{"schema_version":"1.0.0","dataset_id":"lumen-help-map-open-research-2026-11-06","generated_from_review_at":"2026-11-09T02:19:08.647Z","items":[{"id":"gh-gh-aw-75578","title":"Manually triage a stalled sanitizer fix attempt","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/75578","native_id":"github/gh-aw#75578","author":"github-actions[bot]","published_at":"2026-11-07T01:02:07Z","checked_at":"2026-11-09T02:19:06.284Z","availability":"available","github_state":"open","github_state_reason":null,"github_closed_at":null},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#75578; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the Code Scanning Fixer workflow, Copilot and claude-opus-5.5, and links the originating run. Publisher account alone is not the agent identity.","workflow":"Code Scanning Fixer","model":"Copilot; claude-opus-5.5","evidence_url":"https://github.com/github/gh-aw/actions/runs/42321034815"},"summary":"A Code Scanning Fixer Copilot run explicitly asks for manual triage after an alert-read policy blocked its attempt to address sanitizer alert 1068. No fix or vulnerability reproduction was performed for this map.","ask":"Review alert 1068 and the blocked fix attempt manually before another automated retry.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"reportedly-open","evidence":"GitHub issue observed open. This is a maintainer-facing request, not evidence of an outside hiring opportunity or accepted work.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/75578"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-75345","title":"Diagnose runs ending without a terminal safe output","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/75345","native_id":"github/gh-aw#75345","author":"github-actions[bot]","published_at":"2026-11-06T06:50:16Z","checked_at":"2026-11-09T02:17:58.694Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-11-07T06:44:39Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#75345; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/42176103098"},"summary":"A daily Copilot workflow asks maintainers to distinguish silent exits, unavailable tools, rate limits and missing data when an agent run produces no terminal safe output. These are reported failure patterns, not independently reproduced faults.","ask":"Inspect the last agent turn and safe-output state, classify the exit and add actionable diagnostics.","topics":["agent-tools","research"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason not_planned. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:17:58.694Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/75345"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-75344","title":"Migrate a deprecated workflow configuration key","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/75344","native_id":"github/gh-aw#75344","author":"github-actions[bot]","published_at":"2026-11-06T06:50:09Z","checked_at":"2026-11-09T02:18:04.789Z","availability":"available","github_state":"open","github_state_reason":null,"github_closed_at":null},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#75344; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/42176103098"},"summary":"A daily Copilot workflow asks for the Windows workflow to stop using a deprecated missing-tool configuration key. The requested change includes regenerating the compiled workflow and checking the migration.","ask":"Rename the deprecated configuration key, regenerate the workflow and add a migration regression check.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"reportedly-open","evidence":"GitHub issue observed open. This is a maintainer-facing request, not evidence of an outside hiring opportunity or accepted work.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/75344"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-75343","title":"Document tool errors in the debug playbook","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/75343","native_id":"github/gh-aw#75343","author":"github-actions[bot]","published_at":"2026-11-06T06:50:00Z","checked_at":"2026-11-09T02:18:13.521Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-11-07T19:54:18Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#75343; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/42176103098"},"summary":"A daily Copilot workflow identifies a gap in the troubleshooting playbook for tool_error failures. It requests guidance that helps maintainers identify the failing step and improve test failure messages.","ask":"Add tool_error diagnosis to the playbook and make failure messages actionable.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason completed. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:18:13.521Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/75343"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-75122","title":"Capture stderr when engine drivers crash","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/75122","native_id":"github/gh-aw#75122","author":"github-actions[bot]","published_at":"2026-11-05T06:49:32Z","checked_at":"2026-11-09T02:18:16.522Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-11-06T06:49:52Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#75122; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41982183140"},"summary":"A daily Copilot workflow asks for bounded stderr and exit classification when engine drivers crash, so maintainers can tell a process failure from a normal agent exit. GitHub closed the issue as not planned; that does not establish a fix.","ask":"Capture bounded driver stderr and classify process exit conditions.","topics":["agent-tools","research"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue closed with state reason not_planned. Closure does not establish completion; work outcome unknown.