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Claude Skills by Manoj-11-Dahal
github.com/Manoj-11-Dahal15,860 skills0 installs0 views
- Selfupdate Skill Change Proposals Long Horizon Tasks Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Human-governed agent improvement: skill-change proposals for long-horizon tasks. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Persist a baseline checkpoint and a bounded change proposal; do not convert project duration into permission to alter the agent. Success means the failure is bounded by observations, one te...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Long Horizon Tasks Option Comparison MatrixUse when several tools, designs, methods, or workflows could satisfy the same need for Human-governed agent improvement: skill-change proposals for long-horizon tasks. Produce an evidence-backed option-comparison matrix with scope, versions, decisions, and evidence for this task-specific gate: Persist a baseline checkpoint and a bounded change proposal; do not convert project duration into permission to alter the agent. Success means options are compared on user-approved criteria with uncerta...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Long Horizon Tasks Requirements And Decision BriefUse when a request must be converted into testable constraints and an owned decision for Human-governed agent improvement: skill-change proposals for long-horizon tasks. Produce a reviewable requirements and decision brief with scope, versions, decisions, and evidence for this task-specific gate: Persist a baseline checkpoint and a bounded change proposal; do not convert project duration into permission to alter the agent. Success means requirements have priorities, evidence, owners, and meas...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Long Horizon Tasks Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Human-governed agent improvement: skill-change proposals for long-horizon tasks. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Persist a baseline checkpoint and a bounded change proposal; do not convert project duration into permission to alter the agent. Success means the owner, constraints, baseline, and acceptance signal are explicit. Use per...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Long Horizon Tasks Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Human-governed agent improvement: skill-change proposals for long-horizon tasks. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Persist a baseline checkpoint and a bounded change proposal; do not convert project duration into permission to alter the agent. Success means material claims are linked to current primary sources with dates and limitations. Use permis...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Long Horizon Tasks Verification And Acceptance Test PlanUse when a result must be checked against explicit behavior, safety, or quality conditions for Human-governed agent improvement: skill-change proposals for long-horizon tasks. Produce a risk-weighted verification plan with saved evidence with scope, versions, decisions, and evidence for this task-specific gate: Persist a baseline checkpoint and a bounded change proposal; do not convert project duration into permission to alter the agent. Success means each critical requirement maps to a repro...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Build Configuration RunbookUse when an authorized implementation needs repeatable steps and a visible change boundary for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce a bounded build or configuration runbook with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means the prepared result is reproducible, reviewable, and within the approved ...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Design BlueprintUse when a solution needs a coherent structure before implementation or production for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce a staged design blueprint with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means interfaces, dependencies, constraints, and review points are testable before build. Use permissi...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means the failure is bounded by observations, one testable hypothesis, ...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Option Comparison MatrixUse when several tools, designs, methods, or workflows could satisfy the same need for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce an evidence-backed option-comparison matrix with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means options are compared on user-approved criteria with uncertainty and trade-offs...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Requirements And Decision BriefUse when a request must be converted into testable constraints and an owned decision for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce a reviewable requirements and decision brief with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means requirements have priorities, evidence, owners, and measurable acceptance c...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means the owner, constraints, baseline, and acceptance signal are explicit. Use permissioned inputs, p...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Security Rights And Safety ReviewUse when the workflow could affect people, systems, confidential data, intellectual property, or physical outcomes for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce a scoped risk-and-control review with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means the review names relevant hazards, permissions, controls,...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means material claims are linked to current primary sources with dates and limitations. Use permissioned inputs, pres...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Missing Acceptance Criteria Verification And Acceptance Test PlanUse when a result must be checked against explicit behavior, safety, or quality conditions for Human-governed agent improvement: skill-change proposals for missing acceptance criteria. Produce a risk-weighted verification plan with saved evidence with scope, versions, decisions, and evidence for this task-specific gate: Add an explicit testable acceptance criterion and evaluator version before proposing a skill update. Success means each critical requirement maps to a reproducible check and a...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Multi Session Projects Build Configuration RunbookUse when an authorized implementation needs repeatable steps and a visible change boundary for Human-governed agent improvement: skill-change proposals for multi-session projects. Produce a bounded build or configuration runbook with scope, versions, decisions, and evidence for this task-specific gate: Store proposed lessons with source, time, confidence, and review status; never merge unreviewed session notes into active instructions. Success means the prepared result is reproducible, review...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Multi Session Projects Design BlueprintUse when a solution needs a coherent structure before implementation or production for Human-governed agent improvement: skill-change proposals for multi-session projects. Produce a staged design blueprint with scope, versions, decisions, and evidence for this task-specific gate: Store proposed lessons with source, time, confidence, and review status; never merge unreviewed session notes into active instructions. Success means interfaces, dependencies, constraints, and review points are testa...