How to read agentsphere

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The pages teach. The labels tell you how much weight a sentence can hold.

Path	Every path starts here if you will quote the guide
Time	About 8 minutes
You need	Nothing

Three labels

Label	Use it when	Example
Established	The point is widely documented practice, or you have opened a paper or an official project page and are describing what that page says	The agent loop is perceive, plan, act, observe, remember, stop
Per post	The point appears in a cited post and this guide has not independently verified it	A gateway "supports 350+ providers"
Synthesis	This guide is organizing sources into a recommendation, a table, or a path	Which learning path to follow

A sentence can carry two labels. "The post reports 6.17x. The bitnet.cpp paper reports a range that reaches 6.17x on x86." The first clause is per post. The second is established, because it points at the paper.

Note

Per post means the claim is kept on purpose. Social posts are how this guide hears about new work. They are a weak place to stop.

What a citation looks like

Inline, name the author and link the status:

@fleyta88 describes a research agent that searches a wiki before it searches the web (per post).

At the bottom of a page, the source list names the author and links the post:

• @fleyta88 — 2026-10-09. Wiki-memory loop.

The full list is Social references & inspirations.

What this guide will not fill in

• Destination URLs that a post left shortened.
• Benchmarks the post stated and no primary source here confirms.
• The unnamed "18 routing strategies," the bodies of the unnamed motion repositories, or the feature lists of products that were only @-mentioned.
• Exploit steps, payloads, or instructions for drawing down other people's free quotas.

When a primary source and a post disagree, the page says so and links both. The LittleBit page is the worked example: the post describes a bitwise XOR core, and the paper describes binarized factors plus scaling.

How the repository is the example

Piece	In the Karpathy-style story	In this repo
Raw	raw/	The original post, linked from the page
Wiki	wiki/	docs/
Schema	rules for edits	CONTRIBUTING.md

You are encouraged to read a page, open the post, and correct the page if the distillation drifted. That correction is the system working.

Check yourself

1. Which label belongs on a speedup that appears only in a post?
2. Where does the explanation live, and where do you open the original post?
3. What should you do with a shortened link the post did not expand?

Continue

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• Map: All sections

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