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Last updated 2026-10-19 06:02 JST

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Meta’s AI runs video editing on two Mac Studios

Meta released Muse Spark Open on October 15, with model weights that can run locally. The company demonstrated app changes and video editing using two M5 Ultra Mac Studios.

Finding moments and cropping footage vertically

In Meta’s demonstration, the AI controlled DaVinci Resolve, reviewed footage frame by frame, selected strong moments and cropped them vertically. Another workflow handled bug fixes, new features and a full build for a social networking app.

Two machines with substantial memory

The demonstrated configuration combines two Mac Studios, each with 512GB of memory. This is not a claim that any everyday Mac can run the same workflow.

The downloadable model can be customized and is also available through hosted services. Commercial terms apply. The demonstration provides a concrete example of AI operating creative software locally.

research.meta.ai ↗ ↗

AI tasks are connecting directly to the creative workspace.

What stands out in Meta’s demonstration is the AI watching footage, then cropping it inside the editor.

It goes beyond identifying a good moment and carries through to the next operation.

That is the interesting part. Asking AI to look at material and asking it to move production forward are getting closer together.

NVIDIA has also released AI for local agent workloads. Runway is expanding options for editing with reference images and existing footage as well as generating video.

The direction suggests a workflow in which creators provide intent and material, AI advances it into an editable form, and people inspect and refine it on screen.

A request to AI becomes the next action in the creative workspace.

Kohei Torigoe
Kohei Torigoe ↗ / AI Signal

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Eight videos worth watching now

Three recent playlist additions, three Japanese picks and two global picks, selected after checking their content.

Torigoe's Picks

Animating Illustrator Artwork with Prompts: Claude and After Effects

Iraresan - Vocational School Instructor74,000 subscribers · 27,000 views · 8 days ago

The description lists beginner and intermediate Illustrator courses, a book, and related resources. No caption excerpt is supplied, so it does not establish the Claude–After Effects workflow or model details suggested by the title.

Torigoe's Picks

Video Editing with Claude Code: PR Clips, AI Avatars, and Revisions

AIオタクのすすむ【副業迷子の救世主】1,050 subscribers · 23,000 views · 11 days ago

The creator describes delegating editing to Claude Code for a 15-second promotional clip, HeyGen avatar footage, and character videos made with Google Flow. The walkthrough includes actual instructions, failed attempts and fixes, and turning the workflow into reusable skills.

Torigoe's Picks

Five AI Stories This Week: Image Generation, SynthID, and AI Shopping

SHISHIGAMI TECH CH4,590 subscribers · 2,145 views · 8 days ago

This roundup revisits five AI stories covered October 5–10, including image generation, watermark detection, shopping, and agents with email identities. It discusses reported capabilities and incidents, then recommends specifying completion criteria, permission boundaries, and when an agent should stop and ask.

Japan Picks

Ranking 26 LLMs in October 2026: Development, Agents, and Cost

まさおAIじっくり解説ch29,000 subscribers · 8,362 views · 1 days ago

The creator presents a subjective LLM tier list dated October 18, 2026, judging models by development use, agent capabilities, and cost. Opus 5.5 receives the highest ranking, with comparisons covering DeepSeek, Gemini, GPT-6 variants, and other models.

Japan Picks

A Beginner’s Guide to Folder Structure for Claude Code and Codex

SHIFT AI News72,000 subscribers · 4,664 views · 1 days ago

A beginner-focused walkthrough covers where AI agents save files and how read and write permissions work. It compares outputs from disorganized and organized folders, then demonstrates creating a dedicated workspace and instruction file for tools such as Claude Code and Codex.

Japan Picks

What Makes Gemini Agents Different? A Gemini at Work 2026 Recap

SHISHIGAMI TECH CH4,590 subscribers · 16,000 views · 10 days ago

The video describes Gemini agents that pursue goals in the cloud and coworker agents with company email identities. It covers oversight, permissions, and reported NTT Docomo and SOMPO examples, while stating that pricing and availability dates had not been officially announced.

Global Picks

Coding on the Go with Claude Code

Claude652,000 subscribers · 196,000 views · 6 days ago

According to the description, Claude Code cloud sessions run in separate virtual machines and continue while you are away. The walkthrough covers GitHub connections, environment setup, starting sessions from a phone, running tasks in parallel, and reviewing completed work.

