Latest Q4 (Sep–Now) AI Era Improve 2 levels of cache refresh update Server upgrade stage 2. Higher frequency syn, backup, image server.
Latest Q3 (Jul–Sep) AI Era Evaluation safety layers expanded with transparent “why this mark” rationale views. Explainability overlays link strokes, steps, and rubric points for faster self-correction. Autoscale benchmarks validated for peak evenings and mock-week surges. Accessibility pass: improved focus order, larger touch targets, and dyslexia-friendly spacing. LazyFarm alpha version 2.0 launch Export bundles: teacher-ready PDFs combine attempts, annotations, and mark summaries. Server upgrade.
Q2 (Apr–Jun) AI Era More exam styles coverage widened for evaluator rules and accepted methods. Diagram parsing v3 handles constructions, locus steps, and mixed notation. Latency shaved via request coalescing and smarter warm pools in busy windows. Mobile pen smoothing v2 reduces jitter on older iPads during long workings. LazyFarm alpha version 1.0 launch Disaster recovery drill: cross-region backups and restore-time objectives verified. Major and minor bug fixes.
Q1 (Jan–Mar) AI Era GCSE Maths banks enriched with variant sets aligned to recent specifications. Adaptive study nudges guide next questions using recent mistake patterns. LazyFarm coin inflation and deflation study during peak seasons or school breaks. Attempt timeline view: compare first pass vs. revision outcomes at a glance. Bug bounty scope extended to evaluation endpoints and quota edges. Major and minor bug fixes.
Q4 (Oct–Dec) AI Era Evaluator v2.5 increases tolerance for alternate algebraic rearrangements. Offline draft queue safeguards uploads on flaky school networks. Geometry checks improved for bisectors, angle chasing, and scale reasoning. Hint granularity controls: choose concise tips or deeper step scaffolds. Privacy hardening: narrower event telemetry and shorter token lifetimes. Operations runbooks updated for regional exam weeks and traffic spikes. Major and minor bug fixes.
Q3 (Jul–Sep) AI Era Stroke-to-step mapping shipped for clearer feedback on multi-line workings. Cohort analytics surfaces recurring misconceptions by topic and year group. Adaptive rate limits protect evaluators during synchronized class sessions. LazyFarm reward tapers tied to verified study intensity, not raw attempts. Handwriting normalisation improved for light pressure and angled scripts. EU data residency option introduced for selected school partners. Major and minor bug fixes.
Q2 (Apr–Jun) AI Era Adaptive batching reduces feedback time under heavy mixed-device loads. Broader acceptance of valid alternative solution paths in mark logic. Rubric tuner narrows ambiguous thresholds for partial credit allocation. Input moderation filters reject non-solution content before evaluation. Per-attempt audit trail shows marks, edits, and submit context. Edge caches primed for popular question sets during exam season. Major and minor bug fixes.
AI Era Begins Q1 (Jan–Mar) AI Era (Feb start) MathAI marking launched for Plus members with per-step scoring. DrawReasonAI interprets reasoning chains from student drawings. Feedback panel redesigned to group errors by concept and step. Partial credit logic calibrated for method correctness vs. arithmetic slips. Diagram recognition v1 supports angles, arcs, labels, and scale notes. Latency baseline established with new evaluator routing paths. Server upgrade. Major and minor bug fixes.
Q4 (Oct–Dec) LazyFarm breeding odds and NPK yields tuned for fair long-term play. Canvas stability improved across multi-hour revision sessions. Edge caching rules refined for large media-heavy question banks. Subscription upgrade flow simplified with clearer plan entitlements. Security headers tightened; stricter CSP across dynamic pages. Incident postmortem process formalised with user-facing summaries. Major and minor bug fixes.
Q3 (Jul–Sep) Cross-device sync conflicts resolved with smarter short-hash checks. Offline cache expanded to preserve workings during exam-like sessions. Additional topics added for GCSE higher-tier practice sets. Exam timers and focus mode introduced for timed drills. Log-based SLOs defined for marking latency and save reliability. Major and minor bug fixes.
Q2 (Apr–Jun) LazyFarm beta 3.0: soil cycles, happiness effects, and auto-retire thresholds. Server-only coin issuance and anti-cheat verifications enforced. DB schema refactor enables safer concurrent writes. Data normalisation for consistent across pages loading. Onboarding checklist guides first study session setup. Content tagging improved for topic search and filtering. Server upgrade. Major and minor bug fixes.
Q1 (Jan–Mar) Mobile-first UI pass: larger touch zones and simplified nav. Bundle trimming reduces initial load on low-bandwidth links. UI shortcuts for navigation and quick annotate. Question taxonomy refined for syllabus alignment. Internal analytics dashboards for reliability tracking. Backup rotation policy reviewed and expanded. Major and minor bug fixes.
Q4 (Oct–Dec) Export selected Q & A to PDF with page numbers. Evaluate school plan scaffolding for multi-seat management. Upgrade endpoints protected with stricter rate limits. Multiple choice feature trial for Questions. Content review workflow added for new question sets. Safari-specific rendering fixes for better UI. Major and minor bug fixes.
Q3 (Jul–Sep) Evaluate the intrgation of IndexedDB vs server hash pipeline. Low-RAM mode reduces memory spikes on older Android tablets. Error boundaries isolate failures without losing work. Session expiry flows tightened. Non-blocking notifications for saves and syncs. Major and minor bug fixes.
Q2 (Apr–Jun) Evaluate points system introduced with study-based rewards. JWT-gated actions secure membership features. CDN configured for static assets and versioned bundles. Top-nav polish and clearer progress indicators. Questions and Answers import prototype for dynamic generation. Server upgrade. Major and minor bug fixes.
Q1 (Feb–Mar) Project launch to early users with core practice flow. Answer display. Answer typing and richtext input released for workings. First GCSE topic sets populated and tagged. Minimal feedback emails for account security events. Uptime monitoring and alerting configured. Major and minor bug fixes.