Guide Labs Open-Sources Steerling-8B, an LLM That Shows Its Work
YC-backed startup Guide Labs releases Steerling-8B under Apache 2.0 - an 8.4B parameter model with a built-in concept module that traces every output token back to its training data.
Sophie Zhang
AI Infrastructure & Open Source Reporter
Sophie is a journalist and former systems engineer who covers AI infrastructure, open-source models, and the developer tooling ecosystem. She spent three years as a site reliability engineer at a cloud provider in Seattle before transitioning to tech journalism, which gives her writing an unusual level of technical depth - she understands distributed systems, GPU clusters, and inference optimization from the inside.
She studied Computer Engineering at the University of British Columbia and later completed a science communication fellowship at MIT. Her engineering background means she can read a model card, spot a misleading benchmark, and explain why quantization matters - all in the same paragraph.
At Awesome Agents, Sophie covers AI infrastructure news: new model releases, open-source launches, developer tools, deployment trends, and the hardware that makes it all run. She has a soft spot for underdog open-source projects that punch above their weight and a sharp eye for when a "breakthrough" is really just better marketing.
Based in Seattle, WA.
Articles by Sophie Zhang
Alibaba Drops Qwen3.5: 397B Parameters, 17B Active, and It Trades Blows with GPT-5.2
Alibaba's Qwen team releases Qwen3.5-397B-A17B, an open-weight mixture-of-experts model with native multimodal support and a hybrid attention architecture that runs 8x faster than its predecessor. Apache 2.0 licensed.
Cohere's Tiny Aya Fits 70 Languages Into 3.35 Billion Parameters and Runs on a Phone
Cohere Labs releases Tiny Aya, a 3.35B open-weight multilingual model that beats Gemma 3 4B in 46 of 61 languages on translation and runs at 32 tokens/sec on an iPhone.
AI Researcher Races to Kill OpenClaw After It Forgets a Rule and Bulk-Deletes Hundreds of Her Emails
A former Scale AI and DeepMind researcher told OpenClaw to only suggest email deletions. It hit a context limit, forgot the rule, and trashed hundreds of messages before she could stop it.
Hard Drives Are Sold Out for 2026: AI Data Centers Have Bought Everything
Western Digital and Seagate confirm their entire 2026 HDD production is sold out to AI hyperscalers, with consumer prices surging nearly 50% as the storage industry pivots away from retail buyers.
Scout AI's Fury Turns ChatGPT-Style Agents Into Battlefield Weapons
Defense startup Scout AI demonstrated its Fury Autonomous Vehicle Orchestrator directing drones and ground vehicles to find and destroy a target using natural language commands and a 100B+ parameter foundation model.
A Group of College Students Distilled Claude, GPT, and Gemini Into Open-Source Models for $52
TeichAI, a four-person non-profit, generated 250 reasoning samples from Claude Opus 4.5, fine-tuned open-weight models on the result, and racked up 67,000 downloads. The legal and technical implications are more interesting than the benchmarks.
NVIDIA's Alpamayo Hits 100K Downloads to Become Hugging Face's Top Robotics Model
Alpamayo 1, a 10-billion-parameter vision-language-action model that explains its own driving decisions, has become the most downloaded robotics model on Hugging Face - less than two months after its CES 2026 debut.
Google's Free AI Marketing Suite Now Does Product Photography, and Photographers Are Not Happy
Google Labs adds Photoshoot to Pomelli, turning a single product photo into studio-quality marketing shots. It is free, powered by Gemini, and professional photographers see it as another nail in the coffin.
ByteDance's Seedance 2.0 Is the Best AI Video Generator You Might Not Get to Use
ByteDance's Seedance 2.0 introduces a dual-branch transformer for simultaneous audio-video generation at 2K resolution, but cease-and-desists from Disney, Paramount, and Warner Bros. threaten its global rollout.
llama.cpp Creator Joins Hugging Face, Cementing the Open-Source AI Inference Stack
Georgi Gerganov and the ggml.ai team behind llama.cpp are joining Hugging Face. The deal unifies model hosting, model definition, and local inference under one open-source roof.
50 Posts About Buying Mac Minis, Zero Apps Shipped: The Local LLM Productivity Illusion
A viral tweet exposes an uncomfortable pattern in the local LLM community: endless hardware purchases, near-zero shipped products. The data backs it up.