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Multi Session Projects Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Human-governed agent improvement: skill-change proposals for multi-session projects. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Store proposed lessons with source, time, confidence, and review status; never merge unreviewed session notes into active instructions. Success means the failure is bounded by observati...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Multi Session Projects Option Comparison MatrixUse when several tools, designs, methods, or workflows could satisfy the same need for Human-governed agent improvement: skill-change proposals for multi-session projects. Produce an evidence-backed option-comparison matrix with scope, versions, decisions, and evidence for this task-specific gate: Store proposed lessons with source, time, confidence, and review status; never merge unreviewed session notes into active instructions. Success means options are compared on user-approved criteria w...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Multi Session Projects Requirements And Decision BriefUse when a request must be converted into testable constraints and an owned decision for Human-governed agent improvement: skill-change proposals for multi-session projects. Produce a reviewable requirements and decision brief with scope, versions, decisions, and evidence for this task-specific gate: Store proposed lessons with source, time, confidence, and review status; never merge unreviewed session notes into active instructions. Success means requirements have priorities, evidence, owner...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Multi Session Projects Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Human-governed agent improvement: skill-change proposals for multi-session projects. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Store proposed lessons with source, time, confidence, and review status; never merge unreviewed session notes into active instructions. Success means the owner, constraints, baseline, and acceptance signal are explic...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Multi Session Projects Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Human-governed agent improvement: skill-change proposals for multi-session projects. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Store proposed lessons with source, time, confidence, and review status; never merge unreviewed session notes into active instructions. Success means material claims are linked to current primary sources with dates and limitations....Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Parallel Work Handoffs Build Configuration RunbookUse when an authorized implementation needs repeatable steps and a visible change boundary for Human-governed agent improvement: skill-change proposals for parallel-work handoffs. Produce a bounded build or configuration runbook with scope, versions, decisions, and evidence for this task-specific gate: Provide the reviewer with the exact proposal, rationale, baseline, tests, risk, and rollback instead of delegating silent changes. Success means the prepared result is reproducible, reviewable,...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Parallel Work Handoffs Design BlueprintUse when a solution needs a coherent structure before implementation or production for Human-governed agent improvement: skill-change proposals for parallel-work handoffs. Produce a staged design blueprint with scope, versions, decisions, and evidence for this task-specific gate: Provide the reviewer with the exact proposal, rationale, baseline, tests, risk, and rollback instead of delegating silent changes. Success means interfaces, dependencies, constraints, and review points are testable b...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Parallel Work Handoffs Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Human-governed agent improvement: skill-change proposals for parallel-work handoffs. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Provide the reviewer with the exact proposal, rationale, baseline, tests, risk, and rollback instead of delegating silent changes. Success means the failure is bounded by observations, ...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Parallel Work Handoffs Option Comparison MatrixUse when several tools, designs, methods, or workflows could satisfy the same need for Human-governed agent improvement: skill-change proposals for parallel-work handoffs. Produce an evidence-backed option-comparison matrix with scope, versions, decisions, and evidence for this task-specific gate: Provide the reviewer with the exact proposal, rationale, baseline, tests, risk, and rollback instead of delegating silent changes. Success means options are compared on user-approved criteria with u...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Parallel Work Handoffs Requirements And Decision BriefUse when a request must be converted into testable constraints and an owned decision for Human-governed agent improvement: skill-change proposals for parallel-work handoffs. Produce a reviewable requirements and decision brief with scope, versions, decisions, and evidence for this task-specific gate: Provide the reviewer with the exact proposal, rationale, baseline, tests, risk, and rollback instead of delegating silent changes. Success means requirements have priorities, evidence, owners, an...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Parallel Work Handoffs Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Human-governed agent improvement: skill-change proposals for parallel-work handoffs. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Provide the reviewer with the exact proposal, rationale, baseline, tests, risk, and rollback instead of delegating silent changes. Success means the owner, constraints, baseline, and acceptance signal are explicit. U...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Parallel Work Handoffs Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Human-governed agent improvement: skill-change proposals for parallel-work handoffs. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Provide the reviewer with the exact proposal, rationale, baseline, tests, risk, and rollback instead of delegating silent changes. Success means material claims are linked to current primary sources with dates and limitations. Use ...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Build Configuration RunbookUse when an authorized implementation needs repeatable steps and a visible change boundary for Human-governed agent improvement: skill-change proposals for partial completion. Produce a bounded build or configuration runbook with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means the prepared result is reproducible, reviewable, and within th...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Design BlueprintUse when a solution needs a coherent structure before implementation or production for Human-governed agent improvement: skill-change proposals for partial completion. Produce a staged design blueprint with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means interfaces, dependencies, constraints, and review points are testable before build. U...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Human-governed agent improvement: skill-change proposals for partial completion. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means the failure is bounded by observations, one testable h...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Option Comparison MatrixUse when several tools, designs, methods, or workflows could satisfy the same need for Human-governed agent improvement: skill-change proposals for partial completion. Produce an evidence-backed option-comparison matrix with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means options are compared on user-approved criteria with uncertainty and...