12 December, 2025 - Last week in TI
- Rahul Subramaniam
- Releases
- December 12, 2025
BrainLift Space: Deep Research, Export, and Major UI Overhaul
This week brings powerful new capabilities to BrainLift Space, including deep research integration, export functionality, and a completely redesigned interface that makes working with your knowledge tree faster and more intuitive.
- Deep Research Integration – Brings information from multiple sources directly into your knowledge tree, making a BrainLift rich in knowledge in seconds, allowing your to focus on Insight and SPOVs
- Export Your Work – Take your BrainLifts with you—export capability now lets you save and share your knowledge structures outside the platform, making it easier to collaborate and preserve your work
- Complete UI Redesign – Experience a major styling overhaul with cleaner layouts, smoother transitions, better visual hierarchy, and improved navigation that makes building and managing your knowledge trees feel effortless
- Smarter Keyboard Navigation – Enter key now behaves intuitively, splitting nodes mid-line when needed and creating new items exactly where you’d expect, making rapid idea capture feel natural
- Better Import Experience – Import OPML. A standard followed by multiple tools including Workflowy. Migrating your Brainlifts into BrainliftSpace is now easy.
Athena Accelerator: Fading Active Scaffolding (Alpha) — Guided Recovery That Builds Independence
This release introduces the first level of our three-step intervention ladder: Fading Active Scaffolding. Designed to ensure that practice-first learning works for every student—not just the strongest—this feature meets struggling learners exactly where they are, breaking challenging problems into bite-sized steps with just enough guidance to keep them moving forward.
- Fading Active Scaffolding (Alpha) – We’re releasing the first and most critical level of our three-step intervention ladder—activated most often and essential for steering students toward mastery within 15–35 practice questions.
- Misconception-targeted micro-steps – When a student struggles, the system diagnoses the specific gap and breaks the problem into focused micro-steps with appropriate cueing—addressing the root cause rather than just the symptom.
- Scaffolds that fade as confidence grows – Support starts strong, then gradually reduces as the student demonstrates understanding. This Zone of Proximal Development approach builds real independence—students move from guided micro-steps back to solving full problems on their own.
- See it in action – Watch how Fading Active Scaffolding guides students through recovery: Demo 1.
- Alpha scope & what’s next – Currently available for the first four skills in the Grade 3 Division unit. Beta release with broader unit coverage is coming in the next two days. We’re actively iterating on diagnosis accuracy, scaffold quality, and answer-matching for semantically equivalent responses.
Legal Intake : Smarter Reviews, Better Answer Suggestions and More Intake Systems
Legal Intake brings a smarter review experience with multiple suggested answers, formatted analysis, and intelligent multi-phase langgraph agent that powers whole review experience
- Multiple Answer Suggestions – Users get several high-quality suggested answers to choose from during interactive reviews, making them to respond faster and accurately.
- Separate Review & Summary Controls – Legal admins can configure different instructions for interactive reviews and summary generation, giving them better control over each phase.
- Intelligent Agent – A new langgraph agent that transitions between phases (interview -> feedback -> summary) cleanly and plans relevant follow-up questions based on user’s answers.
- Growing Across Trilogy – Now serving ~70 users who has created ~300 requests (with 200 resolved). New ‘Internal Use Enterprise Software’ system added for software licensing requests.
Athena Applets: Reviewer Metrics & Coverage Update
94 / 95 Grade 3 lessons are live in Athena, with strong coverage across reviewed applets and detailed external review signals guiding our next wave of improvements.
- Lesson coverage – 94 / 95 Grade 3 lessons are now live in Athena.
- Last week’s review metrics – 21 iterations completed across 17 distinct lessons (1.2 iterations per lesson), 7 approvals (33.3% approval rate; 7 / 21 iterations at ‘Approved by LWAI’ or ‘Uploaded to Athena’), and 41 comments (29 actionable – 71%, 8 lacking context – 20%, 4 article issues – 10%).
- Full Grade 3 lesson list – See the detailed list of covered lessons in this lesson list.
Incept Bench
Incept Bench now provides a complete dashboard where you can run your generator endpoint on a dataset and benchmark your generator against all other available generators, making evaluation and comparison seamless in one place.
- End-to-End Benchmarking Dashboard – Bring your own generator, and Incept Bench helps you generate outputs, evaluate them, and benchmark performance against other generators through a unified dashboard experience.
- Public Web API Endpoint – We’ve released a Web API endpoint that allows users to easily evaluate their content programmatically, enabling smooth integration with existing workflows and systems.
- Updated Web API Schema – The Web API schema has been updated to align with the latest interface, ensuring consistency, clarity, and easier adoption for developers.
- Bug Fixes - Resolved issues related to image evaluation and curriculum evaluation.
EduPaid v2.11.0: Enhanced Dashboards, Session Management & Security
Comprehensive provider portal redesign with state-level metrics and filtering, improved student management, session timer for purchase flows, and enhanced authentication system for better security and reliability.
- Enhanced provider dashboard with state filtering: Completely redesigned dashboard with comprehensive metrics cards showing active, pending, and defaulted subscriptions, state-level filtering for regional metrics, organized learning track tables, and improved Students tab with better data handling for easier learner management.
- Session timer and security enhancements: Students now see countdown timer during purchase process with automatic expiration dialog and redirect, while comprehensive authentication improvements include enhanced token refresh logic, improved JWT verification across all API routes, and better session management for more reliable and secure access.