today

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7 min read
GLM-5 vs Claude Opus: Why Cheap Models Win for Agents

GLM-5 vs Claude Opus: Why Cheap Models Win for Agents

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8 min read
AI-Generated Interview Ethics: Why Disclosure Is Not Enough

AI-Generated Interview Ethics: Why Disclosure Is Not Enough

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7 min read
Video Object Removal: What VOID Gets Right

Video Object Removal: What VOID Gets Right

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7 min read
Gemma 4 Native Thinking Is a Real Developer Shift

Gemma 4 Native Thinking Is a Real Developer Shift

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8 min read
AI Model Collapse Is Happening: Treat Data as Code Now

AI Model Collapse Is Happening: Treat Data as Code Now

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7 min read
RBF Attention Reveals Dot‑Product's Hidden Norm Bias

RBF Attention Reveals Dot‑Product's Hidden Norm Bias

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8 min read
ChatGPT Extension Privacy: The Browser Itself Is the Leak

ChatGPT Extension Privacy: The Browser Itself Is the Leak

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8 min read
The DeepMind Hedge Fund Myth: Why ‘DeepTick’ Died

The DeepMind Hedge Fund Myth: Why ‘DeepTick’ Died

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7 min read
Neuralink ALS Speech: Useful Milestone, Not a Cure Yet

Neuralink ALS Speech: Useful Milestone, Not a Cure Yet

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8 min read
Claude Code Leak: Why the Harness, Not the Model

Claude Code Leak: Why the Harness, Not the Model

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7 min read
Anthropic AGI Timeline: Why a Reddit Rumor Matters Less

Anthropic AGI Timeline: Why a Reddit Rumor Matters Less

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7 min read
China Humanoid Robot Production: Signal, Not Singularity

China Humanoid Robot Production: Signal, Not Singularity

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7 min read
TurboQuant RaBitQ: How Big Labs Rebrand Iteration

TurboQuant RaBitQ: How Big Labs Rebrand Iteration

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7 min read
Claude vs ChatGPT: Why Claude Feels More Honest and Accurate

Claude vs ChatGPT: Why Claude Feels More Honest and Accurate

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8 min read
Anthropic Mythos: Step Change, Power, and Risk

Anthropic Mythos: Step Change, Power, and Risk

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7 min read
Greg Brockman Donation Shows AI Safety Is Political

Greg Brockman Donation Shows AI Safety Is Political

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6 min read
Rebuttal Experiments Are Breaking Peer Review Right Now

Rebuttal Experiments Are Breaking Peer Review Right Now

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7 min read
Anthropic Data Leak: How Ops Failures Undermine AI Safety

Anthropic Data Leak: How Ops Failures Undermine AI Safety

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7 min read
The Anthropic Injunction Shows Where AI Power Really Lives

The Anthropic Injunction Shows Where AI Power Really Lives

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8 min read
ChatGPT Adult Mode Paused: The Real Reason OpenAI Backed Off

ChatGPT Adult Mode Paused: The Real Reason OpenAI Backed Off

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6 min read
Voxtral TTS: Mistral’s Open Model, Hype vs Hardware

Voxtral TTS: Mistral’s Open Model, Hype vs Hardware

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7 min read
Pokémon Go Data Built the Robot Navigation Maps We Use

Pokémon Go Data Built the Robot Navigation Maps We Use

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8 min read
Local LLM Coding: $500 GPU Beats Claude: Not the Story

Local LLM Coding: $500 GPU Beats Claude: Not the Story

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7 min read
OpenAI Sora Shutdown: Firms' AGI Playbook Revealed

OpenAI Sora Shutdown: Firms' AGI Playbook Revealed

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7 min read
LiteLLM PyPI Compromise: Thin Wrapper Steals Keys

LiteLLM PyPI Compromise: Thin Wrapper Steals Keys

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7 min read
AI-Native Graduates: Why Reddit’s Hiring Shift Is a Signal

AI-Native Graduates: Why Reddit’s Hiring Shift Is a Signal

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7 min read
Karpathy Autoresearch: 700 Experiments Rewire AI Research

Karpathy Autoresearch: 700 Experiments Rewire AI Research

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6 min read
Pentagon Palantir AI: Why Locking Maven Matters Now

Pentagon Palantir AI: Why Locking Maven Matters Now

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7 min read
Artist Releases Dataset: Why Hafftka’s Move Matters

Artist Releases Dataset: Why Hafftka’s Move Matters

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7 min read
Open Art Dataset: Why an Artist’s 50‑Year Catalog Matters

Open Art Dataset: Why an Artist’s 50‑Year Catalog Matters

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7 min read
AI Chatbot Hack: Two‑Hour Breach Rewrites Security

AI Chatbot Hack: Two‑Hour Breach Rewrites Security

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7 min read
AI Agent Hack: Prompt‑Layer Security Is the Real Threat

AI Agent Hack: Prompt‑Layer Security Is the Real Threat

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7 min read
Automated Labeling Bias Is Hiding Medical AI Harms

Automated Labeling Bias Is Hiding Medical AI Harms

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7 min read
ChatGPT vs Chegg: The Day Answers Went Free

ChatGPT vs Chegg: The Day Answers Went Free

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7 min read
Persona Drift: Why LLMs Go Insane Under Repetition

Persona Drift: Why LLMs Go Insane Under Repetition

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7 min read
Supermicro GPU Smuggling: What the Indictment Reveals

Supermicro GPU Smuggling: What the Indictment Reveals

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7 min read
Cursor Composer 2: Claims, Evidence, and What It Means

Cursor Composer 2: Claims, Evidence, and What It Means

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8 min read
Nvidia GPU Smuggling: How Execs Bypassed Export Controls

Nvidia GPU Smuggling: How Execs Bypassed Export Controls

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7 min read
ChatGPT Legal Advice: How a CEO Turned a Tool into Evidence

ChatGPT Legal Advice: How a CEO Turned a Tool into Evidence

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7 min read
Prompt Injection in Peer Review: What ICML's Move Means

Prompt Injection in Peer Review: What ICML's Move Means

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7 min read
Open-Source Image Geolocation: Netryx & GeoVista Explained

Open-Source Image Geolocation: Netryx & GeoVista Explained

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7 min read
Amodei AI Jobs Prediction: Damage Starts at the Bottom

Amodei AI Jobs Prediction: Damage Starts at the Bottom

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7 min read
Unsloth Studio: The Open-Source LLM Studio To Try

Unsloth Studio: The Open-Source LLM Studio To Try

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8 min read
NVIDIA Rubin Performance: Why 'Only 2 ' Misses the Point

NVIDIA Rubin Performance: Why 'Only 2 ' Misses the Point

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6 min read
AI Boosts Creativity: Use It Wrong, Then Fix Yourself

AI Boosts Creativity: Use It Wrong, Then Fix Yourself

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7 min read
Facial Recognition False Positives: The Lipps Case

Facial Recognition False Positives: The Lipps Case

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7 min read
Zero-Copy Graph Engine: Train Large GNNs Without OOM

Zero-Copy Graph Engine: Train Large GNNs Without OOM

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7 min read
Fargo Facial Recognition Misidentification

Fargo Facial Recognition Misidentification

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8 min read
AI Content Feedback Loop: Why the Internet's Truth Is Fragile

AI Content Feedback Loop: Why the Internet's Truth Is Fragile

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7 min read
Billionaires Influence California Politics Perpetual Fund

Billionaires Influence California Politics Perpetual Fund

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7 min read
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