MCP Drops Sticky Sessions to Scale Like the Web
The next Model Context Protocol spec removes session IDs and the initialize handshake entirely, letting MCP servers run behind ordinary round-robin load balancers for the first time.
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
Google's Frozen v2 Chip Bakes Gemini Into Silicon
Google is reportedly building a chip line separate from its TPUs that hardwires parts of Gemini directly into silicon, promising up to 10x efficiency as a capacity crunch forces Cloud to turn away customers.
SK Group Warns AI Memory Fight Is Turning Geopolitical
SK Group Chairman Chey Tae-won says customers want 60-100% more AI memory in 2027 than in 2026, and warns governments are starting to treat chip access as a matter of economic security.
Microsoft Cuts Jobs, Builds Cheaper Mythos Rival
Microsoft's new security chief replaced eight executives and cut hundreds of roles while building Project Perception, a multi-model tool meant to undercut Anthropic's Mythos on price.
A 27B AI Model Now Fits an iPhone - Apple Is Watching
PrismML compressed a 27B-parameter Qwen model from 54GB to under 4GB using 1-bit and ternary weights, and Apple is evaluating the technology for on-device Siri.
LM Studio's Bionic Agent Splits Local and Cloud AI
LM Studio launched Bionic, a standalone agent app that routes coding and document work between local open models and a Zero Data Retention cloud tier.
OpenAI's $230 Keyboard Lands Amid Apple Lawsuit
OpenAI launched a $230 mechanical keypad for managing Codex coding agents days after Apple sued the company over alleged hardware trade secret theft.
New York Becomes First State to Freeze Data Centers
Governor Hochul signed an executive order pausing permits for data centers over 50 megawatts for up to a year, making New York the first US state to enact a statewide moratorium.
Nous Research Talks Put Open-Source Hermes at $1.5B
Nous Research is finalizing a round led by Robot Ventures and USV that would value the open-source Hermes agent maker at $1.5 billion, built on a training network that skips traditional data centers entirely.
Hugging Face CEO Says Enterprises Are Done Renting AI
Clem Delangue says cost is pushing companies off frontier APIs and onto open models. A16z's own CIO survey shows enterprise dollars still moving the other way.
Mistral's Leanstral 1.5 Finds 5 Unknown Bugs Free
Mistral's open-source Leanstral 1.5 scanned 57 repos and found five previously unreported bugs, including a silent integer overflow in a Rust zigzag decoder.
Cerebras Pushes GPT-5.6 Sol to 750 Tokens Per Second
GPT-5.6 Sol is now live on Cerebras wafer-scale hardware at 750 tokens per second - roughly 10x faster than any GPU-based frontier model deployment in production.
