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AI Agent Workflow Collection

Skill pack
2 skills0 selected
methodic-researchSkills in this pack

Use when an agent/runner with its OWN training code needs to make a Chronicle run durable and reproducible — phrases like "snapshot the environment", "upload checkpoints as it trains", "resume training from the last checkpoint", "continue the crashed run". It owns three things: capturing an environment snapshot at run start (library/hardware versions + your custom config state), uploading resumable checkpoints during training, and discovering + downloading the latest checkpoint to resume from. It is training-AGNOSTIC — the training loop is the caller's; this skill never writes it. It is the durable-state companion to chronicle-run-variation (which owns the run lifecycle + W&B linking): run-variation marks the run, this skill makes it survive a crash and continue. Distill afterward with chronicle-write-report.

English

Use when the user (or an agent flow) wants to take a committed or concluded Chronicle experiment — or a single variation — out of use while preserving the record: phrases like "retract this experiment", "this result turned out to be wrong", "flag this as invalid", "mark these findings as withdrawn", "the bug invalidated those runs". Retraction is a soft flag with a required reason: the row, lineage, and audit trail survive; the experiment's output assets are invalidated; live agent deployments are torn down; the GitHub repo is archived read-only. For deleting an open (uncommitted) draft use chronicle-delete-experiment instead — hard delete is refused once the experiment is committed.

English

Includes Chronicle Checkpoint Resume and Chronicle Retract Experiment.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Pack stats

Skills2CategorygeneralStars0

What’s included

Chronicle Checkpoint Resume

Use when an agent/runner with its OWN training code needs to make a Chronicle run durable and reproducible — phrases like "snapshot the environment", "upload checkpoints as it trains", "resume training from the last checkpoint", "continue the crashed run". It owns three things: capturing an environment snapshot at run start (library/hardware versions + your custom config state), uploading resumable checkpoints during training, and discovering + downloading the latest checkpoint to resume from. It is training-AGNOSTIC — the training loop is the caller's; this skill never writes it. It is the durable-state companion to chronicle-run-variation (which owns the run lifecycle + W&B linking): run-variation marks the run, this skill makes it survive a crash and continue. Distill afterward with chronicle-write-report.

Chronicle Retract Experiment

Use when the user (or an agent flow) wants to take a committed or concluded Chronicle experiment — or a single variation — out of use while preserving the record: phrases like "retract this experiment", "this result turned out to be wrong", "flag this as invalid", "mark these findings as withdrawn", "the bug invalidated those runs". Retraction is a soft flag with a required reason: the row, lineage, and audit trail survive; the experiment's output assets are invalidated; live agent deployments are torn down; the GitHub repo is archived read-only. For deleting an open (uncommitted) draft use chronicle-delete-experiment instead — hard delete is refused once the experiment is committed.

Quick start

  1. Choose your skills. Select individual skills above, or choose the entire pack.
  2. Copy the install prompt. Use Copy install prompt above the list.
  3. Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.

Try it with your agent

After installation, start with a request like:

Example request
Use the Chronicle Checkpoint Resume skill to help with my task.
Ask me for the context you need before getting started.

Requirements & license

  • A coding agent that can access your project files and install skills.
  • Your agent checks each skill’s instructions, dependencies, and permissions during setup.
  • License details are not provided in these listings. Check the author’s terms before using the skills.
AI Agent Workflow Collection | Agent Skills Atlas