Thoth transparency post for August 2026

in #automation10 hours ago (edited)

It feels like forever and a day since I've done a Thoth Transparency post, so it must be time for another one. Code-wise, I haven't made any code updates recently because it's been running pretty well, and the Proof of Burn++ (PoB++) stuff seems like it's a better place to focus my limited attention right now.

Thoth Overview

Before moving on to the numbers and charts, a few words about what Thoth is. Thoth is an Open Source AI/LLM curator that reviews posts on the Steem blockchain in two passes, picks out the ones that it supports, and then posts about them. Anyone can run their own copy, and it is currently running twice per day through my test account.

The unique aspect of Thoth is its use of beneficiary rewards. Beneficiary rewards are set by the operator for any/all of the following targets:

  • Fixed distribution to the authors of the posts that it finds and posts about.
  • Delegators to the account. Due to the blockchain's limit of 8 beneficiaries per post, delegators are randomly selected with the odds of being selected being proportionate to their share of the incoming delegations.
    • It is possible to exclude specific delegators from the selection pool.
  • The @null account for burning.
  • The Thoth operator's account.

Thoth's test instance is currently setting beneficiaries to include: selected authors; delegator accounts that aren't owned by me; and @null (25%). The operator account is not receiving beneficiary rewards.

After posting with the appropriate beneficiary settings described above, Thoth also votes on its own posts.

There are two tactical goals here:

  1. Give delegators a way to collect passive rewards without needing to spam the blockchain each day; and
  2. Make sure that Steem posts with lasting value can continue to generate rewards, even after the post has passed its initial payout time.

Because post payouts are defined by blockchain consensus, including automated and organic voting, it is not possible to anticipate a fixed value that any stakeholder will receive. However, if Thoth does a good job at finding valuable content, and if the reward distribution is set to distribute enough beneficiaries to the original authors, IMO we would expect Thoth to attract organic votes in addition to its own votes.

Aligning the interests of the Thoth operator, the authors, and the delegators in this way is all done in pursuit of these strategic goals:

  1. Demonstrate a way forward beyond the legacy delegation bots that can only succeed by ignoring the value (or lack thereof) of the posts that they support;
  2. Increase the proportion of content on the blockchain that delivers true, lasting value; and
  3. Plant seeds for bringing back account-holders who once created content with lasting value and subsequently went idle.

I have verified fairly recently that Thoth works with at least three models: Gemini and Gemma from Google and Qwen3.5-27B-Derestricted from ArliAI. The Gemma and Qwen models can be accessed for free, although I notice now that the ArliAI pricing page suggests that free access to their model may be limited or ending.

Now, let's get on to the blockchain's rewards distributions.

Here are summary tables with estimates:

Summary of PowerBI visuals

All time30 days
Total beneficiary payouts (STEEM * 2 )20,342 STEEM3,333 STEEM
Burned beneficiary rewards ( STEEM * 2 )5,112 STEEM834 STEEM
Author beneficiary rewards ( STEEM * 2 )6,219 STEEM886 STEEM
Delegator beneficiary rewards ( STEEM * 2 )9,009 STEEM1,600 STEEM
Number of unique non-delegating author beneficiary accounts1,006170
Number of unique delegator beneficiary accounts2113

@thoth.test info from SteemWorld

All time / Current30 days / Comment
Curation Rewards6,369806
Total Delegated SP138,308n/a
Owned SP or Non-beneficiary delegated SP47,073These delegating accounts are not receiving FAIRD beneficiary selection.
SP from beneficiary-eligible delegators101,302These delegators are included in FAIRD beneficiary selection.

And here are the updated visuals

(Reminder that July is the last complete month, so the numbers for August are not complete yet.)

All rewards / all time

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All rewards / 30 days

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Non-delegating authors / all time

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Non-delegating authors / 30 days

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Delegators / all time

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Delegators / 30 days

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Details about beneficiary rewards to the top authors (by count) / all time

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Details about beneficiary rewards to the top authors (by count) / 30 days

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More details about rewards to delegators (now sorted by count)

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More details about rewards to the top authors (by count)

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Thank you for your attention!