echohive42

A chat turn is hundreds to a couple of thousand tokens. A complex agent session can run 50,000–200,000. Multi-agent jobs go past a million.

Worldwide AI-chatbot web visits: ChatGPT 76% → 54%. Gemini 6% → 28%. Claude 1% → 9%. This is not monthly users and not revenue.

The June 2 trendline pointed to 10 million by mid-October. Combined Codex + ChatGPT Work crossed 15 million in August.

The largest gains appear when a task is digital, testable, and repeatable. The closer work gets to factories, field conditions, certification, and human judgment, the smaller the total-program gain be…

audit of productivity, business adoption, prices, jobs, infrastructure, households, and the feedback loops that would have to appear before the macro story becomes truly extraordinary.

The word singularity is often used for several different ideas: impressive models, rapid adoption, AI-assisted research, self-improving AI, or a complete economic transformation. Those claims require …

This repository asked a practical question: can a small outer research loop discover agent organizations that solve exact problems better, and can that loop keep improving them over time?

Each numbered folder contains one reusable SKILL.md seed beside the complete run that produced it: protocol, prompts, benchmark, raw agent outputs, failed attempts, scoring, audits, charts, and limita…

A WebGL marbling scene where dark ink-like forms ripple, split, and recombine into an endless moving surface.

A generative browser instrument for evolving marks and tiled compositions, more like painting with rules than drawing by hand.

A voxel cathedral scene rendered in the browser, floating in open sky like a small impossible monument.

An interactive WebGL geometric study, with a faceted object and orbital movement turning a simple form into a small celestial machine.

A collection of four glowing browser scenes, each exploring light, symmetry, and procedural motion in a different way.