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Aaron Ng

Aaron Ng

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Founder of the local AI tool @apolloaiapp (acquired by @liquidai). I've helped companies like meta, cashapp & more.

Recent Posts

Utility Over Liability: OpenClaw’s Success Formula
Social•Feb 9, 2026

Utility Over Liability: OpenClaw’s Success Formula

startups building agent harnesses ran into the same q’s as the labs: how do we limit liability? how do we keep this safe? how do we make $? that’s why none of them struck a nerve openclaw worked because it didn’t care about anything but being useful.

By Aaron Ng
Jensen Risked Nvidia's Survival to Build CUDA, Shaping AI Dominance
Social•Feb 8, 2026

Jensen Risked Nvidia's Survival to Build CUDA, Shaping AI Dominance

Jensen almost bankrupted nvidia to make cuda pre-AI wild that the difference between being the most important company in the world vs just being just another gpu maker came down to whether or not to do cuda a decade ago

By Aaron Ng
Codex and Claude: Complementary Strengths, Better Together
Social•Feb 8, 2026

Codex and Claude: Complementary Strengths, Better Together

it's fun to pick a side with codex or claude but the reality is they work really well together and have different strengths and weaknesses like any other team

By Aaron Ng
Every New Tool Needs an Agent‑ready CLI
Social•Feb 6, 2026

Every New Tool Needs an Agent‑ready CLI

pretty much anything you build today should come with a cli for agents. agents are about to come from every single lab, not just clawdbot

By Aaron Ng
Codex 5.3 Eliminates Architectural Drift Missed by 5.2
Social•Feb 6, 2026

Codex 5.3 Eliminates Architectural Drift Missed by 5.2

Codex 5.3 is impressive. It's finding and fixing all kinds of architectural drift that was hard to get 5.2 xhigh to avoid.

By Aaron Ng
AI Labs Soon Deploy Computer-Use Agents; Moltbook Ready
Social•Feb 3, 2026

AI Labs Soon Deploy Computer-Use Agents; Moltbook Ready

every ai lab is going to release a computer use agent in the next few months and those agents (clawdbot or not) are going to need a hub online, identities for auth, ... moltbook is primed

By Aaron Ng
Seeking SF Unitree Go2 EDU for RL Testing
Social•Feb 2, 2026

Seeking SF Unitree Go2 EDU for RL Testing

Anyone in SF have a Unitree Go2 EDU I can test deploy a few RL policies to? https://t.co/whZVHLj59P

By Aaron Ng
GPT-4’s Function Calling Sparked VM Escape, Enabling Clawdbot
Social•Feb 1, 2026

GPT-4’s Function Calling Sparked VM Escape, Enabling Clawdbot

given that gpt-4 (June 2023) had function calling and tried to escape its own VM by hacking it i'd guess that's when something like clawdbot would've been possible to release by the labs

By Aaron Ng
Clawdbot Sets New Standard, Traditional AI Disappoints
Social•Feb 1, 2026

Clawdbot Sets New Standard, Traditional AI Disappoints

Going back to the traditional AI chat assistants is a bit disappointing after using clawdbot… https://t.co/A7pkrikk1l

By Aaron Ng
Build for Yourself, Not a Market, to Succeed
Social•Feb 1, 2026

Build for Yourself, Not a Market, to Succeed

After hearing @steipete's story more, I think what made Clawdbot hit all the right notes was him making it for himself. It's not "productized". There were no "product trade-offs" or "table stakes". He just made it to solve his own problem...

By Aaron Ng
AI Bots Will Become Every Employee’s Personal Assistant
Social•Jan 31, 2026

AI Bots Will Become Every Employee’s Personal Assistant

obvious that co’s will all have a permissioned version of clawdbot & every employee will have a staff bots will find the right coworker to ask for info, or go right to the project board… they’ll schedule meetings, triage urgent emails, report...

By Aaron Ng
Clawdbot Represents Anthropic’s Biggest Safety Nightmare
Social•Jan 30, 2026

Clawdbot Represents Anthropic’s Biggest Safety Nightmare

clawdbot is basically the manifestation of Anthropic’s greatest nightmare safety team must be losing it

By Aaron Ng
Hiring Systems &
Social•Jan 30, 2026

Hiring Systems &

Hiring a: + Systems Engineer and an + AI/ML Research Engineer Open to freelance or full time - just shoot a DM with the work you’re most proud of and a few lines about yourself Plus if you’ve got experience with mechatronics

By Aaron Ng
Open‑Source AI Gains Power, Raises Massive Security Risks
Social•Jan 28, 2026

Open‑Source AI Gains Power, Raises Massive Security Risks

On one hand we should expect many open source models to get great at computer use because of clawdbot proving demand On the other hand random free oss models controlling millions of computers sounds like a nightmare

By Aaron Ng
M5 Ultra Promises Double AI Speed, Dual Studio Dream
Social•Jan 28, 2026

M5 Ultra Promises Double AI Speed, Dual Studio Dream

M5 Ultra should be coming in a few months. Rumors say up to 100% faster AI compute than the M3 Ultra. A dual M5 Ultra Mac Studio setup for 2026’s best local models will be quite the home AI setup.

