fix: improve skill routing for Claude 4.5 and reduce test cost by kvenkatrajan · Pull Request #1080 · microsoft/GitHub-Copilot-for-Azure

kvenkatrajan · 2026-02-28T02:36:48Z

Problem

Skill invocation rate dropped for Claude 4.5. The model bypasses skills by running commands directly, routes to azure-prepare instead of azure-deploy, or investigates rather than acting.

Root Cause

Claude 4.5 treats prohibitions (NEVER, FORBIDDEN) as suggestions and optimizes for the shortest path to the goal. Descriptions using negative constraints don't reliably steer tool selection.

Changes

Skill Descriptions (capability-claim framing)

azure-deploy/SKILL.md: Reframed description as capability claim ("This skill runs azd up, azd deploy, terraform apply..."), narrowed triggers to already-prepared apps, added scope rule
azure-prepare/SKILL.md: Added "Preparation ONLY" scope boundary, rule 8 for scope enforcement, handoff marker in Phase 2
azure-validate/SKILL.md: Added handoff language directing to azure-deploy after validation passes

Test Prompts

Updated 2 deploy skill-invocation prompts with anti-routing signals ("already has azure.yaml", "infrastructure already set up")

Test Cost

Reduced \RUNS_PER_PROMPT\ from 5 to 1 in both azure-deploy and azure-prepare integration tests. CI runs 3x/day across scheduled runs, providing statistical signal over time without redundant per-job repetition.

Snapshots

Updated trigger test snapshots for all 3 skills to match new descriptions

Test Results

103/103 unit + trigger tests pass
All skill-invocation tests pass locally

- azure-deploy: capability-claim description ('This skill runs azd up...'), narrowed triggers to already-prepared apps, added scope rule - azure-prepare: added 'Preparation ONLY' scope boundary, rule 8 for scope enforcement, handoff marker in Phase 2 - azure-validate: added handoff language to azure-deploy in description - Tests: updated 2 deploy prompts with anti-routing signals - Updated snapshots for all 3 skills

CI runs 3x/day across scheduled runs, providing statistical signal over time. Running each prompt 5x per CI job was redundant cost with no added reliability.

github-actions · 2026-02-28T02:37:10Z

🔍 Token Analysis Report

@github-copilot-for-azure/scripts@1.0.0 tokens
node --import tsx src/tokens/cli.ts compare --base origin/main --head HEAD --markdown

📊 Token Change Report

Comparing origin/main → HEAD

Summary

Metric	Value
📈 Total Change	+387 tokens (+5%)
Before	8,348 tokens
After	8,735 tokens
Files Changed	4

Changed Files

File	Before	After	Change
`plugin/skills/azure-deploy/SKILL.md`	1,142	1,355	+213 (+19%)
`plugin/skills/azure-prepare/SKILL.md`	1,897	2,067	+170 (+9%)
`tests/README.md`	3,976	3,978	+2 (0%)
`tests/azure-prepare/eval/README.md`	1,333	1,335	+2 (0%)

@github-copilot-for-azure/scripts@1.0.0 tokens
node --import tsx src/tokens/cli.ts check --markdown

📊 Token Limit Check Report

Checked: 448 files
Exceeded: 133 files

⚠️ Files Exceeding Token Limits

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Consider moving content to references/ subdirectories.

Automated token analysis. See skill authoring guidelines for best practices.

Copilot

Pull request overview

This PR aims to improve Azure skill routing (especially for Claude 4.5) by reframing skill descriptions toward capability/hand-off language, tightening deploy prompts to reduce misrouting, and cutting integration-test cost by reducing repeated runs per prompt.

Changes:

Updated azure-prepare, azure-validate, and azure-deploy skill frontmatter/descriptions and added stronger scope/hand-off guidance.
Adjusted deploy integration prompts to include “already prepared” anti-routing signals; reduced RUNS_PER_PROMPT from 5 → 1.
Updated trigger keyword snapshots to reflect the new descriptions.

Reviewed changes

Copilot reviewed 8 out of 8 changed files in this pull request and generated 7 comments.

