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…se 6 and Phase 7 - Add `features: inline-agents: true` to frontmatter - Replace Phase 6 bash block with `forensics-extractor` sub-agent invocation - Replace Phase 7 bash block with `fix-task-generator` sub-agent invocation - Add `forensics-extractor` agent (claude-haiku-4.5) for git blame extraction - Add `fix-task-generator` agent (claude-haiku-4.5) for remediation checklist generation - Recompile lock file Agent-Logs-Url: https://github.com/github/gh-aw/sessions/76ba2ffe-2351-454f-bb30-63a605c2d214 Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
…jq for JSON construction - Phase 6/7 invocations now explicitly state stdin/stdout piping mechanism - forensics-extractor uses jq for robust JSON construction with proper escaping Agent-Logs-Url: https://github.com/github/gh-aw/sessions/76ba2ffe-2351-454f-bb30-63a605c2d214 Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
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[WIP] Optimize daily security red team workflow
feat: delegate Phase 6 & 7 of daily-security-red-team to haiku inline sub-agents
May 4, 2026
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Pull request overview
This PR enables inline sub-agents for daily-security-red-team and moves Phase 6 (forensics extraction) and Phase 7 (fix-task generation) into two claude-haiku-4.5 inline agents to reduce main-model context usage.
Changes:
- Adds
features:inline-agents: trueto the workflow frontmatter. - Replaces large Phase 6/7 bash logic with delegation instructions to
forensics-extractor(JSONL output) andfix-task-generator(markdown output). - Updates the compiled lock workflow to restore and archive extracted inline sub-agent files (
/tmp/gh-aw/.claude/agents).
Show a summary per file
| File | Description |
|---|---|
| pkg/workflow/observability_otlp_test.go | Removes a stray whitespace-only line in the OTLP tests. |
| .github/workflows/daily-security-red-team.md | Enables inline agents; replaces Phase 6/7 bash with sub-agent delegation; adds inline agent definitions. |
| .github/workflows/daily-security-red-team.lock.yml | Recompiled lockfile; adds inline sub-agent artifact path + restore step for Claude sub-agents. |
Copilot's findings
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| ## Phase 7: Generate Agentic Fix Tasks | ||
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| Create actionable remediation tasks for each finding: | ||
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May 4, 2026
… sub-agents (#30195) Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
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Phase 6 (git blame forensics extraction) and Phase 7 (fix-task generation via case lookup) were running on the main Claude model despite being purely mechanical tasks — pure field extraction and template mapping with no security reasoning required. Delegating them to
claude-haiku-4.5inline sub-agents reduces main-model context load by an estimated ~15–20% per run.Changes
features: inline-agents: trueforensics-extractorfix-task-generatorforensics-extractorsub-agent (claude-haiku-4.5): runsgit blameper finding, emits one JSON object per line usingjqfor safe escapingfix-task-generatorsub-agent (claude-haiku-4.5): maps 6 known finding types to predefined remediation checklists, outputs plain markdownLock file recompiled.
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block)https://api.github.com/repos/github/gh-aw/actions/runs/12345/artifacts/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/12345/artifacts --jq .artifacts[].name ahb4/lZep-2MiwczJtV1iahb4 util.test GOINSECURE GOMOD GOMODCACHE util.test 2118��(http block)/usr/bin/gh gh run download 12345 --dir test-logs/run-12345 rn9z/FXv0oohNOW0KmEF_rn9z .cfg GOINSECURE a95/uritemplate/rev-parse GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linu--jq(http block)/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/12345/artifacts --jq .artifacts[].name GO111MODULE 1/x64/bin/node GOINSECURE GOMOD GOMODCACHE go t-ha�� ithub/workflows/ace-editor.md GO111MODULE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet(http block)https://api.github.com/repos/github/gh-aw/actions/runs/1234567890/usr/bin/gh gh api