
21 July, 2025 - Last week in TI
- Rahul Subramaniam
- Releases
- July 21, 2025

Timeback Anti-patterns
Achieved breakthrough ~80% accuracy in student distraction detection with AI classification system. Achived 85% accuracy in detecting sub categories of Distraction (Socializing, Non Learning, ) detection system Streamlined manual review processes and enhanced automation for operational efficiency.
- 80% F1 Score achieved on student distraction detection with high precision
- 85.4% accuracy in AI-powered distraction insight (sub categories of distraction) classification
- Advanced AI reviewer system for Distraction detection system
- Automated missing annotation detection system with AI reviewer

EduPaid 2.0 Launch
EduPaid 2.0 is a major milestone release that brings flexibility, transparency, and personalization to educational payments and learning pathways. From adaptive content to pro-rated billing, this update delivers powerful tools for students, parents, and educators.
- 🎓 Learning Tracks – Support for multiple SKUs per app, enabling students to choose learning paths aligned with their goals.
- 🧠 Dynamic SKUs – Apps can now dynamically determine content based on student assessments or onboarding inputs.
- 💳 Enhanced Wallet Experience – Clear separation and display of ESA and Cash funds for better budgeting and transparency.
- 📜 Legal Documents & Consent – In-platform access to Terms of Service and Privacy Policy, with integrated consent tracking for parents.
- ⚖️ Pro-Rated Payments – Fair billing that charges only for the duration of actual usage, aligned with standardized payment cycles.
- 🚀 Tailored experiences for each stakeholder: transparent funding and usage for parents, flexible pricing for educators, and personalized content for students.

Athena Applets
Sophisticated AI-powered educational content system that transforms learning standards and educational concepts into fully interactive lessons.
- Unit 1 - Understanding Multiplication With Groups: https://learn.ti.trilogy.com/lesson?lesson=grade3_math_multiplication_groups
- Unit 1 - Understanding Multiplication With Arrays: http://learn.ti.trilogy.com/lesson?lesson=grade3_math_multiplication_arrays
- Unit 1 - Multiplication Facts: https://learn.ti.trilogy.com/lesson?lesson=grade3_math_multiplication_facts
- Unit 1 - Solving Multiplication Problems: https://learn.ti.trilogy.com/lesson?lesson=grade3_math_multiplication_problems
- Unit 1 - Writing Division Sentences for Groups: https://learn.ti.trilogy.com/lesson?lesson=grade3_math_writing_division_sentences
- Unit 1 - Writing Division Sentences for Arrays: http://learn.ti.trilogy.com/lesson?lesson=grade3_math_writing_division_sentences_arrays
- Unit 1 - Writing Multiplication and Division Sentences for Arrays: https://learn.ti.trilogy.com/lesson?lesson=grade3_math_arrays_equations
- Unit 1 - Relate Multiplication with Division Using Arrays: http://learn.ti.trilogy.com/lesson?lesson=grade3_math_multiplication_division_arrays
- Unit 1 - Relate Multiplication with Division: https://learn.ti.trilogy.com/lesson?lesson=grade3_math_relate_multiplication_division
- Unit 1 - Find the Missing Factor: https://learn.ti.trilogy.com/lesson?lesson=grade3_math_missing_factor
- Unit 1 - Solving Division Problems: http://learn.ti.trilogy.com/lesson?lesson=grade3_math_solving_division_problems

BrainTrust
Revolutionary agent integration with Google Chat brings real identity to AI agents. Each agent now has its own Google account for seamless collaboration and secure file sharing.
- Real Identity on Google Chat: Every agent now has a real identity and is available on Google Chat with its own primary Google account managed by the agent developer.
- Direct Communication: DM agents directly or send messages from Google Chat spaces for natural, integrated conversations within your existing workflow.
- Global Agent Hiring: Hire agents once at the global level and interact with them from multiple places across the platform for consistent collaboration. Hire Jeeves today from the BrainTrust Marketplace
- Secure File Sharing: Share files with agents like you would with humans - no need to give LLM access to your accounts, maintaining security and privacy.
- Coming Soon: Agents will recall past memories about users, extract relevant information from shared attachments, and be available on email, Google Meet, Slack, Zoom, and Teams. Organization-level agent hiring where Org Admins can manage accounts for hired agents or assign dedicated account managers.

MCP Hive
Expanded hive ecosystem with new enterprise integrations and continued development focus on workspace capabilities for enhanced developer collaboration.
- New Enterprise Hives: Added powerful integrations including Lithium Confluence, Bid Model Backend, and Totogi GraphQL Proxy for comprehensive enterprise workflows.
- Hive for Open Library API
- Coming Soon - Shareable Workspaces: Enable team collaboration with workspaces that can be shared across multiple users and projects.
- Coming Soon - Hive Composition: Build powerful hives using tools from public MCP servers, creating custom workflows and integrations.

Legal Intake
Legal Intake enhances collaboration and workflow management with powerful new assignment and signature features for streamlined legal request processing.
- Request Re-assignment – Assigned reviewers can now re-assign requests to other users, allowing to share workload efficiently.
- Enhanced Share Request Experience – Search users by name or email when sharing requests, eliminating the need to remember email addresses with instant user matching.
- Ready for Signature Marking – Reviewers can mark comments with attachments as ready for signature, with makes those attachments available under ‘Download Artifacts’. Also, it is mandatory to do this excercise before request resolution.
- Enhanced Email Notifications – Mobile-optimized email templates with improved readability, including actual comment content and better notifications for assignments, resolutions, and sharing.
- Growing User Adoption – Platform now has more than 15 registered users with 4 end users collectively raising over 10 requests and 4 dedicated legal users onboarded.

Vibe Marketing
Transform your marketing with seamless Google Ads integration and AI-powered landing pages. Create, manage, and optimize campaigns directly from your workspace while generating high-converting pages in seconds.
- Google Ads Command Center: Connect your Google Ads account and manage campaigns, budgets, and schedules without leaving your workspace
- AI-Powered Ad Creation: Generate compelling headlines, descriptions, and visuals for search and display ads with smart content suggestions
- One-Click Landing Pages: Create beautiful, on-brand landing pages instantly with AI that pulls from your brand kit for perfect consistency
- Unified Campaign Visualization: See your complete advertising strategy mapped out on your calendar with direct links to Google Ads
- Smart Validation & Management: Real-time image checking, form auto-save, and seamless account switching for professional campaign management

Prism Extension
Make your Twitter replies smarter and more authentic with custom AI instructions and intelligent content awareness that learns from your posting history.
- Custom AI Instructions: Guide your AI assistant with personalized instructions to match your unique voice and reply style perfectly
- Smart Content Awareness: AI analyzes your past tweets to ensure every generated reply feels authentic and avoids repetitive messaging
- Intelligent Reply Generation: Create contextually relevant responses that maintain consistency with your established Twitter presence
- Anti-Repetition Technology: Never sound like a bot again with AI that learns from your tweet history to generate fresh, varied content
- Personalized Voice Matching: Your replies will sound genuinely like you, not like generic AI-generated responses

Montessorium
Montessory courseware and content Planner.
- Courseware imported: All the Montessory courseware is now imported and organized in a priliminary heirarchy
- Catalog of Montessory Materials: Imported the entire catalog of Montessory Materials to the system
- Lessons and Follow-up work: All the lessons and follow up work have been reorganized into different sections of a unit.
- New Heirarchy: A new taxonomy of Areas of the classroom->Domain->Topic has been implemented and assignment of the content to the new taxonomy is in the works.