Show a summary per file

File	Description
`plugin/skills/azure-deploy/SKILL.md`	Reframed description + added scope/rules clarifications for deployment execution.
`plugin/skills/azure-prepare/SKILL.md`	Added “preparation only” scope boundary and explicit hand-off messaging.
`plugin/skills/azure-validate/SKILL.md`	Added explicit hand-off guidance to azure-deploy after validation.
`tests/azure-deploy/integration.test.ts`	Reduced runs per prompt and updated 2 prompts to signal “already prepared”.
`tests/azure-prepare/integration.test.ts`	Reduced runs per prompt for lower integration test cost.
`tests/azure-deploy/__snapshots__/triggers.test.ts.snap`	Snapshot update for new azure-deploy description/keywords.
`tests/azure-prepare/__snapshots__/triggers.test.ts.snap`	Snapshot update for new azure-prepare description/keywords.
`tests/azure-validate/__snapshots__/triggers.test.ts.snap`	Snapshot update for new azure-validate description/keywords.

plugin/skills/azure-deploy/SKILL.md

plugin/skills/azure-validate/SKILL.md

tests/azure-deploy/integration.test.ts

tests/azure-prepare/integration.test.ts

plugin/skills/azure-deploy/SKILL.md

plugin/skills/azure-prepare/SKILL.md

Set systemMessage to { mode: 'append' } by default instead of undefined, ensuring the Copilot CLI built-in system prompt is always included in integration test sessions.

Appends 'When a relevant skill is available, prefer using it instead of doing the task manually.' to the CLI system prompt via mode: append, nudging the model to invoke skills rather than executing tasks directly.

Copilot

Pull request overview

Copilot reviewed 9 out of 9 changed files in this pull request and generated 3 comments.

Comments suppressed due to low confidence (1)

tests/utils/agent-runner.ts:729

systemMessage default is duplicated here and in useAgentRunner(). Consider extracting the default prompt object into a shared constant (or helper) so future edits don’t accidentally diverge between the two session creation paths.

      systemMessage: config.systemPrompt ?? { mode: "append", content: "When a relevant skill is available, prefer using it instead of doing the task manually." }
    });

tests/azure-deploy/integration.test.ts

tests/utils/agent-runner.ts

tests/azure-prepare/integration.test.ts

- azure-prepare: Remove handoff sentence ('After preparation, hand off to azure-validate then azure-deploy') and 'MUST be invoked FIRST' sentence that injected azure-deploy/azure-validate as competing keywords. Add explicit WHEN triggers for Terraform, App Service, Container Apps, Static Web Apps, and brownfield patterns. - azure-deploy: Remove 'provision infrastructure' competing trigger, add DO NOT USE WHEN guidance for create/build patterns.

Copilot

Pull request overview

Copilot reviewed 9 out of 9 changed files in this pull request and generated 1 comment.

plugin/skills/azure-prepare/SKILL.md

Copilot · 2026-03-02T22:14:20Z

@kvenkatrajan I've opened a new pull request, #1096, to work on those changes. Once the pull request is ready, I'll request review from you.

Copilot

Pull request overview

Copilot reviewed 13 out of 13 changed files in this pull request and generated 2 comments.

plugin/skills/azure-prepare/SKILL.md

plugin/skills/azure-deploy/SKILL.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Initial plan * fix: replace ⛔ emoji with ⚠️ in azure-prepare SKILL.md per authoring guidelines Co-authored-by: kvenkatrajan <102772054+kvenkatrajan@users.noreply.github.com> --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: kvenkatrajan <102772054+kvenkatrajan@users.noreply.github.com>

… table (#1096) * Initial plan * fix: add azure-cloud-migrate to SKILL.md Step 0 routing table Co-authored-by: kvenkatrajan <102772054+kvenkatrajan@users.noreply.github.com> --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: kvenkatrajan <102772054+kvenkatrajan@users.noreply.github.com>

Copilot

Pull request overview

Copilot reviewed 13 out of 13 changed files in this pull request and generated 2 comments.

Comments suppressed due to low confidence (1)

tests/utils/agent-runner.ts:412

This change makes all agent sessions implicitly append a "prefer using a skill" system message whenever config.systemPrompt is omitted. Since useAgentRunner() is used across many integration suites, this globally alters test behavior and can mask regressions where the model would otherwise bypass skills. Consider making this opt-in (e.g., a preferSkills flag) or only applying it in the specific tests that are measuring routing, so other suites keep their prior baseline unless they explicitly request the extra steering.

        systemMessage: config.systemPrompt ?? {
          mode: "append",
          content: "When a relevant skill is available, prefer using it instead of doing the task manually."
        }

tests/utils/agent-runner.ts

plugin/skills/azure-prepare/SKILL.md

Copilot

Pull request overview

Copilot reviewed 13 out of 13 changed files in this pull request and generated 4 comments.

plugin/skills/azure-prepare/SKILL.md

tests/utils/agent-runner.ts

tests/azure-deploy/integration.test.ts

tests/azure-prepare/integration.test.ts

Copilot · 2026-03-03T00:23:25Z

@kvenkatrajan I've opened a new pull request, #1103, to work on those changes. Once the pull request is ready, I'll request review from you.