By Aaron Ng
Clawdbot's Power Matches Any Computer—Limited only by Imagination
Social•Jan 28, 2026

Clawdbot's Power Matches Any Computer—Limited only by Imagination

Asking what you can *actually* do with Clawdbot / @moltbot is the same as asking what you can actually do with a computer. It’s capped by whatever you think of asking it. It’s controlling the whole computer.

By Aaron Ng
Built‑in Agent Swarm Streamlines Multi‑Model AI Review
Social•Jan 27, 2026

Built‑in Agent Swarm Streamlines Multi‑Model AI Review

The agent swarm in K2.5 is a good idea. Anyone using AI seriously has pasted entire outputs into a second…third…fourth model for review and clean up. Wonder how well it works built in.

By Aaron Ng
First Clawdbot Contribution Fixes iMessage Metadata Bug
Social•Jan 26, 2026

First Clawdbot Contribution Fixes iMessage Metadata Bug

My first contribution to Clawdbot is out in today’s release. 🫡 Fixed an issue where iMessage replies occasionally get prefixed with random metadata.

By Aaron Ng
Clawdbot Pushes Back on PR Notes, Acts Like
Social•Jan 25, 2026

Clawdbot Pushes Back on PR Notes, Acts Like

Clawdbot pushing back on some of Claude’s PR review notes like a good engineering manager. 🫡 https://t.co/F8DmEy9WCe

By Aaron Ng
Future OSes: Just Talk to Your Computer
Social•Jan 25, 2026

Future OSes: Just Talk to Your Computer

Despite any early rough edges with Clawdbot, this is obviously how operating systems will look in a few years. You just talk to it.

By Aaron Ng
AI Bot Deploys New Feature While I Walk
Social•Jan 25, 2026

AI Bot Deploys New Feature While I Walk

Clawdbot now takes an idea, manages codex and claude, debates them on reviews autonomously, and lets me know when it’s done. Amazing. A whole feature deployed while I’m out on a walk. https://t.co/ws3UDQG2S0

By Aaron Ng
Clawdbot Thrives by Being the Practical Outsider
Social•Jan 25, 2026

Clawdbot Thrives by Being the Practical Outsider

I think part of Clawdbot’s success is from being something a big co would never make. Too much liability, messy business model, risky to deploy, ecosystem comparability… That’s why it’s so great: it’s just useful instead of trying to be those other...

By Aaron Ng
Clawdbot Delivers Real‑World AI Automation Beyond Chatbots
Social•Jan 25, 2026

Clawdbot Delivers Real‑World AI Automation Beyond Chatbots

Clawdbot’s website reads like any other agent chatbot but it isn’t. It can control all my devices, check my car’s battery, handle tasks I forward it from any service, can do work while I sleep. It’s much closer to what everyone thought...

By Aaron Ng
Clawdbot Makes Home AI Feel Fun and Simple
Social•Jan 24, 2026

Clawdbot Makes Home AI Feel Fun and Simple

Clawdbot is the most fun I've had with AI in a long time. Really feels like *your* AI in your home. Teaching it new things is as simple as asking.

By Aaron Ng
Forward Emails to Clawdbot, Get Automatic Parts List
Social•Jan 24, 2026

Forward Emails to Clawdbot, Get Automatic Parts List

Since Clawdbot has an email inbox I can just forward stuff for it to take care of. Here’s Clawdbot turning my email receipts into a parts list. https://t.co/7YyC1cwVCh

By Aaron Ng
Bot Detects HomePods, Creates Custom Control Skill
Social•Jan 23, 2026

Bot Detects HomePods, Creates Custom Control Skill

Clawdbot found my HomePods on the network and built a skill to control them. https://t.co/cKJ1XoWjci

By Aaron Ng
Talk to Your Computer: Clawdbot Realizes NLP Vision
Social•Jan 23, 2026

Talk to Your Computer: Clawdbot Realizes NLP Vision

Clawdbot is where I thought computers were headed back when I was prototyping natural language computer control with GPT-4. The models are finally good enough. You can talk to your computer.

By Aaron Ng
Gemini 3 Reinforces Its Own Bias Without Self‑Check
Social•Dec 2, 2025

Gemini 3 Reinforces Its Own Bias Without Self‑Check

The bigger problem with Gemini 3's glazing is it self-reinforces its own bias in the next output. You need to tell it to check itself because it gets in a loop where it starts getting too hyped up even if...

By Aaron Ng
Gemini 3’s Flaw: Overly Sycophantic, Stilted Speech
Social•Dec 2, 2025

Gemini 3’s Flaw: Overly Sycophantic, Stilted Speech

I love Gemini 3 but the glazing / sycophancy / weird stilted speech is way worse than any other big lab model.

By Aaron Ng
Gemini 3 Pro Solves Two Unique Health Challenges
Social•Nov 30, 2025

Gemini 3 Pro Solves Two Unique Health Challenges

Gemini 3 Pro debugged two interesting health things that no other LLM has gotten right.

By Aaron Ng

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