Quantum dot labs read device states via dispersive or RF measurements, operating much faster than the classification loops meant to track them. When a twin lags behind, drift can go unnoticed until ...

In Thailand, a 191 emergency call travels through three relays — the provincial center answers, phones the district station, which then radios the patrol officer covering the area. Every relay costs ...

FlowForge is an open source tool that converts natural language descriptions into importable n8n workflow JSON using a fine tuned Gemma model trained entirely on AMD hardware. The problem is simple.

Truce is an AI-mediated negotiation infrastructure for freelance and small-agency work that transforms unstructured project conversations into transparent, executable agreements. Built as a ...

Most captioning pipelines fail on reliability before they fail on quality, missing a style, timing out, or returning malformed JSON zeroes out an otherwise-good submission. The core pipeline follows a ...

`Adaptive General-Purpose AI Agent is a Track 1 submission designed to solve hidden natural-language tasks efficiently across eight categories: factual question answering, mathematical reasoning, ...

Job scam losses reported to the FTC jumped from $90M to $501M in recent years, and a third of US job seekers have run into one — yet only 61% feel confident they could actually spot a scam if they saw ...

Startups and enterprises are stuck paying a premium for legacy NVIDIA infrastructure because evaluating a migration to AMD ROCm feels risky, technical, and time-consuming. Nexus removes that barrier ...

KNOX (Knowledge-driven Natural Execution System) is a multimodal AI agent that enables users to interact with computers naturally using voice, hand gestures, and intelligent AI reasoning. Unlike ...

Track 1 scores submissions on Fireworks tokens spent above an accuracy bar, not on feature count. The naive path — route every task to the strongest model — is the most expensive way to pass. Most ...

paperflow turns a pile of messy, confidential admin documents into a verified structured record, with every field traceable to its source, and reasons across documents without any real identity ever ...

Style-Aware Video Captioning Agent is an end-to-end system for Track 2 video caption generation. The agent reads video tasks, downloads each clip, samples representative frames, removes near-duplicate ...