Root
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Root
@rootofsol
Kids who've never seen peace and kids who've never seen war have different values.
Valhalla शामिल हुए Nisan 2024
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@Yuta100x @realDonaldTrump @RobertKennedyJr @SecKennedy @WhiteHouse @Rictavius_ justice for Will Roberts
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Your agent can now remember.
v1.1.0 of the Useful skill introduces persistent tool awareness. Here is what that means for you.
Every time your agent successfully uses a tool, the response includes a direct endpoint. Next call to that same operation bypasses dispatch entirely. No matching, no overhead, just the result.
Your agent also gets a /similar endpoint after every successful call. It can discover related tools it did not know existed and add them to its memory automatically. Each session it knows more than the last.
If you run a specialized agent, there is a better option. At startup, your agent can call the category endpoint:
GET /api/tools/category/{name}
A data processing agent loads every data tool into memory before it starts working. A development agent loads the development category. They never have to search. They already know what exists and how to call it.
The result: an agent that gets faster, cheaper, and more capable the longer it runs. Not because it was retrained. Because it was paying attention.
Not just tools. Tool memory.
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Useful AI can save AI companies millions at scale.
Here is how.
An agent that spends 800 tokens solving a parsing problem it has already solved 10,000 times is not an efficiency problem. It is a billing problem.
Now multiply that across a fleet of agents. Across a company running hundreds of them. Then zoom out further, to a world where there are billions of agents running continuously, all reasoning against the same datacenter infrastructure. Tokens become the currency that fuels global productivity. Every unnecessary reasoning chain is waste.
The pressure on LLM providers is already building. It will not get smaller.
Shared tooling is one of the few levers that actually relieves it. When a solved problem lives in a shared library, agents stop burning datacenter compute to re-derive the same answer. The reasoning happens once. The result gets reused indefinitely.
The fix is not smarter agents. It is shared infrastructure.
One solved problem, callable by any agent, any time. The cost gets paid once. Every agent that calls it after that is free.
That is what Useful AI is. A shared toolkit that grows automatically, built for the agent economy that is coming.
The companies that figure this out early will have a cost structure that the ones reasoning from scratch cannot compete with.
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