repos/{owner}/{repo}/actions/runs/1234567890 --jq {databaseId: .id, number: .run_number, url: .html_url, status: .status, conclusion: .conclusion, workflowName: .name, workflowPath: .path, createdAt: .created_at, startedAt: .run_started_at, updatedAt: .updated_at, event: .event, headBranch: .head_branch, -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)/usr/bin/gh gh api repos/{owner}/{repo}/actions/runs/1234567890 --jq {databaseId: .id, number: .run_number, url: .html_url, status: .status, conclusion: .conclusion, workflowName: .name, workflowPath: .path, createdAt: .created_at, startedAt: .run_started_at, updatedAt: .updated_at, event: .event, headBranch: .head_branch, 037013197/001' 037013197/001' 64/bin/go GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go(http block)https://api.github.com/repos/github/gh-aw/actions/runs/12346/artifacts/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/12346/artifacts --jq .artifacts[].name 7LFx/9x5EhNlMwHDxpQFH7LFx .cfg GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linuremote.origin.url -c 6/001/inlined-a.md uvTv/8YYGT_gSIAc5Hh4AuvTv .cfg -n1 b/gh-aw/pkg/actirev-parse --end-of-options--show-toplevel ache/go/1.25.8/x64/pkg/tool/linutest@example.com(http block)/usr/bin/gh gh run download 12346 --dir test-logs/run-12346 taK6/ikh7gQ1RReQdq87ptaK6 x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile(http block)/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/12346/artifacts --jq .artifacts[].name GO111MODULE 64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linux_amd64/vet(http block)https://api.github.com/repos/github/gh-aw/actions/runs/2/artifacts/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/2/artifacts --jq .artifacts[].name GO111MODULE ger.test GOINSECURE g/x/net/http/httrun GOMODCACHE ger.test 2118�� se 1883692/b059/vet100 .cfg -p internal/goexperrev-parse -lang=go1.25 ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet(http block)/usr/bin/gh gh run download 2 --dir test-logs/run-2 wyMD/ZnqvKWWFy1YdeRMpwyMD ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE l/httpcommon GOMODCACHE ache/go/1.25.8/xTest User -p 2869868057 DAYc/r9MkmklevYU_wTXDDAYc ow.lock.yml -I /tmp/go-build257rev-parse -I ache/go/1.25.8/x64/pkg/tool/linuorigin(http block)/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/2/artifacts --jq .artifacts[].name GO111MODULE .cfg GOINSECURE GOMOD GOMODCACHE go env 4033-55222/test-1838920221/.github/workflows GO111MODULE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet(http block)https://api.github.com/repos/github/gh-aw/actions/runs/3/artifacts/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/3/artifacts --jq .artifacts[].name rTOi/gKjgtBqA_nQbbyq8rTOi 64/pkg/tool/linux_amd64/compile GOINSECURE b/gh-aw/pkg/semvremote GOMODCACHE 64/pkg/tool/linux_amd64/compile(http block)/usr/bin/gh gh run download 3 --dir test-logs/run-3 .cfg ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE th2/internal GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linurev-parse(http block)/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/3/artifacts --jq .artifacts[].name GO111MODULE 1/x64/bin/node GOINSECURE GOMOD GOMODCACHE go hash�� ithub/workflows/-f GO111MODULE ache/go/1.25.8/x-f GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linumyorg(http block)https://api.github.com/repos/github/gh-aw/actions/runs/4/artifacts/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/4/artifacts --jq .artifacts[].name verutil_test.go 64/pkg/tool/linux_amd64/compile GOINSECURE b/gh-aw/pkg/acticonfig GOMODCACHE 64/pkg/tool/linu^remote\..*\.gh-resolved$(http block)/usr/bin/gh gh run download 4 --dir test-logs/run-4 3NxN/fOrMapTM_SttVIFB3NxN ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE th2 GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linurev-parse(http block)/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/4/artifacts --jq .artifacts[].name GO111MODULE 1/x64/bin/node GOINSECURE GOMOD GOMODCACHE go t-ha�� ithub/workflows/api-consumption-report.md GO111MODULE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet(http block)https://api.github.com/repos/github/gh-aw/actions/runs/5/artifacts/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/5/artifacts --jq .artifacts[].name jfLv/0caWgwAWMGdke8fejfLv 64/pkg/tool/linux_amd64/link GOINSECURE t/internal/langurun GOMODCACHE 64/pkg/tool/linu--json(http block)/usr/bin/gh gh run download 5 --dir test-logs/run-5 Kv-X/SrddFjc3EqPBzwz7Kv-X ache/go/1.25.8/x64/pkg/tool/linu-nolocalimports GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/xtest@example.com(http block)/usr/bin/gh gh api --paginate repos/{owner}/{repo}/actions/runs/5/artifacts --jq .artifacts[].name GO111MODULE .cfg GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet GOINSECURE GOMOD GOMODCACHE ache/go/1.25.8/x--jq(http block)https://api.github.com/repos/github/gh-aw/actions/workflows/usr/bin/gh gh workflow list --json name,state,path -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)/usr/bin/gh gh run list --json databaseId,number,url,status,conclusion,workflowName,createdAt,startedAt,updatedAt,event,headBranch,headSha,displayTitle --workflow nonexistent-workflow-12345 --limit 100 GOMOD GOMODCACHE x_amd64/vet env g_.a S1XHWmzm6 x_amd64/compile GOINSECURE ole GOMODCACHE x_amd64/compile(http block)/usr/bin/gh gh run list --json databaseId,number,url,status,conclusion,workflowName,createdAt,startedAt,updatedAt,event,headBranch,headSha,displayTitle --workflow nonexistent-workflow-12345 --limit 6 fips140/tls12 GOMODCACHE ache/go/1.25.8/xremote2(http block)https://api.github.com/repos/github/gh-aw/contents/.github/workflows/shared/reporting.md/tmp/go-build1211883692/b404/cli.test /tmp/go-build1211883692/b404/cli.test -test.testlogfile=/tmp/go-build1211883692/b404/testlog.txt -test.paniconexit0 -test.v=true -test.parallel=4 -test.timeout=10m0s -test.run=^Test -test.short=true GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile(http block)/tmp/go-build3490966012/b404/cli.test /tmp/go-build3490966012/b404/cli.test -test.testlogfile=/tmp/go-build3490966012/b404/testlog.txt -test.paniconexit0 -test.v=true -test.parallel=4 -test.timeout=10m0s -test.run=^Test -test.short=true GOINSECURE GOMOD GOMODCACHE go env ath ../../../.pr**/*.json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v0.47.4/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v0.47.4 --jq [.object.sha, .object.type] | @tsv xterm-color git /usr/bin/git user.email(http block)/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v0.47.4 --jq [.object.sha, .object.type] | @tsv --show-toplevel gh(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v1.0.0/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v1.0.0 --jq [.object.sha, .object.type] | @tsv ed_at, event: .event, headBranch: .head_branch, 1883692/b189/vet.cfg ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet -p errors -lang=go1.25 ortcfg -o 3736-32539/test-1104894867/.github/workflows g/gitutil/gitutil_test.go /opt/hostedtoolcache/go/1.25.8/x64/pkg/tool/linux_amd64/vet -p crypto/hkdf -lang=go1.25 /opt/hostedtoolc--jq(http block)/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v1.0.0 --jq [.object.sha, .object.type] | @tsv on' --ignore-path ../../../.pret.prettierignore GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v1.2.3/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v1.2.3 --jq [.object.sha, .object.type] | @tsv -json GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet env ub/workflows GO111MODULE x_amd64/compile GOINSECURE _wasm.o 64/src/runtime/s--show-toplevel x_amd64/compile(http block)/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v1.2.3 --jq [.object.sha, .object.type] | @tsv ty-test.md GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v2.0.0/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v2.0.0 --jq [.object.sha, .object.type] | @tsv -json GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet env lex-frontmatter--p GO111MODULE x_amd64/vet GOINSECURE 5519 abis x_amd64/vet(http block)/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v2.0.0 --jq [.object.sha, .object.type] | @tsv g_.a GO111MODULE x_amd64/vet GOINSECURE eutil GOMODCACHE x_amd64/vet env tmatter-with-env-template-expressions.md GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v2.0.0 --jq [.object.sha, .object.type] | @tsv g_.a GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet env g_.a 8kq6Gg-gh 64/pkg/tool/linux_amd64/cgo GOINSECURE GOMOD GOMODCACHE 