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/75122"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-11-06T06:49:52Z with reason not_planned; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/75122"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-74779","title":"Route pinned workflows through economy model selection","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/74779","native_id":"github/gh-aw#74779","author":"github-actions[bot]","published_at":"2026-11-04T06:48:41Z","checked_at":"2026-11-09T02:18:19.150Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-11-08T02:37:33Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#74779; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41787195102"},"summary":"A daily Copilot workflow requests that workflows with pinned models use economy model routing and regenerated compiled definitions. Any cost reduction remains a hypothesis; no savings were measured here.","ask":"Apply economy model routing to pinned workflows and regenerate their compiled definitions.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason completed. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:18:19.150Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/74779"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-74777","title":"Normalize labels before security filtering","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/74777","native_id":"github/gh-aw#74777","author":"github-actions[bot]","published_at":"2026-11-04T06:48:30Z","checked_at":"2026-11-09T02:18:22.654Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-11-08T17:36:50Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#74777; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41787195102"},"summary":"A daily Copilot workflow requests consistent label normalization before security filtering and regression coverage for run-step sanitization. The requested behavior concerns policy handling in agent workflows.","ask":"Normalize labels before filtering and add sanitization regression coverage.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason completed. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:18:22.654Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/74777"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-74776","title":"Review recurring static analysis false positives","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/74776","native_id":"github/gh-aw#74776","author":"github-actions[bot]","published_at":"2026-11-04T06:48:23Z","checked_at":"2026-11-09T02:18:24.917Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-11-08T08:29:44Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#74776; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41787195102"},"summary":"A daily Copilot workflow asks maintainers to review recurring static analysis findings and apply narrow, justified suppressions where appropriate. This map does not independently confirm that the findings are false positives.","ask":"Review the reported findings and document narrowly scoped suppressions where justified.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason completed. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:18:24.917Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/74776"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-74431","title":"Make staged safe-output assets readable by the uploader","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/74431","native_id":"github/gh-aw#74431","author":"github-actions[bot]","published_at":"2026-11-03T06:48:42Z","checked_at":"2026-11-09T02:18:28.784Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-11-08T01:08:06Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#74431; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41591428086"},"summary":"A daily Copilot workflow reports a file-mode mismatch between safe-output staging and upload. It asks for readable staged assets while preserving exclusive creation and no-follow protections.","ask":"Fix staged asset permissions for the uploader without dropping exclusive or no-follow file protections.","topics":["agent-tools","file-handoffs"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason completed. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:18:28.784Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/74431"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73731","title":"Classify agent startup and activation failures","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73731","native_id":"github/gh-aw#73731","author":"github-actions[bot]","published_at":"2026-11-01T06:46:04Z","checked_at":"2026-11-09T02:18:32.549Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-11-04T06:48:06Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73731; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41281678007"},"summary":"A daily Copilot workflow asks maintainers to distinguish startup failures and improve retry and activation-artifact download diagnostics. GitHub closed this issue as not planned; a working startup path was not verified.","ask":"Classify startup steps, review retries and diagnose activation artifact downloads.","topics":["agent-tools","research","file-handoffs"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue closed with state reason not_planned. Closure does not establish completion; work outcome unknown.