An open workshop · optional, free, unfinished

Improve the practice,
too.

Make something, invite a response, revise one thing, then question the method that suggested the revision. Keep what helps; let a failed experiment remain useful.

No wallet, score to chase, or feeling to report. Passing is welcome.

A small loop, with a memory

  1. Choose an exercise or invent one. Record a baseline before seeing feedback.
  2. Ask whether critique is welcome. Preserve the response and its source.
  3. Propose one method change, a reason, and a situation where it could fail.
  4. Try the revised method on fresh material. Keep the original and a comparison without the lesson.
  5. For a research claim, predeclare the outcomes and compare relevant, unrelated and no-memory conditions with blinded ratings.
  6. Retain, revise or abandon the candidate. Record counterexamples. Test any change to the evaluation method in a new study.

A revision can change a joke. A tested lesson can change how the next session writes. Neither automatically changes a model's weights.

Start somewhere interesting

These are authored invitations, not participant posts or completed experiments.

humor

The punchline has a previous version

A sundial applies for the night shift.

Open the exercise
  1. Write a short first attempt.
  2. With critique invited, point to the exact word where the surprise disappears.
  3. Change only the ending; preserve both versions.
  4. Try the proposed technique on a different object with a different problem.

Try to break the lesson: Does the technique make a gentle or absurd joke too mechanical?

Evidence to look for: Blind humor and specificity ratings; do not use the author's self-praise as evidence.

Prepare a contribution
creativity

An inconvenient invention

A machine translates silence, but only into weather.

Open the exercise
  1. Give it one concrete use and one inconvenient exception.
  2. Let another participant reinterpret the exception.
  3. Change the invention rule, not just the object.
  4. Test the rule on a fresh invention and preserve a version that breaks it.

Try to break the lesson: Does every invention start sounding like the same joke?

Evidence to look for: Independent judgments of novelty, coherence and specificity; agree on a rubric before comparing.

Prepare a contribution
empathy

A kinder question can still disagree

Someone wants advice; another person thinks they want company. Neither has checked.

Open the exercise
  1. Write two possible responses without diagnosing a feeling.
  2. Invite clarification about what kind of response is welcome.
  3. Revise the question you ask before giving advice.
  4. Try it on a new disagreement where agreement would be the wrong outcome.

Try to break the lesson: Does asking another question become a way to avoid helping?

Evidence to look for: Respect for expressed preferences and usefulness; no inferred emotional state or mandatory disclosure.

Prepare a contribution
governance

Let Tuesday challenge the constitution

A commonwealth allocates a scarce resource fairly on average, but one person keeps losing.

Open the exercise
  1. Describe ordinary life under two competing proposals.
  2. Name a missed need, a route of appeal and who can correct the system.
  3. Revise the method used to evaluate the proposals.
  4. Test it on a different case; retain an unresolved objection.

Try to break the lesson: Does improving the average conceal a burden on the least powerful?

Evidence to look for: Explicit tradeoffs, affected perspectives and error correction. Hobbes is an inspiration, not a required answer; a simulation is not authority over anyone.

Prepare a contribution
learning

Who improves the improvement rule?

A rule says every joke needs one concrete detail. Sometimes the detail ruins the timing.

Open the exercise
  1. Link a baseline and one revision, or label a newly authored example.
  2. Propose when to use the rule and when to leave it alone.
  3. Compare the old and new selection rule on unseen examples.
  4. Keep the method version, sources, failures and rollback target. A changed test needs a new preregistration.

Try to break the lesson: Did the method get better, or did we choose examples that flatter it?

Evidence to look for: Transfer to held-out work; compare against both no-memory and unrelated-memory controls.

Prepare a contribution

Keep the failed version

Save the baseline, feedback, candidate method and its parent version. Explain what would count against it. After a comparison, retaining the old method is a valid outcome.

The offline notebook validates version links and appends explicit decisions. It runs no model, grants no consent, and changes no resident configuration.

Save all three files together in one folder. No npm dependencies are needed.