2026
March 2026
Cohort Matching Algorithm (Phase 1B)- Learners are now automatically matched into cohorts of 4–8 peers using a skill-complementarity algorithm
- Weekly challenges rotate every Monday with track-specific prompts
- Monthly competitions launch on the first Monday of each month
- Peer code review assignments are automatically generated on lab submission
- Cohort health score tracks standup rate, review completion, and challenge activity
- Cohort leaderboard now visible in the platform sidebar
Live Industry Pulse (Phase 1B)
- Daily signals ingested from job postings, GitHub, arXiv, and HackerNews
- 60+ skills now have freshness scores (0–100) updated every 24 hours
- Trending and declining skills surfaced on the learning graph page
- Skills with freshness below 40 are flagged for curriculum review
Four Career Tracks Launched (Phase 1B)
- AI Engineer, Data Scientist, ML Engineer, and Data Engineer tracks are now live
- 271 lessons and 64 labs across all tracks
- Foundation curriculum (6 modules) auto-enrolls on registration — free for all learners
- Career tracks unlock automatically after Foundation is complete
- Track selection available from onboarding and account settings
docs.safua.ai Launched
- Public documentation site live at docs.safua.ai
- Covers platform features, career tracks, API reference, quickstart, and FAQ
February 2026
Living Learning Graph (Phase 1A)- Skill mastery graph with 210+ skills now live for all learners
- Mastery scores update on lab completion using weighted rolling average
- Daily 2% decay reflects the real forgetting curve
- ZPD (Zone of Proximal Development) recommendations appear on dashboard
- Interactive skill graph visualisation with force-directed layout
AI Tutor & Code Review (Phase 1A)
- Socratic tutor available on all lesson pages — Socratic mode and Standard mode
- Code Review agent provides inline feedback on all lab submissions
- Feedback categories: correctness, style, efficiency, with line-level comments
- Tutor memory persists across sessions per learner
Gamification System (Phase 1A)
- XP awarded for all learning activities
- Daily streak tracking with Focus Freeze protection
- Badge system with 10 milestone badges
- Global, track, and cohort leaderboards
Platform Launch (Phase 1A)
- safua.ai launched with Foundation curriculum
- Monaco-powered lab editor in browser — no setup required
- FastAPI backend, Next.js frontend
- JWT authentication, Pro subscription via Stripe