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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