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Last updated 2026-09-20 06:00 JST

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AI Is Building the Next AI. That Work Has Already Begun Inside Research Labs

On September 18, Anthropic disclosed that Claude is helping develop the next generation of models. People and AI are working together on model design, experiments, and code improvements. Across international news and communities over the past few days, this shift has spread as a discussion of what AI can create.

From AI That Returns Answers to AI That Increases Iteration

What matters is not only whether AI produces the right answer in one attempt. It is whether researchers can test hypotheses, read results, and move on to the next experiment more often. This is Anthropic's own announcement, and the reproducibility of its results still needs to be assessed. Even so, the change from AI as a research conversation partner to part of the research environment is becoming concrete.

Development's Waiting Time Gets Shorter

This trend also extends to product development. As the cycle of researching, building, running, and fixing gets shorter, teams can compare their next options before waiting for a finished product. What AI increases is not the volume of work, but the number of futures that can be tried.

anthropic.com ↗ ↗

When AI Joins the Making Side, the Development Landscape Changes.

What caught my attention today was the idea that Claude is helping with the work of building the next Claude.

AI returns answers. It writes code. By now, those things are becoming familiar.

But it feels like the story changes a little when it enters the flow of experiments and improvements on the side that builds the models.

Researchers form a question, run it, look at the results, and try the next thing. The waiting time in between gets shorter.

This is less about AI reaching conclusions in place of people, and more about increasing how often people can move their own hypotheses forward.

The same is true in product development: the faster the cycle of building, trying, fixing, and releasing again, the more we can grow an experience without waiting for the finished product.

What AI increases within research and development is not answers, but the next move.

What we build—and what we learn from it.

We document the products we build with AI, along with the context, validation, and lessons behind them.

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Eight YouTube picks for this week

Explore new AI models, Chinese AI in use, AI creation, and real product applications—with videos selected by Kohei Torigoe.

AI News

Is This the New Way to Use Figma?

Flux Academy1,090,000 subscribers · 158,000 views · 144 days ago

The video introduces connecting Figma MCP to Claude Code and other MCP-compatible AI tools, presenting it as a way to move beyond the usual workflow of switching between Figma and separate AI products.

AI News

Figma Make: Building Near-Production Interactive Prototypes

HIROCODE.78,000 subscribers · 7,449 views · 240 days ago

Using Figma Make, the video covers turning static designs into logic-driven interactive prototypes. It includes AI-generated variables and conditional logic, plus an e-commerce UI whose total price updates as the quantity changes.

AI News

The One Skill That Matters When Anyone Can Create with AI

クウキデザイン | Kuuki Design40,000 subscribers · 63,000 views · 107 days ago

The creator argues that, as AI makes creation broadly accessible, the scarce skill is deciding what to make and judging whether the intended value was achieved. The discussion covers strategy, audiences, desires, competition, and design principles.

New Models

GPT-6 Astra: A Deep Dive into Its Capabilities

ここなのAI大学97,000 subscribers · 195,000 views · 12 days ago

The uploader reviews claimed GPT-6 Astra performance data and discusses computer operation, coding, research and design work, and security. The video includes demonstrations involving meeting-room comparisons and 3D creation, alongside cautions about accountability for AI actions.

Chinese AI

Letting Qwen3.8-Flash-Next Use Blender

海外テックの「これマジ?」 AIのNews984 subscribers · 3,248 views · 17 days ago

This video tests a local Qwen3.8-Flash-Next setup with Blender: writing and running Python, inspecting images, improving a ship inside a glass bottle, and creating a 30-second animation involving waves, a ship, a camera, and a lighthouse.

What AI Creates

From Improvised Singing to an AI Song with Suno v6

よだっちチャンネル4,810 subscribers · 5,273 views · 8 days ago

Using Suno v6 during its extended free-access period, the video follows a largely uncut process from improvised singing through lyric and prompt adjustments to real-time arrangement generation. It tries alternate bedroom-pop and funk versions of “Ganbare v6.”

Product Use

Build an App with Gemini Canvas Using One Prompt

ゆるねこのAIスクール【Gemini】12,000 subscribers · 22,000 views · 24 days ago

The video shows how Gemini Canvas can generate a bill-splitting app from a one-line Japanese prompt. It covers testing the result, group-based splitting, direct code editing, version restoration, HTML download, and prompting Gemini to address errors.

What AI Creates

ChatGPT Images 2.5: Comparing Three Image Models

チャエン【AI研究所】〜仕事で使える最新のAI情報を発信〜 Byデジライズ54,000 subscribers · 18,000 views · 11 days ago

The uploader compares GPT Image 2, Images 2.5 Flare, and Images 2.5 Sunburst across eight criteria, focusing on lighting quality and editability. Tests include Japanese ads, product images, diagrams, numerical content, web design, comics, and targeted edits.