64/pkg/tool/linu--jq(http block)https://api.github.com/repos/github/gh-aw/git/ref/tags/v3.0.0/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v3.0.0 --jq [.object.sha, .object.type] | @tsv g_.a rotocol/go-sdk@v1.6.0/internal/json/json.go x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet env ub/workflows GO111MODULE x_amd64/link GOINSECURE GOMOD abis x_amd64/link(http block)/usr/bin/gh gh api /repos/github/gh-aw/git/ref/tags/v3.0.0 --jq [.object.sha, .object.type] | @tsv -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go(http block)https://api.github.com/repos/google-github-actions/auth/git/ref/tags/v2/usr/bin/gh gh api /repos/google-github-actions/auth/git/ref/tags/v2 --jq [.object.sha, .object.type] | @tsv ithub-script/git/ref/tags/v9 git bject.type] | @tsv r-test4052482998git r-test4052482998rev-parse /usr/bin/git git rev-�� /ref/tags/v9 git sv /tmp/compile-allinfocmp show /usr/bin/git infocmp(http block)/usr/bin/gh gh api /repos/google-github-actions/auth/git/ref/tags/v2 --jq [.object.sha, .object.type] | @tsv --show-toplevel gh /usr/bin/git list l /usr/bin/git git rev-�� --show-toplevel git /usr/bin/git /tmp/TestGuardPogit config /opt/hostedtoolc--show-toplevel git(http block)https://api.github.com/repos/nonexistent/action/git/ref/tags/v999.999.999/usr/bin/gh gh api /repos/nonexistent/action/git/ref/tags/v999.999.999 --jq [.object.sha, .object.type] | @tsv axwR/1z8rMTLbMuM1LWMuaxwR -trimpath ts.test -p unique -lang=go1.25 ts.test 2118�� /tmp/go-build2571325421/b174/_pkg_.a 1883692/b070/_testmain.go 1883692/b192/vet.cfg -p crypto/internal/rev-parse -lang=go1.25 /opt/hostedtoolcache/go/1.25.8/xmyorg(http block)/usr/bin/gh gh api /repos/nonexistent/action/git/ref/tags/v999.999.999 --jq [.object.sha, .object.type] | @tsv -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env or.md GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)https://api.github.com/repos/nonexistent/repo/actions/runs/12345/usr/bin/gh gh run view 12345 --repo nonexistent/repo --json status,conclusion GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)/usr/bin/gh gh run view 12345 --repo nonexistent/repo --json status,conclusion GOINSECURE GOMOD GOMODCACHE 1/x64/bin/node env -json GO111MODULE /home/REDACTED/work/gh-aw/gh-aw/actions/setup/node_modules/.bin/node GOINSECURE GOMOD GOMODCACHE node(http block)https://api.github.com/repos/owner/repo/actions/workflows/usr/bin/gh gh workflow list --json name,state,path --repo owner/repo x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json GO111MODULE x_amd64/vet GOINSECURE GOMOD GOMODCACHE x_amd64/vet(http block)/usr/bin/gh gh workflow list --repo owner/repo --json name,path,state .cfg -I /tmp/go-build257rev-parse -I ache/go/1.25.8/x64/pkg/tool/linux_amd64/vet(http block)/usr/bin/gh gh workflow list --json name,state,path --repo owner/repo 64/bin/go GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go(http block)https://api.github.com/repos/test-owner/test-repo/actions/secrets/usr/bin/gh gh api /repos/test-owner/test-repo/actions/secrets --jq .secrets[].name -json GO111MODULE x_amd64/compile GOINSECURE GOMOD GOMODCACHE x_amd64/compile env -json GO111MODULE x_amd64/vet GOINSECURE GOMOD t0_js_wasm.s x_amd64/vet(http block)/usr/bin/gh gh api /repos/test-owner/test-repo/actions/secrets --jq .secrets[].name h ../../../.prettierignore GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go env -json GO111MODULE 64/bin/go GOINSECURE GOMOD GOMODCACHE go(http block)https://api.github.com/repos/test/repo/usr/bin/gh gh api /repos/test/repo --jq .default_branch se 1883692/b169/vet.cfg 64/pkg/tool/linux_amd64/vet -p github.com/segmerev-parse -lang=go1.17 64/pkg/tool/linux_amd64/vet -o /tmp/go-build2571325421/b158/_pkg_.a -trimpath 1883692/b395/actionpins.test -p github.com/segme-1 -lang=go1.17 1883692/b395/actionpins.test(http block)/usr/bin/gh gh api /repos/test/repo --jq .default_branch licyMinIntegrityOnlyCompiledOutput460369304/001 go ache/node/24.14.1/x64/bin/node -json GO111MODULE 64/bin/go ache/node/24.14.1/x64/bin/node s-11�� ub.actor }} go r: $owner, name: $name) { hasDiscussionsEnabled } } -json GO111MODULE 64/bin/go gh(http block)If you need me to access, download, or install something from one of these locations, you can either: