Unsloth now serves Convai’s 421M Laya model locally via TypeSafe’s Jev API. Single-pass 33ms decisions, zero token generation, and drop-in SDK integration.
Hardware & Local AI
50 Articles in this Category
Silicon architectures, VRAM requirements, GPU benchmarks, Apple Silicon unified memory, and local LLM deployment.
China Telecom’s Xing4.0-29B-A4B activates about 4 billion parameters for each token, but it stores 29 billion parameters…
Google DeepMind and Kaggle have opened registration for the Gemma 4 Developer Agent Competition, offering a $110,000 prize pool with $10,000 specialist bounties for offline coding agents on consumer hardware.
OpenShell mediates agent access; Sentry adds an out-of-band hardware watchdog. NVIDIA describes quarantine in milliseconds, not a verified 850µs result.
OrcaSAQ-2 shrinks a 27B coding model to about 12GB. We examine its fidelity results, agent benchmarks, and the practical limits of running it on a 16GB GPU.
DRDO signs a ₹500 Cr TDF deal with Zero mK India for 20 mK dilution refrigerators. Here is how Shunya 0X breaks import reliance for sovereign quantum computing.
EY–IESA projects a $200B Indian semiconductor market by 2035. The implied growth rate is 13.5%; demand does not establish domestic manufacturing revenue.
Cyber-Prime 1.1 is a specialized 2.6-billion-parameter language model developed by security researcher Akahsizrr. Built directly on Liquid…
Apple’s M5 Ultra Mac Studio introduces a quad-die silicon packaging topology delivering 1.2 TB/s of unified memory…
“` We got data centres running on gas before GTA 6 because waiting five to seven years…