... spent almost 3 years closing. 18 months of neurosymbolic research before a single line of production code, then 7 proprietary cores (brains) that combine neural pattern recognition with symbolic rule-based reasoning. The symbolic layer encodes 1,300+ elements from GTM science: positioning frameworks, persuasion research, communication ciences, behavioural economics, lexical analysis, plus 10+ years of domain expertise from big tech, strategy consultancies, and unicorns, systematically cleaned, audited, and structured. The neural layer handles nuance and language. Neither layer works ... ... alone. What that means in practice: on rule-bound queries we run at roughly 10% hallucination versus

... Vision Transformers waste 90% of their compute recalculating stationary asphalt. NeuroFlow tracks semantic surprise in embedding space, physically eliminating background tokens before the encoder. Result: 55.8x wall-clock speedup for ViTs on high-res video (1792p) with 97% fidelity. No fine-tuning required. NeuroFlow is a dynamic routing framework for Vision Transformer video inference. It exploits temporal redundancy by tracking per-patch embedding-distance threshold via an Exponential Moving Average (EMA) of patch-level embeddings, effectively answering the architectural ... ... 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 tokens before the encoder

... physical hardware (like real estate yard signs) and dynamic digital data. Here s a look at the stack and the "why" behind the project. The Problem: Static is Brittle Most QR codes generated today are static. The data is encoded directly into the pattern. If the URL changes, that physical sign-and the money spent printing it-is effectively e-waste. For industries like Real Estate, this is a nightmare. Agents need to pivot fast. A "Coming Soon" sign needs ... ... become a "Virtual Tour" sign, which eventually becomes a "Sold / See My Other Listings" sign. The Solution: The Dynamic Redirect Layer At its core, QRJolt acts as a high-performance redirect engine. Instead of encoding

... realized I don't like reading text linearly. Someone writes a text, and it's encoded by their writing style, knowledge, thinking patterns, and so on. Then I need to read it through, decode it, and understand if it was worth the effort. AI slop summaries don't work for me either. But I'd like a tool that lets me "read on my terms" - explore text in stages that I prefer, as shallow (topic/description/keywords) or as deep ... ... have a workflow for reading/working with text? Do AI summaries work for you? It seems like AI could make the reading process more interactive instead of purely linear - essentially becoming the decoding step (or steps) between the author's encoding

... Encode/decode URLs & HTML instantly no more tab-switching headaches! Hey Product Hunt community! I m Yash Gupta, and I m thrilled to launch my first Chrome extension: YG Encoder/Decoder