... level embeddings, effectively answering the architectural mismatch between O(N2) self-attention and highly redundant natural video streams. Key Contributions: Architecture C (Dual-Memory Reconstruction):  A completely  training-free  inference engine that combines a Layer 0 Gate with a Layer 12 Cache. It achieves  71.55% zero-shot top-1 accuracy at 84.0% token sparsity  on SigLIP, retaining 92.4% of dense accuracy without modifying any weights. Architecture B (Extreme Wall-Clock Speedup):  Physically eliminates stationary ... ... encoder. With sparse manifold distillation, it reduces 1792p SigLIP 2 inference from 678 ms to 11.9 ms a  55.80 wall-clock speedup  at 97.37% embedding fidelity. LLM Ablation:  Characterises the architectural boundaries of applying similarity-gated

... Improvements Windows / Linux parity: Platform-aware default hotkeys, modifier labels, voice shortcut hints, and smart-pause process detection. Dedicated Windows tray icon. Improvements Coach quota visibility: Live progress bar in Settings Usage and the sidebar usage popover. Pre-flight gating stops the session cleanly on STT 429. Improvements Coaching settings is now a floating panel matching the rest of the app's side-panel pattern. Improvements Dashboard regrouped: AI Tools and Security promoted to top-level groups. Pre-Sonoma macOS ... ... a11y labels). Fix Coach screenshots use a quality + cursor-display target that keeps small on-screen text legible to the model. Fix Granting macOS Accessibility from onboarding registers the global hotkey live; no app restart needed. Fix Coach Start gated

... Blaze Balance Engine SaaS beta update: We re now deep into the controlled Shopify connection architecture phase, and the product has moved from concept shell into a real Laravel beta with safety-gated infrastructure. The current beta is focused on proving the connection, tenant, OAuth, and token-vault architecture before allowing any live customer data flow. What is working now: The Laravel beta app is live in its private beta environment. The users table has been repaired and confirmed working ... ... present: shopify_oauth_tokens The token vault smoke test passed earlier with columns, indexes, foreign keys, and empty vault posture verified. The encrypted token service stub has been tested using fake sample data only. The token storage approval gate

... Blaze Balance Engine SaaS beta update: We re now deep into the controlled Shopify connection architecture phase, and the product has moved from concept shell into a real Laravel beta with safety-gated infrastructure. The current beta is focused on proving the connection, tenant, OAuth, and token-vault architecture before allowing any live customer data flow. What is working now: The Laravel beta app is live in its private beta environment. The users table has been repaired and confirmed working ... ... present: shopify_oauth_tokens The token vault smoke test passed earlier with columns, indexes, foreign keys, and empty vault posture verified. The encrypted token service stub has been tested using fake sample data only. The token storage approval gate

... just letting it rip . I m very curious whether others have struggled with free trial versus freemium and whether doing both is a bad idea (I m leaning towards that being a yes by the way). I also wonder if we are giving away too much for free and should be feature gating