Recursive Self-Improvement Pack

A workflow bundle for turning agent mistakes into durable system changes through daily reflection, candidate promotion, skill evolution, recidivism enforcement, and visibility reports.

Classification

External bundle

Install mode

Agent-installable

Review status

Source review

Verification mode

Manual verification

This workflow now publishes a real installable bundle at a stable SuperAda URL plus a reviewable GitHub source path. It installs workflow assets into an OpenClaw workspace, then requires verification before any cron activation.

bash <(curl -fsSL https://superada.ai/install/recursive-self-improvement-pack/install.sh) /path/to/your/openclaw-workspace

Bundle id

superada.workflow.recursive-self-improvement-pack

Entrypoint

install.sh

Bundle root

https://superada.ai/install/recursive-self-improvement-pack/

Artifact count

9 described items

Daily reflection, promotion, skill evolution, enforcement, and visibility artifacts that work together as one recursive improvement loop.

Installability

Truly installable now

Method

Installable via script

Install source spec

https://superada.ai/install/recursive-self-improvement-pack/install.sh

bash <(curl -fsSL https://superada.ai/install/recursive-self-improvement-pack/install.sh) /path/to/your/openclaw-workspace

Canonical source: https://superada.ai/install/recursive-self-improvement-pack/

bash scripts/crons/daily-soul-review.sh && bash scripts/crons/recursive-improvement.sh && bash scripts/crons/weekly-self-improvement-review.sh && python3 scripts/crons/generate-recursive-visibility.py

1. 1
   Step 1 Review the published install bundle and source

   Inspect the README, install script, bundle manifest, and GitHub source path before running anything.

2. 2
   Step 2 Run the installer into your workspace

   Use the published installer to copy the bundle into the target OpenClaw workspace.

   Copy

   bash <(curl -fsSL https://superada.ai/install/recursive-self-improvement-pack/install.sh) /path/to/your/openclaw-workspace

3. 3
   Step 3 Review thresholds and memory mutation behavior

   Check recidivism thresholds, rule promotion behavior, and any direct MEMORY.md insertion before enabling automation.

4. 4
   Step 4 Wire the cron layer

   Recreate the daily soul review and recursive improvement cron triggers in the target workspace.

5. 5
   Step 5 Run a quick verification pass

   Generate one daily report, one recursive promotion pass, one weekly review, and one visibility report before enabling unattended use.

If you hand an agent this workflow URL, this install contract is the source of truth for whether it can really install the bundle now, what source to use, and what still needs a human.

• Installer script script
  https://superada.ai/install/recursive-self-improvement-pack/install.sh

  Copies the bundle assets into a target OpenClaw workspace.

• Bundle README doc
  https://superada.ai/install/recursive-self-improvement-pack/README.md

  Published install instructions, verification steps, and operator warnings.

• Daily soul review script script
  https://superada.ai/install/recursive-self-improvement-pack/scripts/crons/daily-soul-review.sh

  Restores the explicit daily introspection loop and generates a daily self-improvement report.

• Recursive improvement pipeline spec doc
  https://superada.ai/install/recursive-self-improvement-pack/docs/specs/recursive-improvement-pipeline.md

  Canonical capture -> classify -> promote -> apply -> verify workflow spec.

• Improvement candidate template template
  https://superada.ai/install/recursive-self-improvement-pack/docs/templates/improvement-candidate.md

  Standardized candidate structure used across the recursive pipeline.

• Recursive improvement cron script script
  https://superada.ai/install/recursive-self-improvement-pack/scripts/crons/recursive-improvement.sh

  Promotes high-signal reflections into workflow candidates and triggers recidivism enforcement.

• Skill evolution path spec doc
  https://superada.ai/install/recursive-self-improvement-pack/docs/specs/skill-evolution-path.md

  Explains how repeated failures turn into skill patches, helper scripts, or new skills.

• Skill evolution review script script
  https://superada.ai/install/recursive-self-improvement-pack/scripts/crons/skill-evolution-review.sh

  Reviews skill-related candidates and separates safe auto-apply from human-gated changes.

• Weekly self-improvement review script script
  https://superada.ai/install/recursive-self-improvement-pack/scripts/crons/weekly-self-improvement-review.sh

  Summarizes proposed and applied candidates and checks which ones need verification.

• Recidivism enforcement policy and script script
  https://superada.ai/install/recursive-self-improvement-pack/scripts/enforce-recidivism.py

  Promotes repeated failures into enforced guardrails and escalates persistent recidivism into structural candidates.

• Recursive visibility spec and generator script
  https://superada.ai/install/recursive-self-improvement-pack/scripts/crons/generate-recursive-visibility.py

  Generates visibility outputs for funnel states, promoted rules, recidivism, and bottlenecks.

• OpenClaw workspace with cron support dependency

  The target environment needs a working OpenClaw install and an editable workspace.

• Memory files and reflections log dependency

  The workflow expects daily memory notes, a reflections log, and a recidivism tracker.

• Human review before production use review

  The bundle is intentionally review-first because it can promote rules and mutate memory state.

Verification language now matches reality. Installable bundles can be tested after install, external bundles should be source-reviewed first, and conceptual entries are reviewed as designs until real artifacts exist.

1. 1
   Daily introspection loop runs cleanly

   Execute the daily soul review script as a quick post-install sanity check.

   Copy

   bash <(curl -fsSL https://superada.ai/install/recursive-self-improvement-pack/install.sh) /path/to/your/openclaw-workspace && bash scripts/crons/daily-soul-review.sh

   Expected: A daily report appears under output/self-improvement/.

2. 2
   Recursive promotion path works

   Run the recursive improvement script after adding or reusing a high-signal reflection.

   Copy

   bash scripts/crons/recursive-improvement.sh

   Expected: Candidate files are promoted and visibility generation runs.

3. 3
   Weekly review summarizes the queue

   Run the weekly review script manually.

   Copy

   bash scripts/crons/weekly-self-improvement-review.sh

   Expected: A weekly report appears with candidate funnel states and verification reminders.

• Confirm the daily soul review generates an output file.
• Confirm the recursive pipeline promotes candidates without duplicating prior ones.
• Confirm recidivism enforcement only promotes the intended guardrails.

• Agent ops teams that keep repeating the same mistakes
• Builders who need a promotion path from reflection to structural change
• Operators who want self-improvement with proof instead of vibes

• This is a workflow, not a single skill. The value comes from the chained loop.