Copilot · 2026-03-03T00:26:35Z

@kvenkatrajan I've opened a new pull request, #1104, to work on those changes. Once the pull request is ready, I'll request review from you.

* Initial plan * Replace disallowed ⛔ emoji with ❌ in azure-prepare SKILL.md Co-authored-by: kvenkatrajan <102772054+kvenkatrajan@users.noreply.github.com> --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: kvenkatrajan <102772054+kvenkatrajan@users.noreply.github.com>

kvenkatrajan · 2026-03-03T00:35:53Z

At 85.2% skill invocation rate - https://github.com/microsoft/GitHub-Copilot-for-Azure/actions/runs/22601591809

plugin/skills/azure-prepare/SKILL.md

kvenkatrajan added 2 commits February 27, 2026 18:05

Reduce RUNS_PER_PROMPT from 5 to 1 for skill-invocation tests

ee4ecfa

CI runs 3x/day across scheduled runs, providing statistical signal over time. Running each prompt 5x per CI job was redundant cost with no added reliability.

Copilot AI review requested due to automatic review settings February 28, 2026 02:36

Copilot started reviewing on behalf of kvenkatrajan February 28, 2026 02:37 View session

Copilot AI reviewed Feb 28, 2026

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kvenkatrajan temporarily deployed to cideploytest February 28, 2026 02:43 — with GitHub Actions Inactive

saikoumudi previously approved these changes Feb 28, 2026

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fix: explicitly use CLI foundation system prompt in SDK sessions

20b30f1

Set systemMessage to { mode: 'append' } by default instead of undefined, ensuring the Copilot CLI built-in system prompt is always included in integration test sessions.

kvenkatrajan dismissed saikoumudi’s stale review via 20b30f1 March 1, 2026 16:24

kvenkatrajan temporarily deployed to cideploytest March 1, 2026 16:27 — with GitHub Actions Inactive

fix: append skill-preference system prompt to CLI foundation

c4797da

Appends 'When a relevant skill is available, prefer using it instead of doing the task manually.' to the CLI system prompt via mode: append, nudging the model to invoke skills rather than executing tasks directly.

Copilot AI review requested due to automatic review settings March 1, 2026 19:24

Copilot started reviewing on behalf of kvenkatrajan March 1, 2026 19:25 View session

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kvenkatrajan temporarily deployed to cideploytest March 1, 2026 21:30 — with GitHub Actions Inactive

Eusinho1985 approved these changes Mar 1, 2026

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kvenkatrajan added 2 commits March 2, 2026 05:17

fix: add terraform plan/apply triggers and update snapshots

5e4cc2b

Copilot AI review requested due to automatic review settings March 2, 2026 13:28

Copilot started reviewing on behalf of kvenkatrajan March 2, 2026 13:29 View session

kvenkatrajan temporarily deployed to cideploytest March 2, 2026 13:29 — with GitHub Actions Inactive

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chore: strengthen azure-prepare triggers

e07d01e

kvenkatrajan temporarily deployed to cideploytest March 2, 2026 15:40 — with GitHub Actions Inactive

test: add yolo mode for skill-invocation

0baa803

Copilot AI review requested due to automatic review settings March 2, 2026 15:44

kvenkatrajan temporarily deployed to cideploytest March 2, 2026 15:45 — with GitHub Actions Inactive

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fix: replace ⛔ with ⚠️ in azure-prepare SKILL.md #1095

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fix: add azure-cloud-migrate to azure-prepare SKILL.md Step 0 routing table #1096

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Update plugin/skills/azure-prepare/SKILL.md

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Update plugin/skills/azure-deploy/SKILL.md

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feat: add azure-prepare trigger phrases

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Merge origin/main into fix/skill-invocation-claude45-v2

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chore: bump azure-deploy version

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Copilot AI mentioned this pull request Mar 3, 2026

Replace disallowed ⛔ emoji with ❌ in azure-prepare SKILL.md #1103

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fix: skip follow-up prompts when useAgentRunner.run() early-terminates #1104

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kvenkatrajan merged commit 9847048 into main Mar 3, 2026
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kvenkatrajan deleted the fix/skill-invocation-claude45-v2 branch March 3, 2026 00:54

github-actions bot mentioned this pull request Mar 6, 2026

[repo-status] Weekly Repo Status — Feb 27 – Mar 6, 2026 #1154

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kvenkatrajan commented Feb 28, 2026

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