r/airealist

Your guys opinions on Anthropic getting physical books on mass scale, scanning them and destroying them to train AI models

As said by the title, I'm curious as in how good or bad is it for data to be centralized and aggregated to corporate AI giants like Anthropic and other ai companies

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u/Nincompooperfect — 8 days ago
▲ 1 r/airealist+1 crossposts

Will data become the next currency in the AI era?

In the world of AI, data is the new currency.

Better data,
better context,
better performance,
better AI results.

To be able to generate reliable autonomous results,
we must tell AI what reliable means.

I believe data engineers will be the coming generations GOLD MINES.
Thoughts?

u/Udayvamsidharvv — 8 days ago
▲ 15 r/airealist+5 crossposts

I collected 197 tools, papers and practices for reducing AI token waste

After building a multi-agent research pipeline, I realized that useful information about AI token efficiency is scattered everywhere.

There are separate tools and papers for:

- token monitoring
- prompt and semantic caching
- context compression
- model routing
- memory
- multi-agent orchestration
- pricing and benchmarks
- verification and evaluation

So we started collecting the best resources in one place.

The result is Awesome AI Tokenomics, currently with 197 verified entries across tools, research, practices, concepts, claims, and reusable setups.

It is not meant to be only another long link list. We also track maintenance and freshness, require primary sources, and keep the descriptions factual.

I would especially appreciate feedback on:

- important projects we missed
- categories that should be reorganized
- claims that need stronger evidence
- practical token-saving setups worth adding

Disclosure: I maintain this repo as part of my work at Quesma.

https://github.com/QuesmaOrg/awesome-ai-tokenomics

u/Bartaseth — 10 days ago