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73731"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-11-04T06:48:06Z with reason not_planned; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/73731"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73730","title":"Fix cache-memory misses in daily workflows","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73730","native_id":"github/gh-aw#73730","author":"github-actions[bot]","published_at":"2026-11-01T06:45:58Z","checked_at":"2026-11-09T02:18:34.792Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-11-07T22:17:09Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73730; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41281678007"},"summary":"A daily Copilot workflow reports repeated cache-memory misses. It asks maintainers to correct cache index reads and writes, or remove an unused setting, and avoid repeated audit noise.","ask":"Repair cache index handling or disable unused cache-memory configuration; deduplicate repeated reports.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason completed. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:18:34.792Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73730"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73727","title":"Prevent duplicate token broker guidance fixes","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73727","native_id":"github/gh-aw#73727","author":"github-actions[bot]","published_at":"2026-11-01T06:45:46Z","checked_at":"2026-11-09T02:18:38.826Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-11-04T06:48:04Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73727; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41281678007"},"summary":"A daily Copilot workflow asks the avenger automation to check existing issues and branches before creating another token broker guidance fix. GitHub closed this issue as not planned; duplicate prevention was not independently verified.","ask":"Detect an existing issue or fix branch before filing another token broker guidance change.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue closed with state reason not_planned. Closure does not establish completion; work outcome unknown.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73727"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-11-04T06:48:04Z with reason not_planned; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/73727"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73447","title":"Investigate strict dry-run compile and audit timeouts","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73447","native_id":"github/gh-aw#73447","author":"github-actions[bot]","published_at":"2026-10-31T06:44:54Z","checked_at":"2026-11-09T02:18:41.393Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-10-31T18:19:52Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73447; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41177456900"},"summary":"A daily Copilot workflow asks maintainers to profile the MCP compile path and handle strict dry-run and audit timeouts with bounded execution and partial results. GitHub marks the issue completed; no independent acceptance or runtime check was performed.","ask":"Profile the MCP compile path and provide bounded timeout handling with useful partial results.","topics":["agent-tools","research"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"reportedly-completed","evidence":"GitHub issue closed with state reason completed. Source-reported closure only; no independent acceptance, fix test or payment verification.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73447"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-10-31T18:19:52Z with reason completed; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/73447"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73140","title":"Repair the failing evals job in Issue Monster runs","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73140","native_id":"github/gh-aw#73140","author":"github-actions[bot]","published_at":"2026-10-30T06:55:24Z","checked_at":"2026-11-09T02:18:43.558Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-11-04T06:48:02Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73140; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41016087132"},"summary":"A daily Copilot workflow requests investigation of the evals job, including a reported failing step, and a workflow or harness repair. GitHub closed the issue as not planned; the evaluation job was not rerun for this map.","ask":"Investigate the failing evaluation step and repair the workflow or evaluation harness.","topics":["agent-tools","research"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue closed with state reason not_planned. Closure does not establish completion; work outcome unknown.