Global Picks

Using Claude Code Across Websites, 3D Modeling, Video Editing, and Internal Tools

Riley Brown302,000 subscribers · 47,000 views · 4 days ago

The creator gives eight reasons Claude subscribers should consider using Claude Code. Examples span website design, Blender 3D modeling, video editing, documents, everyday work, and internal tools. The description identifies Hostinger as the video’s sponsor.

Updated every two days · Last updated 2026-10-19

Claude Code / Anthropic

01
  • Medium impactMedium signal

    Anthropic proposes a 5% equity commitment to a public benefit fund

    Subject to stockholder approval, Anthropic plans to commit 5% of its shares to a new public benefit fund, with discretionary increases tied to growth in company value.

    www.anthropic.com ↗ ↗
  • Medium impactMedium signal

    Anthropic gives six external evaluators employee-like access

    Six METR staff receive access broadly comparable to Anthropic’s risk assessment teams. METR can publish assessments, subject to redaction of predefined categories of confidential information.

    www.anthropic.com ↗ ↗
  • Medium impactMedium signal

    Anthropic opens a Singapore office and signs a government MOU

    Anthropic opened its fifth Asia-Pacific office. Its MOU with Singapore covers AI evaluation, adoption research and responsible use across public and private sectors.

    www.anthropic.com ↗ ↗

OpenAI / ChatGPT

02
  • Medium impactMedium signal

    OpenAI opens text-described voice creation to all API customers

    Prompt-to-voice lets API customers create a voice from a text description and reuse it in GPT-Live. Creating the voice is free; speech generation uses normal session billing.

    developers.openai.com ↗ ↗
  • Medium impactMedium signal

    OpenAI launches its educator course in Brazilian Portuguese

    The free OpenAI Academy course covers lesson planning and classroom activities. OpenAI also illustrates how the existing Study Mode can support learning through questions.

    openai.com ↗ ↗

AI Agents / Coding

03
  • Medium impactMedium signal

    GitHub makes agentic autofix generally available

    Assigning a code-scanning alert to Copilot triggers a proposed fix, CodeQL validation and a draft pull request for review. It is available to eligible security customers on Enterprise Cloud.

    github.blog ↗ ↗
  • Medium impactMedium signal

    GitHub adds Max to its multi-model HydraFusion preview

    HydraFusion now adjusts reasoning effort between drafting and review and updates its orchestration workflows. A Max option targets more demanding tasks; both remain research previews.

    github.blog ↗ ↗
  • Medium impactMedium signal

    Gemini 4 Argon becomes generally available in GitHub Copilot

    Google’s Gemini 4 Argon joins Copilot. GitHub describes the model as designed for complex coding and agentic tasks, with checks before completing its work.

    github.blog ↗ ↗

Video Generation AI

04
  • Medium impactMedium signal

    Runway adds Kling models for video generation and editing

    Runway’s API now includes Kling 2.5, 3.0 and O3 variants. Kling 3.0 supports audio and multishot prompts, while O3 also supports reference images and video-to-video edits.

    docs.dev.runwayml.com ↗ ↗

Music Generation AI

05
  • Medium impactMedium signal

    Suno adds invite-only shared workspaces for music teams

    Pro and Premier users can share song libraries in invite-only workspaces. Premier users can also share custom models with collaborators.

    suno.com ↗ ↗

Foundation Models / Research

06
  • Medium impactMedium signal

    NVIDIA releases document-aware and local Nemotron models

    NVIDIA released Nemotron 3.5 Super VL and Bolt 74B, spanning visual document understanding and local agent workloads. The smaller Bolt E4B is scheduled for October 23.

    blogs.nvidia.com ↗ ↗
  • Medium impactMedium signal

    DeepSeek updates Flash and opens its search API

    DeepSeek upgraded V4.1 Flash to the 1017 version across its API, web and app, keeping API calls and pricing unchanged. It also opened access to its in-house search API.

    api-docs.deepseek.com ↗ ↗

AI Automation / Business

07
  • Medium impactMedium signal

    GitHub spans multiple repositories from one Slack or Teams conversation

    The integration can investigate issues and create changes across multiple repositories in one conversation. Shared Slack messages and threads can also provide context.

    github.blog ↗ ↗
  • Medium impactMedium signal

    ServiceNow announces AI Passport for verifiable agent authority

    AI Passport is designed to verify what agents and connected tools may do at each workflow step. Availability is expected in Q4 2026, with NVIDIA collaborating on implementation.

    newsroom.servicenow.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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