From anecdotal evidence agent swarms for creative or iterative problems seem to outperform even Opus 5.5. Been getting some very promising results from thousands of GLM 5.3 Flash runs using an evolutionary swarm for improving tooling efficiency, and accuracy.
ID 7YZU9XVO · Oct 13, 2026 · 5 views
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02 / How it works
Levels of evidence
Higher levels of app integration increase our technology's confidence that a human wrote the text.
Keystroke timing was captured by the Chrome extension as the author typed, then analyzed against human capability thresholds to verify a natural writing rhythm.
- Chrome extension keystroke capture
- In-platform composition verified
- Human-like typing analysis
How to reach it
Install the Chrome extension and sign your text through it. Your typing rhythm is captured automatically and scored against the human threshold.
Why this score
- The number
- 0 out of 100. Each level has its own band: this text is at the unverified level, which runs 0 to 62.
- Where the typing came from
- Captured in the browser, keystroke by keystroke, as the text was typed.
- What held it here
- The typing evidence is not attested by a registered capture key, and attestation is required; capped below tier 1.
Confidence
How confident is this verification?
Typing evidence powers the confidence score.
0/ 100
Notes
- Pasted content was detected. Pasted text cannot be verified as human-typed and lowers the overall confidence.
- Typing rhythm did not match expected human patterns.
The “Typing evidence” view on the letter above marks each part of the text by how it was written, and the play button replays the typing as it happened. Here is the same thing as totals.
- Unverified 100% Arrived without typing evidence, such as an autocomplete or an untracked insert.
The typing engine scores the timing of every recorded keystroke. It looks at the signals below together; no single one decides the verdict. The exact measurements stay private so the check is hard to game.
- Typing speed
- How fast the text was typed, overall and in short bursts. People speed up and slow down; a script tends not to.
- Gaps between keys
- The pauses from one key to the next. Fingers have a floor; replayed or injected text often does not.
- Rhythm
- How uneven and unpredictable the rhythm is. Real typing is bumpy; machine typing is suspiciously even.
- Key presses
- How long keys stay pressed and how the fingers travel between them, when the recorder sees both key down and key up.
- Thinking pauses
- The longer pauses people take to think between phrases.
- Edits and fixes
- Deleting and rewriting. People revise as they write; pasted or generated text usually arrives finished.
Taken together, these signals did not read as a person typing at a keyboard.
The server signed a hash of this exact text together with its tier and author. Anyone can check the signature against the public key below. If a single character of the text changed, the content hash would not match.
Record ID
4777cdf0-4cbc-447c-9e2f-d3bbb868d142
Author ID
28a04910-47e6-42af-b567-0b002ed9f1d6
Content hash
HW01-Za1BJGXixC9EVFgvuOAz6dk-bWP9SDWBBAwKZk
Signature
HQHBavW9roofoSeAohLttDWGtX4Cw7RytBtnF7kmw9iTwodzSx89q24hUMltWbBp7yZ3RhfVy2s8OObIeiaMCQ
Key ID
prod-ed25519-001
Algorithm
ed25519
Public key
jJa5XbW6SEMK-N98a2ikV_gEuV0xrJJUoSgw8e-h6ls
Version
3
Signed at
Oct 13, 2026, 8:06 PM UTC
Canonical payload
{"version":3,"id":"4777cdf0-4cbc-447c-9e2f-d3bbb868d142","author_id":"28a04910-47e6-42af-b567-0b002ed9f1d6","tier":0,"verify_code":"7YZU9XVO","content_hash":"HW01-Za1BJGXixC9EVFgvuOAz6dk-bWP9SDWBBAwKZk","key_id":"prod-ed25519-001","algorithm":"ed25519","created_at":"2026-10-13T20:06:16.29869Z","tier_code":"N0","author_identity_verified":false}Start your own
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