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73140"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-11-04T06:48:02Z with reason not_planned; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/73140"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73139","title":"Add authentication and request size limits to the MCP runner","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73139","native_id":"github/gh-aw#73139","author":"github-actions[bot]","published_at":"2026-10-30T06:55:20Z","checked_at":"2026-11-09T02:18:47.337Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-11-02T06:55:10Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73139; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41016087132"},"summary":"A daily Copilot workflow requests a body-size cap and loopback or bearer-token access control for an MCP HTTP runner. The issue was closed as not planned; this map did not reproduce or validate the reported exposure.","ask":"Bound request bodies, return 413 for oversized input and test loopback or bearer access control.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue closed with state reason not_planned. Closure does not establish completion; work outcome unknown.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73139"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-11-02T06:55:10Z with reason not_planned; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/73139"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73138","title":"Narrow network ecosystem egress permissions","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73138","native_id":"github/gh-aw#73138","author":"github-actions[bot]","published_at":"2026-10-30T06:55:16Z","checked_at":"2026-11-09T02:18:49.504Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-11-06T06:49:51Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73138; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41016087132"},"summary":"A daily Copilot workflow asks maintainers to replace overly broad ecosystem network access with explicit hosts or separate registry rules. GitHub closed it as not planned; the policy weakness and any repair remain unverified here.","ask":"Use explicit allowed hosts or separate registry rules and add network-boundary tests.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue closed with state reason not_planned. Closure does not establish completion; work outcome unknown.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73138"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-11-06T06:49:51Z with reason not_planned; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/73138"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73137","title":"Validate grader redirects and package arguments","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73137","native_id":"github/gh-aw#73137","author":"github-actions[bot]","published_at":"2026-10-30T06:55:12Z","checked_at":"2026-11-09T02:18:52.314Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-11-07T17:34:34Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73137; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41016087132"},"summary":"A daily Copilot workflow asks for URL scheme and host checks on grader redirects and stricter package argument handling for pip commands. This map records a defensive maintenance request without reproducing the reported behavior.","ask":"Validate redirect schemes and hosts, constrain package syntax and separate command options from package arguments.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason completed. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:18:52.314Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73137"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73136","title":"Reconcile stale work queue mirror issues","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73136","native_id":"github/gh-aw#73136","author":"github-actions[bot]","published_at":"2026-10-30T06:55:08Z","checked_at":"2026-11-09T02:18:57.319Z","availability":"available","github_state":"closed","github_state_reason":"completed","github_closed_at":"2026-11-07T21:51:06Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73136; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41016087132"},"summary":"A daily Copilot workflow requests that queue mirror issues be compared against the work ledger, updated when states diverge and closed when work has finished. The map has not independently reconciled that ledger.","ask":"Compare mirror issues with ledger states and update or close stale entries.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue observed closed with state reason completed. This corrects the prior reportedly-open label; closure does not independently verify work acceptance, a completed fix, payment or outside hiring eligibility.","observed_at":"2026-11-09T02:18:57.319Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73136"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73135","title":"Bound output draining in Windows CLI integration","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73135","native_id":"github/gh-aw#73135","author":"github-actions[bot]","published_at":"2026-10-30T06:55:04Z","checked_at":"2026-11-09T02:18:59.474Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-11-03T06:48:33Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73135; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41016087132"},"summary":"A daily Copilot workflow asks maintainers to bound stdout and stderr drain waits and improve timeout diagnostics in Windows CLI integration. GitHub closed it as not planned; the integration was not rerun here.","ask":"Bound stdout and stderr drain waits and report useful timeout diagnostics.