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- Claude Code Review just dropped
Claude Code Review just dropped
Plus: Anthropic released free courses with Certifications

Welcome to AI Toast!
Here’s what’s on the menu today:
Anthropic Introduces Code Review In Claude Code
Microsoft tests ‘Copilot Cowork’ to automate tasks across Microsoft 365
Superhero Tools for video editing
Anthropic just launched 13 FREE AI courses with certificates
Quick Toasts: OpenAI acquires Promptfoo to secure its AI agents
Total read time: About 5 minutes, perfect for a quick coffee break.
Anthropic has introduced Code Review for Claude Code, a new system that uses multiple AI agents to review pull requests and catch bugs before code is merged.
Uses a team of AI agents to analyze pull requests in parallel.
Agents verify and rank potential bugs by severity and importance.
Generates a single overview comment plus inline bug reports on the PR.
Larger or more complex pull requests trigger deeper analysis with more agents.
Average review time is around 20 minutes depending on PR size.
Internal testing shows 84% of large PRs had issues flagged by the system.
Reviews are billed based on token usage, typically $15–$25 per review.
Currently available in beta for Claude Code Team and Enterprise plans.
The feature is now available in research preview for Team and Enterprise users.
Personal Take: As AI tools generate more code, the pressure on developers to review everything thoroughly is increasing. That’s where something like this becomes interesting. A system that can do a deep first pass on pull requests could help teams focus on the most critical decisions instead of scanning thousands of lines of code.
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Microsoft has unveiled Copilot Cowork, a feature that allows Copilot to coordinate and complete tasks across Microsoft 365 applications.
The tool is designed to help users move from asking AI questions to delegating work directly to it.
Copilot turns user instructions into structured plans with checkpoints.
The system pulls information from Outlook, Teams, Excel, and documents.
Tasks continue running in the background with progress updates.
Users can approve suggested actions before they are applied.
Examples include calendar cleanup, research summaries, meeting preparation, and launch planning.
Built to operate within Microsoft 365’s security and compliance controls.
Uses a multi-model approach, integrating technology including Anthropic’s systems.
Currently available in research preview for select customers.
Microsoft sees Cowork as part of the next phase of AI at work — where assistants help coordinate entire workflows.
Personal Take: Many AI tools today are great at generating content, but work rarely happens in just one document. It usually spans meetings, emails, spreadsheets, and planning. Tools like Copilot Cowork are trying to connect all of that together, which could make AI much more useful in everyday business work.
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Superhero Tools (Video Editing)
CapCut: A popular AI video editor widely used for social media content. It offers templates, auto-captions, background removal, and quick effects that make editing fast and beginner-friendly.
InVideo AI: A script-to-video platform that turns simple text prompts into full videos with scenes, stock footage, voiceovers, and transitions—great for marketing or YouTube content.
Kapwing: A beginner-friendly AI video editor with automatic editing tools, captions, and collaborative editing features that simplify video production.
Clipchamp: Microsoft’s browser-based video editor with AI features like auto-captions, templates, and simple drag-and-drop editing for quick content creation.
Anthropic Free courses with Certification
Anthropic just launched free AI courses with certificates.
13 courses. Real certificates. Zero cost.
Here's everything available right now:
→ Claude 101:Everyday work tasks and core features
→ Claude Code in Action: Integrate Claude into your dev workflow
→ Building with the Claude API: Full spectrum of working with Anthropic models
→ Introduction to Model Context Protocol: Build MCP servers and clients from scratch
→ MCP Advanced Topics: Sampling, notifications, file system access
→ Introduction to Agent Skills: Build and share skills in Claude Code
→ AI Fluency: Framework and Foundations: Collaborate with AI effectively and safely
→ AI Fluency for Students: AI skills for learning and career planning
→ AI Fluency for Educators: Apply AI in teaching and institutional strategy
→ AI Fluency for Nonprofits: AI for organizational impact
→ Teaching AI Fluency: Teach and assess AI in instructor-led settings
→ Claude with Amazon Bedrock: Full AWS integration course
→ Claude with Google Cloud Vertex AI: Full GCP integration course
Try here: Anthropic Courses
Quick AI News Bites
OpenAI acquires Promptfoo, a startup that builds tools to test security vulnerabilities in large language models, strengthening safety checks for AI agents and applications.
AI startup AMI Labs raises $1.03 billion to develop “world models,” a type of AI designed to understand real-world environments and support next-generation AI systems.
Nvidia stock rises ahead of its GTC developer conference, as investors anticipate announcements about new AI chips and data-center infrastructure for the next wave of AI computing.
STMicroelectronics begins high-volume production of silicon photonics chips for AI infrastructure, aiming to improve speed and efficiency in large-scale AI data centers.
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