a16z backs local AI assistant Underdog: Emails and calendars stay on users’ own computers.
2026.10.03 11:38:18
Beating AI Insight News Brief: Conway Research has launched a personal AI assistant called Underdog, raising funding from investors including a16z and Khosla Ventures. The tool currently runs natively on Mac, connecting to users’ emails and calendars to assist with tasks like searching messages, organizing schedules, and handling daily work. The model operates locally, so personal data does not need to be processed by cloud-based AI, and it functions even without an internet connection. a16z has confirmed leading Conway Research’s seed round. Underdog’s ability to run on standard Macs stems from two key factors: its publicly available Woof model has only 4 billion parameters, with 4-bit weights taking up roughly 2.37GB, and the team developed the Husky inference engine, optimized specifically for Woof and Apple Silicon. The team tested the setup on an M5 Max, finding the same model outperformed MLX across 16 tasks, with a maximum speedup of 4.5 times. Founder Sigil Wen notes that daily tasks like searching emails, organizing files, and scheduling do not require calling the most powerful data center-hosted model every time. Small models, as long as they are sufficiently capable and fast, can handle a large number of tasks directly on users’ own devices. Underdog is next set to expand to iPhone, Windows, Linux, Android, and NVIDIA devices. Wen refers to this roadmap as “Underdog’s Law”: cutting-edge AI that today requires data centers to run will likely be accessible on personal devices in approximately six months. The team is also exploring use cases where agents can directly shop on users’ behalf, aiming to eventually build local AI into personal agents that retain long-term personal context and act directly on users’ behalf.
PUFFER surges over 150% in 8 minutes, now trading at $0.06
1 seconds ago
Chinese mainstream financial media removed the news report on Cheung Kong's response that Li Ka-shing is still alive.
1 seconds ago
Step 5 (Jieyue) has open-sourced its 600-billion-weight model, featuring a 92-layer deep architecture that reduces index overhead for millions of tokens to one-eighth.
1 seconds ago
SK Hynix plunges as the US-South Korea premium surges to 47%, with trading accounts executing the relevant transaction posting an unrealized profit of $5.21 million.
1 seconds ago
SK Hynix’s sharp decline triggered liquidations or loss-taking exits for several large long-position holders.
1 seconds ago
Vitalik: The zkEVM speed race is completely over, and the primary task should fully shift to security
1 seconds ago
Hot feeds
A trader profits $448K by monitoring #Binance's new listings!
2024.12.13 17:37:29
Last week, funds have flowed into #Bitcoin, #Ethereum, and #Hyperliquid.
2024.12.16 14:48:36
A $PEPE whale that had been dormant for 600 days transferred all 2.1T $PEPE($52M) to a new address.
2024.12.14 10:35:27
When Elon Musk tweeted about Moltbook, the meme coin MOLT experienced a short-term 30% price surge, hitting a new all-time high of $114 million.
2026.01.31 18:37:29
A smart #AI coin trader made $17.6M on $GOAT, $ai16z, $Fartcoin,$arc.
2025.01.05 16:05:18
A sniper earned 2,277 $ETH ($8.3M) trading $SHIRO within 18 hours!
2024.12.03 23:09:08
MoreHot Articles

How did I turn $1,000 into $30,000 with smart money?
2024.12.09

10 promising AI Agent cryptos
2024.12.05

The 30-Year-Old Entrepreneur Behind Virtual, a Multi-Million Dollar AI Agent Society
2025.01.22

10 smart traders specializing in MEMEcoin trading on Solana
2024.12.09

A trader lost $73.9K trading memecoins in just 3 minutes — a lesson for us all!
2024.12.13

What is $SPORE? Let us take you through the on-chain records to show you how it works.
2024.12.25

