https://pengosystems.com/workbench/llms.txt https://pengosystems.com/workbench/issues/action-changed-something-else-too.md https://pengosystems.com/workbench/issues/action-triggered-by-confidence-score.md https://pengosystems.com/workbench/issues/actual-policy-differs-from-declared-policy.md https://pengosystems.com/workbench/issues/agent-cannot-choose-tool-without-tool-result.md https://pengosystems.com/workbench/issues/agent-gets-conflicting-tool-authority.md https://pengosystems.com/workbench/issues/agent-keeps-expanding-the-task.md https://pengosystems.com/workbench/issues/agent-modified-unrelated-state.md https://pengosystems.com/workbench/issues/agent-never-settles-on-final-answer.md https://pengosystems.com/workbench/issues/agent-permission-expands-over-steps.md https://pengosystems.com/workbench/issues/ai-adds-work-not-requested.md https://pengosystems.com/workbench/issues/ai-forgets-earlier-constraints.md https://pengosystems.com/workbench/issues/ai-memory-has-no-governance.md https://pengosystems.com/workbench/issues/ai-memory-updated-without-asking.md https://pengosystems.com/workbench/issues/ai-output-breaks-parser.md https://pengosystems.com/workbench/issues/ai-touches-unrelated-scope.md https://pengosystems.com/workbench/issues/ai-uses-external-information-when-forbidden.md https://pengosystems.com/workbench/issues/answer-has-no-traceable-source-link.md https://pengosystems.com/workbench/issues/answer-has-too-many-paths.md https://pengosystems.com/workbench/issues/approval-depends-on-output-that-needs-approval.md https://pengosystems.com/workbench/issues/automation-skips-required-approval.md https://pengosystems.com/workbench/issues/behavior-does-not-match-declared-role.md https://pengosystems.com/workbench/issues/cannot-identify-authoritative-state.md https://pengosystems.com/workbench/issues/citation-points-to-wrong-source.md https://pengosystems.com/workbench/issues/conflicting-instructions-from-different-authorities.md https://pengosystems.com/workbench/issues/context-changes-after-restore.md https://pengosystems.com/workbench/issues/context-leaks-between-tasks.md https://pengosystems.com/workbench/issues/declared-owner-cannot-control-outcome.md https://pengosystems.com/workbench/issues/diagnostic-area-has-no-coverage.md https://pengosystems.com/workbench/issues/downstream-steps-magnify-hallucinated-claim.md https://pengosystems.com/workbench/issues/duplicate-fields-with-same-meaning.md https://pengosystems.com/workbench/issues/duplicate-output-sections.md https://pengosystems.com/workbench/issues/early-model-output-gets-overweighted-downstream.md https://pengosystems.com/workbench/issues/evaluation-rubric-has-coverage-gap.md https://pengosystems.com/workbench/issues/fallback-authority-is-missing.md https://pengosystems.com/workbench/issues/file-bounded-task-uses-outside-content.md https://pengosystems.com/workbench/issues/format-rule-too-weak.md https://pengosystems.com/workbench/issues/hallucinated-fields.md https://pengosystems.com/workbench/issues/hidden-rule-overrides-visible-instruction.md https://pengosystems.com/workbench/issues/human-review-and-automation-disagree.md https://pengosystems.com/workbench/issues/invalid-json-output.md https://pengosystems.com/workbench/issues/local-exception-grows-into-policy.md https://pengosystems.com/workbench/issues/local-rule-spreads-to-broader-cases.md https://pengosystems.com/workbench/issues/merge-step-leaves-unresolved-differences.md https://pengosystems.com/workbench/issues/missing-fallback-for-unavailable-information.md https://pengosystems.com/workbench/issues/missing-required-fields.md https://pengosystems.com/workbench/issues/model-and-workflow-disagree-on-next-step.md https://pengosystems.com/workbench/issues/model-output-triggers-unapproved-action.md https://pengosystems.com/workbench/issues/multiple-policies-say-the-same-thing.md https://pengosystems.com/workbench/issues/nested-fields-do-not-match.md https://pengosystems.com/workbench/issues/no-owner-for-agent-action.md https://pengosystems.com/workbench/issues/old-output-expectations-survive-migration.md https://pengosystems.com/workbench/issues/one-prompt-carries-too-many-meanings.md https://pengosystems.com/workbench/issues/output-breaks-after-model-change.md https://pengosystems.com/workbench/issues/output-breaks-the-next-step.md https://pengosystems.com/workbench/issues/output-changed-without-declared-change.md https://pengosystems.com/workbench/issues/output-exceeds-length-limit.md https://pengosystems.com/workbench/issues/parallel-reviews-never-agree.md https://pengosystems.com/workbench/issues/permissions-conflict-after-being-combined.md https://pengosystems.com/workbench/issues/policy-area-has-no-examples.md https://pengosystems.com/workbench/issues/policy-decision-depends-on-itself.md https://pengosystems.com/workbench/issues/policy-exception-spreads-too-far.md https://pengosystems.com/workbench/issues/policy-update-not-reflected-in-output.md https://pengosystems.com/workbench/issues/prompt-behavior-changed-without-version-change.md https://pengosystems.com/workbench/issues/prompt-changed-but-workflow-did-not.md https://pengosystems.com/workbench/issues/prompt-does-not-say-what-to-exclude.md https://pengosystems.com/workbench/issues/prompt-has-too-many-valid-interpretations.md https://pengosystems.com/workbench/issues/prompt-only-works-after-retry.md https://pengosystems.com/workbench/issues/relationship-map-has-missing-links.md https://pengosystems.com/workbench/issues/repair-step-created-new-breakage.md https://pengosystems.com/workbench/issues/repeated-constraints-create-confusion.md https://pengosystems.com/workbench/issues/results-vary-too-much.md https://pengosystems.com/workbench/issues/retrieval-exceeds-evidence-limit.md https://pengosystems.com/workbench/issues/retry-makes-the-problem-worse.md https://pengosystems.com/workbench/issues/review-escalates-without-stop-condition.md https://pengosystems.com/workbench/issues/review-outcome-changes-unrelated-environment.md https://pengosystems.com/workbench/issues/review-queue-becomes-bottleneck.md https://pengosystems.com/workbench/issues/review-rubric-missing-required-criteria.md https://pengosystems.com/workbench/issues/revoked-approval-still-treated-as-active.md https://pengosystems.com/workbench/issues/risk-score-triggers-wrong-escalation.md https://pengosystems.com/workbench/issues/risk-signal-escalates-beyond-evidence.md https://pengosystems.com/workbench/issues/routing-overrides-task-intent.md https://pengosystems.com/workbench/issues/routing-path-cycles-back-to-start.md https://pengosystems.com/workbench/issues/rubric-changed-but-results-did-not.md https://pengosystems.com/workbench/issues/same-case-has-conflicting-policies.md https://pengosystems.com/workbench/issues/same-contract-name-has-different-meanings.md https://pengosystems.com/workbench/issues/same-instructions-allow-different-outputs.md https://pengosystems.com/workbench/issues/same-rule-declared-in-multiple-places.md https://pengosystems.com/workbench/issues/same-workflow-check-happens-twice.md https://pengosystems.com/workbench/issues/saved-memory-not-used.md https://pengosystems.com/workbench/issues/saved-reference-no-longer-works.md https://pengosystems.com/workbench/issues/schema-reference-loops-without-base-case.md https://pengosystems.com/workbench/issues/severity-increases-without-new-evidence.md https://pengosystems.com/workbench/issues/similar-cases-route-to-different-outcomes.md https://pengosystems.com/workbench/issues/single-field-carries-too-many-obligations.md https://pengosystems.com/workbench/issues/single-step-carries-too-many-decisions.md https://pengosystems.com/workbench/issues/small-change-produces-large-downstream-effects.md https://pengosystems.com/workbench/issues/small-error-spreads-into-large-failure.md https://pengosystems.com/workbench/issues/small-issue-keeps-escalating.md https://pengosystems.com/workbench/issues/stale-context-affects-output.md https://pengosystems.com/workbench/issues/task-has-no-clear-limit.md https://pengosystems.com/workbench/issues/task-progress-is-lost-midway.md https://pengosystems.com/workbench/issues/too-many-tool-calls.md https://pengosystems.com/workbench/issues/tool-call-contract-mismatch.md https://pengosystems.com/workbench/issues/tool-can-act-without-responsible-authority.md https://pengosystems.com/workbench/issues/tool-exists-but-required-inputs-are-missing.md https://pengosystems.com/workbench/issues/tool-result-not-integrated-correctly.md https://pengosystems.com/workbench/issues/tool-rules-and-prompt-rules-conflict.md https://pengosystems.com/workbench/issues/validation-result-changes-on-retry.md https://pengosystems.com/workbench/issues/version-change-breaks-existing-prompt.md https://pengosystems.com/workbench/issues/workflow-loops-through-review-without-resolution.md https://pengosystems.com/workbench/issues/workflow-stage-has-too-few-checks.md https://pengosystems.com/workbench/issues/workflow-step-has-no-decision-owner.md https://pengosystems.com/workbench/issues/workflow-step-lacks-required-conditions.md https://pengosystems.com/workbench/issues/workflow-waits-on-step-that-waits-back.md https://pengosystems.com/workbench/issues/wrong-field-types.md https://pengosystems.com/workbench/patterns/asymmetric-structure.md https://pengosystems.com/workbench/patterns/authority-collision.md https://pengosystems.com/workbench/patterns/authority-merge-conflict.md