Major Features Shipped

• FeatureFull ERP Backbone — General ledger, journal entries, trial balance, financial statements (AccountingService), purchase orders, vendor management, GRN, invoice matching (ProcurementService), UAE WPS/SIF payroll file generation for Central Bank submission (PayrollService)
• FeatureFaculty Portal — 11-page standalone app (port 3003): Dashboard, My Courses, Grade Entry, Schedule, Profile, Attendance, Office Hours, Course Materials, Messaging, Analytics. Two test users seeded at startup
• FeatureAlumni Portal — 8-page standalone app (port 3004): Dashboard, Transcript, Career Services, Directory, Events, Benefits, Profile. Alumni authenticate with original student credentials, verified via graduated status + AlumniRecord
• FeatureMessaging System — Cross-portal messaging with thread management, read receipts, and faculty-student communication channels

AI & Intelligence

• AISelf-Healing System — Automated failure detection, recovery strategies, and health monitoring. Redis-cached recovery reports with 24h TTL. The system can now detect when an agent or service is degraded and attempt automatic remediation before escalating to a human
• AIAgent Council — Multi-agent deliberation framework: multiple SphereAgents can now discuss a complex case collaboratively, each contributing domain-specific reasoning, and produce a joint recommendation
• AIReasoning Chains — Explicit step-by-step reasoning for AI decisions, fully logged and auditable. Each recommendation now shows the chain of evidence that produced it
• AIAction Plans — AI-generated multi-step execution plans for complex institutional goals (e.g., "improve retention in MBA program by 15%"), with progress tracking and milestone checkpoints
• AIAsk ADSM Chatbot — Student-facing conversational AI with institutional context, accessible from the student portal
• AIPipeline Monitor — Real-time visibility into AI processing pipelines, queue depths, latency, and throughput across all 22 agents

Infrastructure & Backend

• InfraNew database models: attendance_records, office_hours, office_hour_bookings, course_materials, alumni record enhancements (current_employer, linkedin_url, career_outcomes, engagement_level)
• Infra15 new Alembic migrations (066–080) including institutions table, tenant_id on all tables, composite unique constraints, superadmin flag
• InfraFaculty and Alumni portals deployed as separate Azure Container Apps with isolated Docker builds and nginx reverse proxy
• InfraShared-ui peer dependency resolution for isolated Docker builds (react-query, xyflow, recharts)

Dean Correspondence

• Email #10–#15 — Covering ERP delivery, faculty portal launch, alumni portal launch, self-healing architecture, Agent Council capability, and pipeline monitoring dashboard
• All correspondence archived in docs/dean-correspondence/

Documentation

• Executive Guide updated to 22 chapters (new: ERP, Faculty Portal, Alumni Portal)
• User Manual expanded to cover all new portals
• API documentation for 15 new endpoint groups

Agent Nervous System (ANS)

• AISignal Bus — 5 signal types, 4 priority levels, 25-agent subscription registry with 100+ signal patterns mapping inter-agent communication
• AI10 Cascade Chains — Multi-step reaction sequences (student enrolled → 6-step onboarding, student at-risk → 6-step intervention, budget crisis → 5-step response). 52/52 cascade actions wired and operational
• AIAdaptive Learning — Cascade outcome tracking, effectiveness analysis, automatic priority adjustment based on success rates. The system learns which cascades work and strengthens them
• AIVisual Network Graph — React Flow dashboard: 25 custom agent nodes in 7 domain clusters, animated signal edges, cascade panel, live SSE event stream, organism health vitals bar
• AILive Wire (SSE) — Real-time streaming of agent signals and cascade propagation via Server-Sent Events over Redis pub/sub. Watch the institutional nervous system operate in real-time

Intelligence & Predictions

• AIML Enrollment Prediction — Machine learning model predicting enrollment probability per applicant, with feature importance analysis and what-if scenarios
• AIRanking Prediction Engine — Forecasts institutional ranking trajectories based on current KPIs, identifies the levers with highest ranking impact
• AILearning Path Analytics — Personalized AI learning paths for students with completion tracking and adaptive recommendations
• AIStudent Intelligence Hub — 6-section AI insights page: personalized insight cards, per-course grade predictions with what-if scenarios, weekly academic digest, anonymous peer benchmarks, study plan with hourly allocation, and risk awareness signals
• AIFaculty Intelligence — Teaching insights, at-risk student identification, workload analysis, and grade analytics for instructors

Platform & Infrastructure

• InfraMulti-Tenant V2 — 7-phase rollout: row-level tenant isolation across 195+ tables, ADSM deterministic UUID, composite unique constraints, superadmin model, tenant middleware + query helpers. Supports unlimited institutions on a single database
• FeatureAdvanced Scheduling — 4-type conflict detection (room overlap, instructor overlap, gap check, capacity), auto-block on create/update, bulk conflict scan, alternative suggestions (8 options per conflict), instructor workload, peak hours heatmap, weekly calendar view
• FeatureParent Portal — ~8 pages for guardians: read-only access to linked student academic and financial data, messaging with institution
• FeatureK-12 Executive Guide — 15-chapter guide for K-12 school decision-makers
• FeatureReport Builder + API Usage + Webhook Catalog — Self-service reporting, API usage analytics dashboard, and webhook event catalog for integrators

Quality & UX

• UXProduction Hardening — ErrorBoundary, Toast notifications, Suspense fallbacks, 404 page, backend slow query logging, body size limits
• UXExecutive KPI Dashboard — C-suite view with institution-wide KPIs, trend charts, and drill-down capability
• UXUser Onboarding — Multi-step welcome modal across all 4 portals (Admin 5 steps, Student 4, Faculty 3, Alumni 3) with localStorage persistence
• UXChart Dark Mode — All dashboard charts now respect dark theme across all portals
• UXMobile Responsiveness — 6 student portal pages optimized for small screens
• UXE2E Test Coverage — Expanded from 46 to 152 specs covering admin, student, faculty, and alumni portals

Marketing & Sales

• FeatureMarketing Website — 11 English + 4 Arabic pages at universitas.me (landing, platform, features, solutions, comparison, K-12, pricing, case study, blog, demo, executive guide)
• FeatureSales Enablement — Playbook, demo guide, partner onboarding, 10 institution-specific pitch decks (AUS, UOS, ZU, KU, ADU, HCT, Sorbonne, GEMS, Taaleem, Aldar)
• FeatureVideo Explainer — Remotion-generated platform explainer video
• Feature5 Pitch Decks — QDB, ADIO, Hub71, MBRIF, Sheraa — all PDFs regenerated with latest stats

Dean Correspondence

• Email #15–#23 — Covering ANS architecture, scheduling system, student intelligence, production hardening, K-12 guide, onboarding system, sales readiness, and monthly summary
• All correspondence archived in docs/dean-correspondence/

Documentation

• Executive Guide: 22 → 26 chapters (new: Scheduling, ANS, Security, OBEF)
• User Manual: 36 chapters (stable)
• K-12 Guide: 15 chapters (new)
• 18 marketing material files across 8 channels