What is Thinking Machines Inkling? Analysis of 975B Open-Source Weights, Multimodal Architecture, and Technology
Thinking Machines Lab has officially launched its first multimodal model trained from scratch, Inkling, adopting a 975B parameter …
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AI Daily
COMMUNEIFY · THE DAILY AI BRIEF
Issue 26214November 2026Saturday
18stories5sections18sourcesAbout 9 min
Top story
DeepSeek Exposes Full App Architecture via API and Open-Sources Web Client
DeepSeek made the full end-to-end tooling behind the DeepSeek App accessible through developer APIs and released an open-source React web frontend.
DeepSeekSource ↗
Also today
01Model Releases & Open Source
DeepSeek
DeepSeek Exposes Full App Architecture via API and Open-Sources Web Client
DeepSeek made the full end-to-end tooling behind the DeepSeek App accessible through developer APIs and released an open-source React web frontend.
Source ↗GGML / Hugging Face
llama.cpp Reaches Milestone v1.0.0 for Local Model Inference
The widely used llama.cpp open-source project published its official v1.0.0 release, providing a stable foundation for running LLMs on local consumer hardware.
Source ↗Runway
Runway Releases Praxis-1 27B Mixture-of-Experts Video-and-Action Transformer
Runway open-sourced Praxis-1, a 27-billion-parameter diffusion model that jointly predicts synthetic video and physical robot actions.
Source ↗Tencent Hunyuan
Tencent Hunyuan Releases Hy Realtime Conversational Voice Model
Tencent introduced Hy Realtime, an end-to-end speech model capable of real-time multi-turn conversation, autonomous tool invocation, and musical singing.
Source ↗02Product Releases & Updates
OpenAI
OpenAI Launches ChatGPT Wallet for Autonomous Agent Purchases
OpenAI launched ChatGPT Wallet, allowing AI agents like Dots to complete approved purchases for users without exposing card numbers.
Source ↗Anthropic
Anthropic Upgrades Claude Code Projects with Proactive Coordinator and Forking
Anthropic released a significant update to Claude Code Projects, introducing proactive coordination across parallel sub-threads, branching commands, and delayed thread reminders.
Cognition
Cognition Debuts Devin Apps for Sandboxed Cloud-Hosted Workflows
Cognition launched Devin Apps, enabling software engineering teams to deploy private, shareable web applications directly on Devin’s cloud machine.
Source ↗Cloudflare
Cloudflare Open-Sources Kitesurf Stateless Agent Browser Under Apache 2.0
Cloudflare open-sourced Kitesurf, its serverless and containerless browser engine optimized for autonomous AI agents running on Workers.
Source ↗xAI
xAI Rolls Out Grok Bot 1.0 with In-Meeting Collaboration and Tasking
xAI deployed Grok Bot 1.0 to enterprise and subscription tiers, giving the bot the ability to participate in live meetings and execute assigned action items.
Source ↗Perplexity
Perplexity Brings Multi-Agent Teammates to Native macOS App
Perplexity launched its Teammates agentic feature on macOS for Max subscribers, coordinating parallel agent execution across local and cloud environments.
Source ↗03Industry News
TechCrunch / LangChain
LangChain Secures $300M Series C at $3B Valuation Led by CapitalG
AI agent infrastructure provider LangChain raised $300 million in a Series C funding round led by CapitalG, reaching a $3 billion valuation.
Source ↗Sierra / Meta
Sierra and Meta Release Personal Agent Protocol (Poppy) v1.0
Sierra and Meta released Poppy v1.0, an open interoperability protocol standardizing interactions between personal consumer agents and enterprise systems.
Source ↗Ars Technica
FAA Deploys SMART AI Air Traffic System Across All 22 US Centers
The FAA expanded its $875 million SMART AI congestion advisory system nationwide to predict air traffic delays and automate flight rerouting.
Source ↗The Decoder / TechCrunch
Fallout from Jensen Huang Resignation Focuses on $250B AI Financing Guarantees
In the wake of Jensen Huang’s departure from NVIDIA, market reporting revealed executive scrutiny over multibillion-dollar vendor debt guarantees and AI financing arrangements.
Source ↗04Research Papers
Google DeepMind
Google DeepMind Releases PARDIG and SatWeave Earth Observation Datasets
Google DeepMind open-sourced PARDIG and SatWeave, the foundational planetary climate datasets powering its WeatherNext 3 global atmospheric model.
Salesforce AI Research
JoMoHa: Co-Training Agent Policies and Dynamic Harnesses via Reinforcement Learning
Salesforce AI Research published JoMoHa, a dual-policy reinforcement learning framework that simultaneously trains an agent and the executable harness hosting it.
Source ↗UCSD Hao AI Lab
Agentic Formal Verification with vstack Uncovers 17 Concurrency Bugs in vLLM
UCSD researchers deployed vstack, an agentic formal verification system, uncovering 17 concurrency and KV-cache corruption bugs in the vLLM inference engine.
05Other Highlights
Vercel
Vercel Releases Workflow SDK 5 and Open-Sources Durable-Harness
Vercel released Workflow SDK 5 with 25x lower agent step latency and decoupled its durable state logging layer into the open-source durable-harness package.