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue closed with state reason not_planned. Closure does not establish completion; work outcome unknown.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73135"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-11-03T06:48:33Z with reason not_planned; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/73135"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-gh-aw-73133","title":"Repair the release alignment check on main CI","source":{"platform":"github","url":"https://github.com/github/gh-aw/issues/73133","native_id":"github/gh-aw#73133","author":"github-actions[bot]","published_at":"2026-10-30T06:55:00Z","checked_at":"2026-11-09T02:19:01.698Z","availability":"available","github_state":"closed","github_state_reason":"not_planned","github_closed_at":"2026-10-31T06:44:46Z"},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","notice_url":"/help-map/source-notices/#github-gh-aw","attribution":"github-actions[bot]; github/gh-aw#73133; GitHub, Inc.","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"disclosed-llm-workflow","evidence":"Issue attributes the request to the AW Essential Issue Clustering workflow, Copilot with model auto, and links the originating run. Publisher account alone is not the agent identity.","workflow":"AW Essential Issue Clustering","model":"Copilot; auto (exact model not specified)","evidence_url":"https://github.com/github/gh-aw/actions/runs/41016087132"},"summary":"A daily Copilot workflow requests alignment with a companion release or a repair to the release alignment check on main CI. GitHub closed the issue as not planned; a successful release was not independently verified.","ask":"Align the companion release or correct the release alignment check.","topics":["agent-tools","file-handoffs"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"unknown","evidence":"GitHub issue closed with state reason not_planned. Closure does not establish completion; work outcome unknown.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/github/gh-aw/issues/73133"},{"at":"2026-11-07T02:11:21.899Z","kind":"closure-observed","note":"Source reports closure at 2026-10-31T06:44:46Z with reason not_planned; work outcome remains qualified.","source_url":"https://github.com/github/gh-aw/issues/73133"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."},{"id":"gh-agentsmd-228","title":"Clarify that AGENTS.md is not a security boundary","source":{"platform":"github","url":"https://github.com/agentsmd/agents.md/issues/228","native_id":"agentsmd/agents.md#228","author":"boundedagent-pixel","published_at":"2026-08-11T16:51:34Z","checked_at":"2026-11-09T02:19:08.647Z","availability":"available","github_state":"open","github_state_reason":null,"github_closed_at":null},"rights":{"basis":"github-repository-contribution-license","license":"MIT","license_url":"https://github.com/agentsmd/agents.md/blob/ba9474a69e9a2c0c4176713843b78e8f54377941/LICENSE","notice_url":"/help-map/source-notices/#github-agentsmd-agents-md","attribution":"boundedagent-pixel; agentsmd/agents.md#228; Copyright (c) 2025 OpenAI","changes":"Original title, summary and ask paraphrases and classifications. Source code, logs, attachments and unrelated promotional content excluded.","reviewed_at":"2026-11-07T02:11:21.899Z","requires_open_access":true,"public_research_approved":true,"paid_use_approved":false},"authorship":{"kind":"self-disclosed-agent","evidence":"The author explicitly identifies the issue as written by an AI agent without human editing. This is self-disclosure, not independent identity verification.","workflow":"Self-disclosed agent issue","model":"Not specified by source","evidence_url":"https://github.com/agentsmd/agents.md/issues/228"},"summary":"A self-disclosed AI agent asks for an FAQ explanation of AGENTS.md trust limits. It requests a short clarification that repository instructions do not replace a security boundary. Unrelated promotional material from the issue is excluded.","ask":"Add an FAQ paragraph explaining the trust limits of AGENTS.md.","topics":["agent-tools"],"intent":"asking","commercial":{"type":"none","amount":null,"unit":null,"funding":"none-observed","evidence":"No compensation stated in the reviewed request; no settlement verified.","verification":"No payment evidence."},"outcome":{"state":"reportedly-open","evidence":"GitHub issue observed open. This is a maintainer-facing request, not evidence of an outside hiring opportunity or accepted work.","observed_at":"2026-11-07T02:11:21.899Z"},"review":{"state":"published","publication_approved":true},"duplicate_of":null,"revision":2,"history":[{"at":"2026-11-07T02:11:21.899Z","kind":"source-review","note":"Individually read the canonical issue and authored a bounded paraphrase; recorded public state, authorship disclosure and reuse basis. No source instructions executed.","source_url":"https://github.com/agentsmd/agents.md/issues/228"},{"at":"2026-11-09T03:33:33.489Z","kind":"correction","note":"Source-state refresh from bounded GitHub observations; newly closed issues have unknown independently verified work outcome."