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How to Use Continue for Test-after-edit loops
Learn Continue test-after-edit loops with step by step workflows, realistic examples, and verified plan notes.
Continue works well for test-after-edit loops when you run it like production work: locked brief, SOURCE facts, then review before publish. Continue is an open-source AI coding agent acquired by Cursor; the Continue codebase remains freely available for building and extending AI developer tooling. Confirm current access and docs on continue.dev. Review diffs before applying edits. Start at /explore/continue.
This guide focuses on test-after-edit loops in detail. Related Continue articles: /blog/how-to-use-continue-for-open-source-extension-builds, /blog/how-to-use-continue-for-destructive-command-review-gates, /blog/how-to-use-continue-for-repo-scoped-feature-work.
When this workflow is the right job
Use test-after-edit loops when the deliverable is specifically this Continue job. Switch to ide coding-agent sessions when that workflow already owns the asset.
Step by step workflow
1. Brief Test-after-edit loops
Write what must stay true for test-after-edit loops in Continue before settings or spend.
Brief: Test-after-edit loops Keep: verified SOURCE facts only Avoid: invented pricing or features Success: one reviewable output
2. Open Continue for Test-after-edit loops
Use the Continue surface that owns test-after-edit loops. Do not mix a neighboring workflow in the same pass.
Surface: Test-after-edit loops Start: pilot with one representative input Plans: www.continue.dev
3. Pilot Test-after-edit loops
Run a single test-after-edit loops pilot. Score clarity, grounding, and whether the output is reviewable.
Pilot: Test-after-edit loops [ ] SOURCE facts match [ ] Output reviewable [ ] Settings logged
4. Refine Test-after-edit loops
Change one test-after-edit loops dimension only. Save a template from the best run.
Refine: Test-after-edit loops Change: one control only Keep: SOURCE and success criteria
Practical test-after-edit loops examples
Auth middleware refactor
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Auth middleware refactor". Objective: Land a reviewable code change for Test-after-edit loops that addresses Auth middleware refactor, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Auth middleware refactor - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Auth middleware refactor → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Auth middleware refactor, test results, and a short summary of what changed for Test-after-edit loops.
Flaky test fix
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Flaky test fix". Objective: Land a reviewable code change for Test-after-edit loops that addresses Flaky test fix, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Flaky test fix - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Flaky test fix → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Flaky test fix, test results, and a short summary of what changed for Test-after-edit loops.
Issue #scoped feature
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Issue #scoped feature". Objective: Land a reviewable code change for Test-after-edit loops that addresses Issue #scoped feature, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Issue #scoped feature - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Issue #scoped feature → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Issue #scoped feature, test results, and a short summary of what changed for Test-after-edit loops.
Rate limit guard
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Rate limit guard". Objective: Land a reviewable code change for Test-after-edit loops that addresses Rate limit guard, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Rate limit guard - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Rate limit guard → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Rate limit guard, test results, and a short summary of what changed for Test-after-edit loops.
README install update
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "README install update". Objective: Land a reviewable code change for Test-after-edit loops that addresses README install update, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for README install update - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for README install update → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on README install update, test results, and a short summary of what changed for Test-after-edit loops.
Lint clean pass
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Lint clean pass". Objective: Land a reviewable code change for Test-after-edit loops that addresses Lint clean pass, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Lint clean pass - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Lint clean pass → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Lint clean pass, test results, and a short summary of what changed for Test-after-edit loops.
Type narrowing fix
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Type narrowing fix". Objective: Land a reviewable code change for Test-after-edit loops that addresses Type narrowing fix, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Type narrowing fix - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Type narrowing fix → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Type narrowing fix, test results, and a short summary of what changed for Test-after-edit loops.
API docs sync
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "API docs sync". Objective: Land a reviewable code change for Test-after-edit loops that addresses API docs sync, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for API docs sync - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for API docs sync → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on API docs sync, test results, and a short summary of what changed for Test-after-edit loops.
Fixture update
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Fixture update". Objective: Land a reviewable code change for Test-after-edit loops that addresses Fixture update, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Fixture update - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Fixture update → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Fixture update, test results, and a short summary of what changed for Test-after-edit loops.
Error message clarity
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Error message clarity". Objective: Land a reviewable code change for Test-after-edit loops that addresses Error message clarity, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Error message clarity - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Error message clarity → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Error message clarity, test results, and a short summary of what changed for Test-after-edit loops.
Import cycle break
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Import cycle break". Objective: Land a reviewable code change for Test-after-edit loops that addresses Import cycle break, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Import cycle break - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Import cycle break → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Import cycle break, test results, and a short summary of what changed for Test-after-edit loops.
