TECH NEWS
TL;DR: Quaternion, octonion, sedenion, and Clifford-algebra neural networks keep appearing in the literature with claims of parameter efficiency and special expressivity. We spent two months building them, benchmarking them — and honestly trying to make them win. Whenever we added one properly matched real-valued baseline, the advantage evaporated. Every time.
TECH NEWS
Picture a support agent in production. It receives a user message, calls an internal knowledge base, decides it needs account data, calls a second tool, then drafts a reply and sends it. Five model and tool calls, start to finish, in about two seconds. Now picture a thousand of those
TECH NEWS
What building and publishing XPilot taught me about Manifest V3, OAuth, and the gap between “it works on my machine” and “it works in the Chrome Web Store.” I just shipped my first Chrome extension. Not a tutorial toy. Not a “hello world” that never left chrome://extensions. A real
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Every RAG tutorial starts the same way: spin up a Pinecone index, generate some embeddings, wire it into LangChain, and call it a day. That's exactly what I did for a customer-support search tool I built last year until I realized I was paying to sync data between
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A solo dev, a plastic-welding day job, and the cleanup that a Microsoft Store listing forced on a script that had quietly become real software. I Had a 6,533-Line Python File. Then My App Hit the Microsoft Store. That evening is PC Workman, a Windows system monitor with an
TECH NEWS
Overview Mage-Flow-Edit-Turbo is a compact 4-billion-parameter image editing model built by microsoftthat applies text-guided edits to images through a shared architecture designed for both text-to-image generation and instruction-based editing. The model operates using a two-component stack: Mage-VAE (a lightweight latent tokenizer using one-step diffusion with anchor-latent KL regularization) and NR-MMDiT
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Overview KAT-Coder-V2.5-Dev is a Mixture-of-Experts (MoE) coding model built by Kwaipilot for autonomous software engineering tasks within executable repositories. The model contains 35B total parameters with 3B activated per token, operating as a text-only model compatible with Hugging Face Transformers, vLLM, SGLang, and KTransformers. Built on the Qwen3.6-35B-A3B
TECH NEWS
Here’s a hypothetical scenario. You’re trying to send some crypto to a relative, and copied a wallet address. You were distracted, though. The address seemed familiar enough, so you just clicked “Send”, and that’s it. Just in case, you double-checked the transaction details and, lo and behold,
TECH NEWS
Kratos is a mature Phishing-as-a-Service operation targeting Microsoft 365 users across the US, Europe, and other regions. By combining trusted platforms, anti-bot checks, and convincing login pages, ithelps attackers steal credentials while delaying detection and response. For security leaders, that increases the risk of account takeover, fraud, data exposure, and
TECH NEWS
BitMart announced on July 26, 2026 that it is winding down: all trading ends at 01:00 UTC on August 26, 2026, and the platform closes on January 31, 2027. The strongest BitMart alternatives in 2026 for small-cap traders are MEXC, Gate, KuCoin, and Bitget, with MEXC the closest match
TECH NEWS
Microsoft has introduced a new suite of AI-powered security tools engineered to continuously identify, manage, and patch software vulnerabilities. Headlining the release is MAI-Cyber-1-Flash, the tech giant’s first domain-specific AI model built specifically for code security and vulnerability analysis, along with Project Perception, an autonomous agentic platform designed to
TECH NEWS
Vivo has expanded its budget T-series portfolio in India with the official launch of the Vivo T5e. Positioned as an accessible entry-level option, the smartphone joins existing family members like the Vivo T5 Lite 5G, T5 Pro 5G, and T5x 5G. The device is currently available for purchase nationwide via
