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Hermes refactors its million-line codebase

Teknium reports a Hermes refactor using 1,393 subagents, a restart and community review before merging a change that reduced non-test Python source by 34.4%.

FROM THE SOURCE

Original prompt

Shared by the source author. See source notes for context.

I want a massive simplification set of PRs. or a single monolithic PR. I want LOC to drop dramatically. Minimum 30% overall.

Evidence at a glance

Sourced account
Source author
Teknium
Original account
Read the source ↗
Published
15 Sept 2026
Source link checked
15 Oct 2026
Reported result
Teknium reports a Hermes refactor using 1,393 subagents, a restart and community review before merging a change that reduced non-test Python source by 34.4%.
Human involvement
Teknium sets the objective, restarts after failure and merges only after follow-up and community review. Cost comparisons exclude review time.

A linked account supports attribution. It does not mean we independently reproduced its result.

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How the agent did it

  1. Teknium gives Hermes a standing simplification goal for its own repository.
  2. The orchestrator divides the codebase into 36 groups and assigns workers isolated worktrees.
  3. Workers simplify code while preserving declared interfaces and compare checks with a frozen baseline.

Teknium asked his regular Hermes agent to simplify the Hermes repository, split oversized files and remove at least thirty percent of its source lines. The account says the main run lasted about nineteen active hours and dispatched 1,393 subagents, with as many as 218 running concurrently.

The orchestrator measured the repository and divided it into 36 groups. Workers used isolated Git worktrees, written briefs and explicit interface constraints. The parent coordinated assignments and integration rather than editing source itself. Checks compared behavior with a frozen baseline, including tool schemas and command help output.

The run did not proceed uninterrupted. A provider authentication token expired about fifty minutes in. Existing commits and briefs survived, allowing a separate Hermes session to diagnose the problem and continue. The author describes follow-up work and community review before merging the refactor on September fourth.

The account also records fixes after the merge. The reported reduction was 34.4 percent of non-test Python source. Cost estimates excluded human review, and the staffing comparison was an estimate rather than a measured saving. This is useful evidence for a large cleanup workflow precisely because restart recovery, baseline checks and outside review are part of the outcome. A large subagent count alone does not establish that every change was correct.

Prompt
Original prompt

Source: nousresearch.com · Teknium

Frequently asked questions

Was the run uninterrupted?

No. An expired provider authentication token killed the run; saved worker state supported continuation.

What result was reported?

A merged refactor reducing non-test Python source by 34.4%, after follow-up work and community review.

Is the staffing comparison a measured saving?

No. It is the team's estimate of possible manual effort, and the model-cost figure excludes human review.

More details

Remaining steps

  1. After token expiry interrupts the run, saved commits and briefs support diagnosis and continuation.
  2. Human and community review precede a merged refactor with a reported 34.4% source reduction.

About this account

The Hermes orchestrator divided the repository into 36 groups, delegated changes in isolated worktrees, compared checks with a frozen baseline and integrated worker results.

Firsthand account opened and read. Outcome is source-reported, not independently reproduced. Original publication metadata is September 15; run/merge dates are September 2–4. Model costs and staffing comparisons are author estimates. Original prompt box contains a short excerpt of the author's published actual-run instructions.

Credit: Teknium

Source published 15 Sept 2026

Source checked 15 Oct 2026

Tools and topics

Hermes Agent · Git worktrees · Python

Hermes Agent · Git worktrees · Python

Editorial completeness: 100/100. Measures documented fields, not agent performance or verified outcomes.