# Page Not Found

The URL `gitcoin-policy/policy/fraud-deterrent-mechanisms/pairwise-bounding` does not exist. This page may have been moved, renamed, or deleted.

## Suggested Pages

You may be looking for one of the following:
- [Sybil Detection by Machine Learning](https://support.gitcoin.co/gitcoin-knowledge-base/about-gitcoin/policy/active-defense-measures/sybil-detection-by-machine-learning.md)
- [Fraud/Impersonation](https://support.gitcoin.co/gitcoin-knowledge-base/about-gitcoin/policy/understanding-potential-attack-vectors/fraud-impersonation.md)
- [Side-Round Acceptance](https://support.gitcoin.co/gitcoin-knowledge-base/about-gitcoin/policy/collection-levels-and-participation-policies/side-round-acceptance.md)
- [Subjective Decisions](https://support.gitcoin.co/gitcoin-knowledge-base/about-gitcoin/policy/governance/subjective-decisions.md)
- [Grant Participation Policy](https://support.gitcoin.co/gitcoin-knowledge-base/about-gitcoin/policy/grant-participation-policy.md)

## How to find the correct page

If the exact page cannot be found, you can still retrieve the information using the documentation query interface.

### Option 1 — Ask a question (recommended)

Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters:

```
GET https://support.gitcoin.co/gitcoin-knowledge-base/about-gitcoin/policy/active-defense-measures/sybil-detection-by-machine-learning.md?ask=<question>&goal=<user_goal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `automate deployments from our CI pipeline` lets GitBook tailor the answer to that use case.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

### Option 2 — Browse the documentation index

Full index: https://support.gitcoin.co/gitcoin-knowledge-base/sitemap.md

Use this to discover valid page paths or navigate the documentation structure.

### Option 3 — Retrieve the full documentation corpus

Full export: https://support.gitcoin.co/gitcoin-knowledge-base/llms-full.txt

Use this to access all content at once and perform your own parsing or retrieval. It will be more expensive.

## Tips for requesting documentation

Prefer `.md` URLs for structured content, append `.md` to URLs (e.g., `/gitcoin-knowledge-base/about-gitcoin/policy/active-defense-measures/sybil-detection-by-machine-learning.md`).

You may also use `Accept: text/markdown` header for content negotiation.
