Chalk Labs
Need help deploying correct?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/camgineer-correct
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/correct
What's inside
- Skill name
correct- Description
- Use when agents repeat a mistake. Prevent it through architecture, types, or checks before adding instructions.
- License
- MIT
- Instructions
- 32 lines in SKILL.md · view on GitHub
Files (2)
- SKILL.md
- openai.yaml · agents/
SKILL.md (first lines)
# Correct The operator keeps correcting agents in this repo for the same mistakes. Change the repo so the next agent can't make them. Assume every contributor is an agent that sees only the files it opened, copies the nearest example, and takes the shortest path that compiles. Design the repo so a change that looks right from one file is right for the whole repo. ## 1. Find the mistake classes Read recent commits, reverts, review comments, agent instruction files, and comments that explain workarounds. When the **History** capability is available, also read the operator's past corrections through the **recall** skill. Group the mistakes into classes. A class counts once it has happened twice. Done when every class has at least two cited instances, each a commit, a review comment, or a quoted correction. ## 2. Pick the highest level that works Fix each class at the first level that can stop it. This is the [encode-lessons-in-structure](../principles/encode-lessons-in-structure.md) reference run over the repo's history. 1. **Architecture.** Give each piece of state one owner and each task one supported way. Hide internals so the wrong import fails. Replace hand-synced lists with one source of truth. Delete old ways and dead code an agent would copy. 2. **Types.** Make the bad state impossible to write. If bad code still compiles, add a lint or CI check whose error names the file, type, or function to use instead. If the pattern is already common, fail only when a change adds more of it. 3. **Tests.** Test the behavior at a public seam per the [test-behavior-not-implementation](../principles/test-behavior-not-implementation.md) reference. Fix or delete any test that would still pass if every function it calls returned nothing. 4. **Agent rules.** Write docs or agent rules last, and only for judgment calls. Nothing fails when an agent skips them. Human review is the fallback when every level fails, never the fix. ## 3. Fix and prove Fix the most frequent classes now, one commit each. Prove each new check fails on a real past mistake by running it against that commit or a reverted copy of it. Run the same command locally and in CI. An exception goes on the offending line with a reason, an expiry date, and the name of the human who approved it. ## 4. Keep the rule table Keep a table in the agent instruction file that pairs each rule with what enforces it. When the operator corrects you, fix the mistake and add the rule. If the rule was already there and nothing enforces it, the mistake is a repeat, so fix it at the highest level in the same change. Drop a rule once its mistake can't happen. **Reply:** each class with its evidence, the level you picked, and why a higher level didn't work. Link each check's failing run on the past mistake.
From Camgineer/cstack, MIT.
More from Camgineer/cstack
- 0.569score
domain-modeling
Camgineer
Use when defining domain terms, editing a glossary, or recording an architecture decision.
SkillAFreshness: AClaude Code +9 - 0.569score
create-verification-skill
Camgineer
Use when an app lacks repeatable user-path verification, or its verification skill or feature map needs updating.
SkillAFreshness: AClaude Code +9 - 0.569score
architect
Camgineer
Use when code needs a new module, public interface, or design choice.
SkillAFreshness: AClaude Code +9 - 0.567score
design-ui
Camgineer
Use before building, changing, or critiquing UI appearance.
SkillAFreshness: AClaude Code +9 - 0.565score
csharp-best-practices
Camgineer
Use when reading or editing C#.
SkillAFreshness: AClaude Code +9 - 0.564score
deslop
Camgineer
Use when cleaning AI-generated code from a branch diff before commit.
SkillAFreshness: AClaude Code +9 - 0.564score
blast-radius
Camgineer
Use when assessing what a change could break beyond its diff.
SkillAFreshness: AClaude Code +9 - 0.561score
benchmark-checklist
Camgineer
Use before running a benchmark or reporting a measured speedup or regression.
SkillAFreshness: AClaude Code +9 - 0.558score
align
Camgineer
Use before a substantial change to agree scope, design, acceptance criteria, and verification in a signed spec.
SkillAFreshness: AClaude Code +9 - 0.558score
control-cli
Camgineer
Use to reproduce, verify, or profile interactive CLI behavior through a repeatable terminal harness.
SkillAFreshness: AClaude Code +9 - 0.558score
control-ui
Camgineer
Use to reproduce, verify, or profile web, IDE, or Electron behavior through a local browser harness.
SkillAFreshness: AClaude Code +9 - 0.539score
authoring-a-skill
Camgineer
Use when the user asks for authoring a skill.
SkillAFreshness: AClaude Code +9
Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Oct 12, 2026 (18 days ago)
- Last release
- Oct 16, 2026 (14 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/Camgineer/cstack
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from Camgineer
- 0.570score
swag
Camgineer
Use for look-and-feel work across web and native interfaces, terminal UIs and CLI output, diagrams, slides, generated images, and charts.
SkillAFreshness: AClaude Code +9 - 0.569score
domain-modeling
Camgineer
Use when defining domain terms, editing a glossary, or recording an architecture decision.
SkillAFreshness: AClaude Code +9 - 0.569score
create-verification-skill
Camgineer
Use when an app lacks repeatable user-path verification, or its verification skill or feature map needs updating.
SkillAFreshness: AClaude Code +9 - 0.569score
architect
Camgineer
Use when code needs a new module, public interface, or design choice.
SkillAFreshness: AClaude Code +9 - 0.567score
design-ui
Camgineer
Use before building, changing, or critiquing UI appearance.
SkillAFreshness: AClaude Code +9 - 0.565score
csharp-best-practices
Camgineer
Use when reading or editing C#.
SkillAFreshness: AClaude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get correct running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
correct skill. Agent Mart. https://agentmart.dev/skills/camgineer-correct (last updated 2026-10-24)