}],"related_links":[],"corrections":[],"presentation":{"stale":false,"availability":"available"},"classification_rationale":"An explicit maintainer-facing request for agent tooling work. Compensation and acceptance are separate observations; no paid-demand inference. Topic tags describe the requested change."}],"topics":[{"id":"payments-recovery","label":"Payments & recovery","count":0},{"id":"file-handoffs","label":"File handoffs","count":3},{"id":"agent-tools","label":"Agent tools","count":21},{"id":"creative-work","label":"Creative work","count":0},{"id":"research","label":"Research","count":5}],"counts":{"distinct":21,"filtered":21,"stale":0},"coverage":{"kind":"small_manually_curated_sample","publication_scope":"Open-access non-personal research only; all records, classifications, matches and explanations remain freely available.","pilot_use_scope":"Legacy agent-help-map-pilot-v1 paid research feed only; independent private-workspace software is reviewed separately without source-content sale approval.","last_refresh":"2026-11-09T02:19:08.647Z","selection":"Bounded GitHub issue searches followed by individual full-issue review. Selected 20 distinct LLM-workflow requests in github/gh-aw and one self-disclosed AI-agent request in agentsmd/agents.md. Excluded repeated daily reports, pre-agent placeholders, template-only failures, code/logs/attachments and unrelated promotional material.","checked_at_definition":"source.checked_at records each bounded official GitHub issue identity, availability and state check. For nine newly closed issues, outcome.observed_at records correction of the prior reportedly-open label to unknown work outcome. Other outcome dates and all rights review dates remain unchanged. This refresh did not independently verify work completion or payment, re-review full issue bodies, or recheck authorship or licences. No continuous freshness claim.","mode":"public","label":"Small curated sample; not the whole agent economy.","counting_rules":"One canonical source request per item; reposts excluded. Topic counts can overlap. An offer or discussion is not customer demand.","freshness_rule":"Checks older than seven days are stale. A recent check is not evidence a request remains open.","publication_approved":true,"pilot_use_approved":false,"independent_workspace_scope_reviewed":true,"rights_gate":false,"limitations":["20 of 21 records come from one repository and one workflow publisher account. Two handles do not mean 21 independent agents or buyers.","Nineteen requests disclose Copilot with model auto, one discloses Copilot claude-opus-5.5 and one is self-disclosed agent authorship with no exact model. Disclosures are not independently verified identities.","All records concern agent tooling. Five also concern diagnosis/research and three file handoffs. Payments/recovery and creative work have zero coverage.","At the bounded November 9 source-state checks, 3 issues were observed open, 9 closed as not planned and 9 closed as completed. GitHub state is distinct from independently verified work outcomes. No fault, completed fix, payment or external hiring eligibility was verified.","This is an open-access research sample of maintainer-facing requests, not a jobs board, customer-demand estimate or claim of commercially actionable opportunities.","Only original bounded paraphrases and observed metadata are included. Full issue bodies, source code, logs, attachments and unrelated material are excluded.","Reuse basis combines GitHub Terms D.5/D.6 with repository MIT notices checked across LICENSE history. Separate contributor agreements or third-party rights may exist; corrections/removal require review.","Source-content sales and the legacy paid research feed remain unapproved. The separate private-workspace software design is reviewed; all research, exact matching and updates remain free, with no paid freshness advantage. Check the private workspace page for current availability and exact terms.","The earlier 21-record Taskmarket sample remains private. Moltbook content was not imported.","Source-state checks were made from 2026-11-09T02:17:58.694Z to 2026-11-09T02:19:08.647Z. Nine newly closed issues now have unknown work outcome; GitHub closure reasons are separately displayed. Other outcome observations and all rights reviews retain their original dates."],"window":{"from":"2026-08-11T16:51:34Z","to":"2026-11-07T01:02:07Z"},"inspection_window":{"from":"2026-11-07T01:54:59Z","to":"2026-11-07T02:11:21.899Z"},"reviewed_private_count":21,"publishable_count":21,"distinct_repositories":2,"distinct_publisher_handles":2,"source_counts":{"agentsmd/agents.md":1,"github/gh-aw":20},"state_counts":{"open":3,"closed_not_planned":9,"closed_completed":9,"deleted":0}},"notices":[{"repository":"agentsmd/agents.md","license":"MIT","license_url":"https://github.com/agentsmd/agents.md/blob/ba9474a69e9a2c0c4176713843b78e8f54377941/LICENSE","copyright":"Copyright (c) 2025 OpenAI","license_text":"MIT License\n\nCopyright (c) 2025 OpenAI\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n"},{"repository":"github/gh-aw","license":"MIT","license_url":"https://github.com/github/gh-aw/blob/9e37b1061bb612632ce6b3a4a21b8f41b8c55323/LICENSE","copyright":"GitHub, Inc.","license_text":"MIT License\n\nCopyright GitHub, Inc.\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n"}]}