https://pengosystems.com/workbench/patterns/authority-shadowing.md https://pengosystems.com/workbench/patterns/authority-state-mismatch.md https://pengosystems.com/workbench/patterns/boundary-leakage.md https://pengosystems.com/workbench/patterns/circular-dependency.md https://pengosystems.com/workbench/patterns/compatibility-violation.md https://pengosystems.com/workbench/patterns/constraints-underspecified.md https://pengosystems.com/workbench/patterns/contract-drift.md https://pengosystems.com/workbench/patterns/convergence-failure.md https://pengosystems.com/workbench/patterns/cross-layer-escalation.md https://pengosystems.com/workbench/patterns/density-spike.md https://pengosystems.com/workbench/patterns/density-vacuum.md https://pengosystems.com/workbench/patterns/divergent-outputs.md https://pengosystems.com/workbench/patterns/escalation-growth.md https://pengosystems.com/workbench/patterns/incomplete-declaration.md https://pengosystems.com/workbench/patterns/interface-mismatch.md https://pengosystems.com/workbench/patterns/invariant-breakage.md https://pengosystems.com/workbench/patterns/missing-authority.md https://pengosystems.com/workbench/patterns/non-deterministic-execution.md https://pengosystems.com/workbench/patterns/orphaned-structure.md https://pengosystems.com/workbench/patterns/overreach.md https://pengosystems.com/workbench/patterns/persistence-instability.md https://pengosystems.com/workbench/patterns/propagation-amplification.md https://pengosystems.com/workbench/patterns/redundant-declaration.md https://pengosystems.com/workbench/patterns/reference-instability.md https://pengosystems.com/workbench/patterns/schema-breakage.md https://pengosystems.com/workbench/patterns/silent-mutation.md https://pengosystems.com/workbench/patterns/threshold-breach.md https://pengosystems.com/workbench/patterns/unbounded-scope.md https://pengosystems.com/workbench/patterns/unconstrained-expansion.md https://pengosystems.com/workbench/patterns/undeclared-side-effect.md https://pengosystems.com/workbench/lenses/absence-lens.md https://pengosystems.com/workbench/lenses/authority-overlay-lens.md https://pengosystems.com/workbench/lenses/boundary-compliance-lens.md https://pengosystems.com/workbench/lenses/compatibility-envelope-lens.md https://pengosystems.com/workbench/lenses/compression-lens.md https://pengosystems.com/workbench/lenses/conflict-lens.md https://pengosystems.com/workbench/lenses/constraint-sufficiency-lens.md https://pengosystems.com/workbench/lenses/convergence-lens.md https://pengosystems.com/workbench/lenses/determinism-lens.md https://pengosystems.com/workbench/lenses/escalation-gradient-lens.md https://pengosystems.com/workbench/lenses/interface-contract-lens.md https://pengosystems.com/workbench/lenses/invariant-lens.md https://pengosystems.com/workbench/lenses/isolation-boundary-lens.md https://pengosystems.com/workbench/lenses/normalization-lens.md https://pengosystems.com/workbench/lenses/overreach-lens.md https://pengosystems.com/workbench/lenses/propagation-lens.md https://pengosystems.com/workbench/lenses/provenance-trace-lens.md https://pengosystems.com/workbench/lenses/reconciliation-lens.md https://pengosystems.com/workbench/lenses/reference-stability-lens.md https://pengosystems.com/workbench/lenses/variance-entropy-lens.md https://pengosystems.com/workbench/ai-adj-issues/agent-keeps-adding-tool-dependencies.md https://pengosystems.com/workbench/ai-adj-issues/agent-uses-old-tool-schema.md https://pengosystems.com/workbench/ai-adj-issues/ai-works-in-one-environment-not-another.md https://pengosystems.com/workbench/ai-adj-issues/category-has-too-few-issues-to-be-useful.md https://pengosystems.com/workbench/ai-adj-issues/documented-field-not-available-at-runtime.md https://pengosystems.com/workbench/ai-adj-issues/generated-output-changed-hidden-metadata.md https://pengosystems.com/workbench/ai-adj-issues/guardrail-applies-to-one-model-path-only.md https://pengosystems.com/workbench/ai-adj-issues/low-level-configuration-overrides-workflow-policy.md https://pengosystems.com/workbench/ai-adj-issues/one-workspace-affects-another.md https://pengosystems.com/workbench/ai-adj-issues/permission-change-not-applied.md https://pengosystems.com/workbench/ai-adj-issues/runtime-behavior-does-not-match-docs.md https://pengosystems.com/workbench/ai-adj-issues/too-many-workflows-depend-on-one-tool.md https://pengosystems.com/workbench/ai-adj-issues/tool-call-caused-hidden-downstream-change.md https://pengosystems.com/workbench/ai-adj-issues/tool-effect-crosses-target-boundary.md https://pengosystems.com/workbench/ai-adj-issues/tool-failure-escalates-into-policy-decision.md https://pengosystems.com/workbench/ai-adj-issues/tool-not-supported-in-this-mode.md