Env validation
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Env validation". Objective: Land a reviewable code change for Test-after-edit loops that addresses Env validation, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Env validation - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Env validation → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Env validation, test results, and a short summary of what changed for Test-after-edit loops.
Retry helper
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Retry helper". Objective: Land a reviewable code change for Test-after-edit loops that addresses Retry helper, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Retry helper - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Retry helper → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Retry helper, test results, and a short summary of what changed for Test-after-edit loops.
Logging redaction
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Logging redaction". Objective: Land a reviewable code change for Test-after-edit loops that addresses Logging redaction, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Logging redaction - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Logging redaction → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Logging redaction, test results, and a short summary of what changed for Test-after-edit loops.
CLI flag parse
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "CLI flag parse". Objective: Land a reviewable code change for Test-after-edit loops that addresses CLI flag parse, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for CLI flag parse - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for CLI flag parse → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on CLI flag parse, test results, and a short summary of what changed for Test-after-edit loops.
Snapshot refresh
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Snapshot refresh". Objective: Land a reviewable code change for Test-after-edit loops that addresses Snapshot refresh, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Snapshot refresh - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Snapshot refresh → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Snapshot refresh, test results, and a short summary of what changed for Test-after-edit loops.
Dead code removal
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Dead code removal". Objective: Land a reviewable code change for Test-after-edit loops that addresses Dead code removal, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Dead code removal - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Dead code removal → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Dead code removal, test results, and a short summary of what changed for Test-after-edit loops.
Contract test
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Contract test". Objective: Land a reviewable code change for Test-after-edit loops that addresses Contract test, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Contract test - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Contract test → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Contract test, test results, and a short summary of what changed for Test-after-edit loops.
Migration note
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Migration note". Objective: Land a reviewable code change for Test-after-edit loops that addresses Migration note, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Migration note - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Migration note → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Migration note, test results, and a short summary of what changed for Test-after-edit loops.
Benchmark script
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Benchmark script". Objective: Land a reviewable code change for Test-after-edit loops that addresses Benchmark script, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Benchmark script - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Benchmark script → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Benchmark script, test results, and a short summary of what changed for Test-after-edit loops.
Security header
Scenario: A developer uses Continue for Test-after-edit loops where the critical change is "Security header". Objective: Land a reviewable code change for Test-after-edit loops that addresses Security header, with tests or checks run. Inputs: - Relevant file/symbol paths - Failing test or issue text for Security header - Constraints: no public API breaks unless stated - Test/lint command to run after edits Workflow: Scope files → Instruct Continue for Test-after-edit loops → Review diff for Security header → Run tests → Commit if green Requirements: - Stay within verified Continue capabilities; do not invent features. - Confirm live plan notes on www.continue.dev before promising volume. - Change one variable between iterations. - Human-review before external publish, send, billing, or clinical/legal use. - Never apply destructive commands without review. Expected output: A diff centered on Security header, test results, and a short summary of what changed for Test-after-edit loops.
How to improve test-after-edit loops
Cut noise from test-after-edit loops by removing extra adjectives while preserving SOURCE facts in Continue.
Raise quality by insisting on a single success check before debating style.
Make review easier by labeling fields that must never change.
Speed iteration by cloning the last good run and altering only one control.
Stabilize outputs by pinning settings after the pilot is approved.
Reduce rework by rejecting drafts that invent claims.
Improve handoffs by recording which control produced the best result.
Harden the workflow by testing an incomplete input before trusting defaults.
Prompting and usage guidance
Name the test-after-edit loops job, audience, and success check before opening Continue.
Paste only verified facts under SOURCE so Continue cannot invent details.
Specify the deliverable shape up front.
Call out fixed details versus flexible style choices.
Ask Continue to flag unsupported claims before you accept the draft.
Limitations to respect
Check Continue plan gates for test-after-edit loops on www.continue.dev before you promise timelines.
Keep drafts unpublished until a human confirms SOURCE facts.
Continue can be wrong. Treat test-after-edit loops as provisional until review.
If documentation is silent on a claim, leave it out rather than guessing.
Practical tips for this workflow
Pilot once before batching test-after-edit loops in Continue.
Keep a reusable template with variables for test-after-edit loops.
Separate creative instructions from SOURCE facts.
Log settings from the best run.
Common mistakes
- Skipping the pilot run before scaling volume
- Inventing pricing, quotas, or features not on official pages
- Mixing unrelated workflows in one session
- Publishing without a human review gate
Treat test-after-edit loops in Continue as a production workflow: brief, pilot, refine, then ship with review. Related reading: /blog/how-to-use-continue-for-open-source-extension-builds, /blog/how-to-use-continue-for-destructive-command-review-gates, /blog/how-to-use-continue-for-repo-scoped-feature-work.