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Requirements And Decision BriefUse when a request must be converted into testable constraints and an owned decision for Human-governed agent improvement: skill-change proposals for partial completion. Produce a reviewable requirements and decision brief with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means requirements have priorities, evidence, owners, and measurable a...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Human-governed agent improvement: skill-change proposals for partial completion. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means the owner, constraints, baseline, and acceptance signal are explicit. Use permissione...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Security Rights And Safety ReviewUse when the workflow could affect people, systems, confidential data, intellectual property, or physical outcomes for Human-governed agent improvement: skill-change proposals for partial completion. Produce a scoped risk-and-control review with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means the review names relevant hazards, permissions...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Human-governed agent improvement: skill-change proposals for partial completion. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means material claims are linked to current primary sources with dates and limitations. Use permissioned i...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Partial Completion Verification And Acceptance Test PlanUse when a result must be checked against explicit behavior, safety, or quality conditions for Human-governed agent improvement: skill-change proposals for partial completion. Produce a risk-weighted verification plan with saved evidence with scope, versions, decisions, and evidence for this task-specific gate: Mark update steps as proposed, evaluated, approved, or applied; only an authorized human may advance the approval state. Success means each critical requirement maps to a reproducible ...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Build Configuration RunbookUse when an authorized implementation needs repeatable steps and a visible change boundary for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce a bounded build or configuration runbook with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means the prepared result is reproducible, reviewable, and within the approved scope. Use...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Design BlueprintUse when a solution needs a coherent structure before implementation or production for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce a staged design blueprint with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means interfaces, dependencies, constraints, and review points are testable before build. Use permissioned input...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means the failure is bounded by observations, one testable hypothesis, and a safe...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Option Comparison MatrixUse when several tools, designs, methods, or workflows could satisfy the same need for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce an evidence-backed option-comparison matrix with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means options are compared on user-approved criteria with uncertainty and trade-offs shown. Us...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Requirements And Decision BriefUse when a request must be converted into testable constraints and an owned decision for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce a reviewable requirements and decision brief with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means requirements have priorities, evidence, owners, and measurable acceptance conditions....Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Scope And Baseline RecordUse when the work needs a verified goal, authorized boundary, and starting state for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce a scope-and-baseline record with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means the owner, constraints, baseline, and acceptance signal are explicit. Use permissioned inputs, preserve a ...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Security Rights And Safety ReviewUse when the workflow could affect people, systems, confidential data, intellectual property, or physical outcomes for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce a scoped risk-and-control review with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means the review names relevant hazards, permissions, controls, evidence ...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Source Research And Provenance LedgerUse when a decision depends on current, source-grounded information for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce a source-and-claim ledger with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means material claims are linked to current primary sources with dates and limitations. Use permissioned inputs, preserve a bas...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Strict Tool Call Budgets Verification And Acceptance Test PlanUse when a result must be checked against explicit behavior, safety, or quality conditions for Human-governed agent improvement: skill-change proposals for strict tool-call budgets. Produce a risk-weighted verification plan with saved evidence with scope, versions, decisions, and evidence for this task-specific gate: Limit the experiment to a fixed budget and stop at the predeclared sample or compute ceiling. Success means each critical requirement maps to a reproducible check and a truthful ...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Uncertain User Intent Build Configuration RunbookUse when an authorized implementation needs repeatable steps and a visible change boundary for Human-governed agent improvement: skill-change proposals for uncertain user intent. Produce a bounded build or configuration runbook with scope, versions, decisions, and evidence for this task-specific gate: Flag ambiguous feedback as a hypothesis, not a training label; request owner review before treating it as a durable preference. Success means the prepared result is reproducible, reviewable, and...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Uncertain User Intent Design BlueprintUse when a solution needs a coherent structure before implementation or production for Human-governed agent improvement: skill-change proposals for uncertain user intent. Produce a staged design blueprint with scope, versions, decisions, and evidence for this task-specific gate: Flag ambiguous feedback as a hypothesis, not a training label; request owner review before treating it as a durable preference. Success means interfaces, dependencies, constraints, and review points are testable befor...Votes: 0GitHub stars: 2
- Selfupdate Skill Change Proposals Uncertain User Intent Failure Triage And RecoveryUse when an unexpected result needs diagnosis without widening risk or losing evidence for Human-governed agent improvement: skill-change proposals for uncertain user intent. Produce a failure-triage record and reversible recovery plan with scope, versions, decisions, and evidence for this task-specific gate: Flag ambiguous feedback as a hypothesis, not a training label; request owner review before treating it as a durable preference. Success means the failure is bounded by observations, one ...Votes: 0GitHub stars: 2