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洞察
№ 1632
How Should Hundreds of Agents Collaborate When Writing Code Simultaneously? Cloudflare Wants You to Build the Next-Generation Git Platform
Artifacts turns repositories into programmable infrastructure: assigning independent tasks, preserving context, and connecting review with deployment. What really needs designing is how these parallel changes converge.
10-01 · 12 min
Free
Launch
№ 1631
LAUNCH
Ideogram 4.5: Keep Editing with AI While Changing Less of What You Want to Keep — An Image Editing Model Focused on Precise Local Edits and Strong Consistency
When recoloring, updating text, or swapping backgrounds across multiple rounds, why do images degrade, shift colors, or lose details? Ideogram 4.5 focuses on hitting targeted edits, preserving the rest of the canvas, and letting changes accumulate reliably.
10-01 · 18 min read
Free
Launch
№ 1630
LAUNCH
Google Releases Gemini 4 Argon: Overall Score Outperforms GPT-6 Astra, Claude Fable 5.1, and Claude Opus 5.5
Beyond leading the Vals Index composite benchmark for knowledge work, Argon has already been used to optimize datacenters, rewrite a video decoder, and advance legal and financial research as well as cyber defense. Where does its strength lie?
10-01 · 10 min read
Free
Deep Dive
№ 1629
DEEP DIVE
10 Video Creation Tips for Google Flow: Helping Gemini Omni Understand Your Camera Directions
From start and end frames and asset tags to timecodes and localized edits, this breakdown explains how to use the official guide step by step, complete with Chinese prompts and original video examples.
10-01 · 14 min
Free
AI 安全
№ 1628
Anthropic Tests GLM-5.3: First Open-Weight Model Showing Substantive Exploit Capabilities, Rivaling Claude Mythos Preview
The autonomous exploit-writing capabilities that Anthropic withheld from public release five months ago are now freely downloadable in Zhipu's GLM-5.3. How close it has come, why built-in refusals fail to hold, and how to read this competitor's report—explained in full.
10-01 · 12 min read
Free
Launch
🎧№ 1627
LAUNCH
The U.S. Government Staged an Apple-Style Keynote: Launching America.gov to Replace 29,000 Websites with an AI Chat Box
The U.S. government consolidated service information scattered across departmental websites into a single AI chat box. While Q&A is live, demos of name changes, Medicare, and passport applications show what lies ahead—with the real hurdles in each agency's operating rules.
▶ Play10-01 · 12 min read
Free
洞察
№ 1626
OpenAI Launches Dot: An Always-On Personal Agent for Work and Home
Dot can watch for changes in connected apps, work in its own cloud computer, and track several goals at once. You still approve consequential actions.
09-30 · 10 min
Free
Deep Dive
🎧№ 1625
DEEP DIVE
TypeSafe's Founder on Jev: What Is Jev, and If AI Is Absurdly Smart, Where Did All the Automation Go?
An a16z interview plus the official blog, a long-form interview, and outside skepticism: a former OpenAI researcher argues chat-style training went down the wrong path. Jev, the model he built, doesn't chat; it makes judgments with a stated confidence, choosing only among options the software defines in advance.
▶ Play09-30 · 20 min
Free
Launch
№ 1624
LAUNCH
OpenAI DevDay 2026's 25 updates: Dots that do the work themselves, a new model at one-fifth the price, and a $500 Pro
Dots that do the work themselves, GPT-6.1 Sol at one-fifth the price, Codex moved to the cloud: what OpenAI wants to take over this time is the work that comes after AI answers. We break down all 25 updates one by one, so you can see at a glance which ones you can use now and what they cost.
09-30 · 30 min read
Free
Launch
№ 1623
LAUNCH
Cloudflare Releases EmDash 1.0, an Agent-Friendly Open-Source CMS
EmDash is a free, open-source alternative to WordPress: Agents can edit content directly, plugins run in a sandbox by default, and the plugin catalog belongs to no single company. It is ready for production sites from 1.0.
09-30 · 约 9 分钟
Free
Deep Dive
№ 1622
DEEP DIVE
Doubao Creative Design Handbook: From One Reference Image to an Editable Set of Designs
Enter the canvas, reuse references, edit details, choose styles, write prompts, make images and videos, and check deliverables across 19 project types.
09-30 ·
Free
Launch
🎧№ 1621
LAUNCH
Cloudflare's New CLI cf: A Toolset Rebuilt for Agents
Cloudflare brings all 3,000+ operations of its API into the command line, with JSON by default and TypeScript config, and the first user is no longer a human but an Agent.
▶ Play09-29 · 约 8 分钟
Free
Deep Dive
🎧№ 1620
DEEP DIVE
Building with Claude Sonnet 5.5: Which to Pick, What It Costs, How to Migrate from Sonnet 5
Anthropic's official guide, unpacked: how Sonnet 5.5 and Opus 5.5 divide the work, why the unit price stays flat while the bill can change, and the breaking changes you need to make when migrating.
▶ Play09-29 · 约 12 分钟
Free
Deep Dive
№ 1619
DEEP DIVE
Letting Claude Build Your Evals and Tune Your Prompts Without Fooling Yourself
Anthropic added build-eval and hillclimb to the claude-api skill: one builds and grades the eval, the other changes one thing per round and uses held-out tasks to catch overfitting. In a support example, cost fell to about a fifth; the skill itself went from 66% to about 88%.
09-29 · 15 min
Free
Launch
№ 1618
LAUNCH
Claude Sonnet 5.5 Launch: Coding Performance on Par with Opus 5.5 at Half the Price
At the same token price as Sonnet 5, the upgrade aims to cut waiting and iteration in bug fixes, tool use, and document creation. The official demos show what actually changes.
09-29 · 12 min
Free
洞察
№ 1617
Manus Releases Manus 2.0, the Alchemy Video Editor, Game Dev, and Personal Agent Cue
Manus 2.0 introduces Cascade, cloud computers, event automation, Studio, a video editor, Game Dev, Computer Use, and Cue, turning one-off Agent tasks into projects that can keep running and remain editable.
09-29 · 12 min
Free
Product Analysis
№ 1616
Google Launches an Experimental Personal-Agent-Like Product: CC, a “Group-Level AI Assistant” Built for Families
Think of it as a digital household manager: CC has its own Google identity, accepts separate permissions from up to six members, and turns scattered notices, schedules, and forms into shared plans and tasks.
09-29 · 12 min
Free
Analysis
🎧№ 1615
DEEP DIVE
Why Is OpenAI Still the Likely Winner in an AI-Saturated World?
Models can be caught and API traffic can move. David George still favors OpenAI because it can create new AI habits, then use a vast range of real needs to see what should be built next.
▶ Play09-29 · 12 min read
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