Updated weekly · Last updated 2026-09-20

Claude Code / Anthropic

01
  • Medium impactMedium signal

    Anthropic Opens Beta Access with Verification for Life Sciences Teams

    The company introduces a beta that brings together organizational verification and access management needed for research use. It creates an entry point for incorporating Claude into experiments and validation by specialist teams.

    anthropic.com ↗ ↗
  • Medium impactMedium signal

    Anthropic and Accenture Partner on Embedded Evaluation for Frontier AI

    They announced a joint framework for evaluating usage after implementation and improving it for specific work. AI adoption is moving from selecting a model to an operational practice of validating while continuing to use it.

    anthropic.com ↗ ↗
  • Medium impactMedium signal

    Claude Fable 5.1 and Mythos 5.1 Updated for Coding and Knowledge Work

    The company newsroom introduces new updates for Claude. Available features and eligible plans should be checked against the latest official information.

    anthropic.com ↗ ↗

OpenAI / ChatGPT

02
  • Medium impactMedium signal

    OpenAI Announces Astra for Law for Legal Work

    It released a platform combining GPT-6 Astra, legal search, and organization-specific tools. It supports research by professionals not only through conversation, but within their existing work tools.

    openai.com ↗ ↗
  • Medium impactMedium signal

    OpenAI Makes GPT-Live-1 Available by API for Voice Experiences

    It introduces API information for experiences that accept voice input and respond immediately. Conversational services will need to prioritize designs that preserve the flow of a conversation over screen transitions.

    openai.com ↗ ↗
  • Medium impactMedium signal

    ChatGPT Ads Become an Entry Point for Starting a Conversation with a Brand

    It announced a test that lets people who see an ad speak with a brand's AI agent. It creates a path for starting comparisons and consultations on the spot.

    openai.com ↗ ↗

AI Agents / Coding

03
  • Medium impactMedium signal

    Google Home Early-Access MCP Server Lets AI Agents Control Home Devices

    It early-released a mechanism for external agents to connect with household devices. The things agents can act on are beginning to expand from inside the PC into living spaces.

    techcrunch.com ↗ ↗
  • Medium impactMedium signal

    GitHub Copilot Adds Scheduled Agent Tasks and Jira Integration

    It added a feature for scheduling and running recurring work, along with Jira integration. Development automation is moving from one-off assistance into the rhythm of team work.

    github.blog ↗ ↗
  • Medium impactMedium signal

    GitHub Visualizes VS Code Agents Usage Through Organization Metrics

    It made VS Code agent usage visible through organizational metrics. Once usage patterns can be understood, post-adoption improvements become more concrete.

    github.blog ↗ ↗

Video Generation AI

04
  • Medium impactMedium signal

    Gemini Announces Agentic Video, Which Understands Long-Form Video and Investigates Autonomously

    It introduces a system that reads long videos and investigates while finding the needed scenes. Video is changing from material to merely watch into knowledge that can be searched and used.

    blog.google ↗ ↗
  • Medium impactMedium signal

    Adobe Integrates Multiple Generative AI Models into Premiere

    It announced an update that makes generative AI available from Premiere and After Effects timelines. It shortens the cycle of trying, reverting, and refining during production.

    blog.adobe.com ↗ ↗
  • Medium impactMedium signal

    Luma AI Introduces Ray3, a Professional HDR Video Generation Model

    Luma AI presents information for video production, including HDR, on its news page. Both expressive range and practical usability in production settings will be tested.

    lumalabs.ai ↗ ↗

Music Generation AI

05
  • Medium impactMedium signal

    Suno Releases v6, Expanding Creative Control Following Partnerships with Major Music Companies

    Suno released v6. The experience of music AI is entering a stage where how to balance permissions and creative options will be decisive.

    suno.com ↗ ↗
  • Medium impactMedium signal

    ElevenLabs Releases Music v2.5 with Improved Audio Quality and Structure

    ElevenLabs introduces Music v2.5. It aims for a production experience that handles not only making sound, but also structure and where to use it.

    elevenlabs.io ↗ ↗
  • Medium impactMedium signal

    UMG and ElevenLabs Partner on an AI Music Creation Platform Using Licensed Music

    Universal Music Group and ElevenLabs announced a partnership on a creation platform using licensed music. It could become a new entry point connecting rights holders and creators.

    universalmusic.com ↗ ↗

Foundation Models / Research

06
  • Medium impactMedium signal

    Google DeepMind Releases Proactive Thought Partners Research for Writing

    It released research on proactive partners that support a writer's in-progress thinking. It explores a direction in which AI does more than return finished writing and instead enters the flow of thinking.

    deepmind.google ↗ ↗
  • Medium impactMedium signal

    GPT-Rosalind Expands Access for Trusted Organizations in Life Sciences Research

    OpenAI introduces new capabilities for its life sciences model. The focus is how to handle research expertise and real-world validation in a single flow.

    openai.com ↗ ↗
  • Medium impactMedium signal

    OpenAI Shares Progress on an Automated AI Researcher and Human Oversight

    It shared efforts to accelerate AI research and a framework for human review. It is an attempt to raise research speed while retaining validation within the work.

    openai.com ↗ ↗

AI Automation / Business Use

07
  • Medium impactMedium signal

    Salesforce Announces Enterprise AI Harness for Cross-AI Management

    It announced a platform for managing multiple AIs in enterprise operations. For users, the value lies less in differences between AIs than in work proceeding without interruption.

    salesforce.com ↗ ↗
  • Medium impactMedium signal

    AWS and Salesforce Connect CRM Context and AI Agents to Everyday Tools

    They announced an integration that brings CRM context into tools teams use every day. AI is more likely to be used when it enters familiar places of work rather than sitting on a separate screen.

    aboutamazon.com ↗ ↗
  • Medium impactMedium signal

    Zendesk Announces Specialized AI Agents by Industry and Work Type

    It announced specialist agents tailored to industries and work types. The experience is moving closer from general-purpose chat toward work-unit experiences that carry tasks through to resolution.

    zendesk.com ↗ ↗
Kohei Torigoe
AI INSIGHTS / KOHEI TORIGOE

Kohei Torigoe

AI Product Architect

Over 25 years in UI/UX design, product development and business development. Founded and led a company with a team of around 100 people.

Currently planning, designing and developing new products using AI.

Through AI Signal, I share discoveries from developing new products and the possibilities AI opens up for the future, while trying the latest AI technologies firsthand.

Profile, work and contact ↗
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