diff --git a/models/perm/access/actions_repo_permission_test.go b/models/perm/access/actions_repo_permission_test.go
index 9fdd8ae7f4..c833adc64d 100644
--- a/models/perm/access/actions_repo_permission_test.go
+++ b/models/perm/access/actions_repo_permission_test.go
@@ -122,6 +122,18 @@ func TestGetActionsUserRepoPermission(t *testing.T) {
 		require.NoError(t, err)
 		assert.False(t, perm.CanRead(unit.TypeCode))
 
+		// Reusable workflows use a separate authorization path and must enforce
+		// the same fork-PR restriction.
+		run := &actions_model.ActionRun{RepoID: repo2.ID, IsForkPullRequest: true}
+		allowed, err := CanReadWorkflowCrossRepo(ctx, repo15, run)
+		require.NoError(t, err)
+		assert.False(t, allowed)
+
+		run.IsForkPullRequest = false
+		allowed, err = CanReadWorkflowCrossRepo(ctx, repo15, run)
+		require.NoError(t, err)
+		assert.True(t, allowed)
+
 		// Restore state for subsequent subtests.
 		task53.IsForkPullRequest = false
 		require.NoError(t, actions_model.UpdateTask(ctx, task53, "is_fork_pull_request"))
diff --git a/models/perm/access/repo_permission.go b/models/perm/access/repo_permission.go
index a59838c4fa..7bf0fa4a6f 100644
--- a/models/perm/access/repo_permission.go
+++ b/models/perm/access/repo_permission.go
@@ -685,7 +685,7 @@ func CanReadWorkflowCrossRepo(ctx context.Context, targetRepo *repo_model.Reposi
 	// logs in a publicly visible run; requiring a private caller keeps private content flowing private -> private.
 	// This is intentionally stricter than GitHub, which gates on the target repo's access setting (introduced in #32562):
 	// https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/enabling-features-for-your-repository/managing-github-actions-settings-for-a-repository#allowing-access-to-components-in-a-private-repository
-	if run.Repo.IsPrivate {
+	if run.Repo.IsPrivate && !run.IsForkPullRequest {
 		if actionsUnit, err := targetRepo.GetUnit(ctx, unit.TypeActions); err == nil {
 			if actionsUnit.ActionsConfig().IsCollaborativeOwner(run.Repo.OwnerID) {
 				return true, nil
diff --git a/services/actions/job_emitter.go b/services/actions/job_emitter.go
index 577bc66d89..3f93a32d7a 100644
--- a/services/actions/job_emitter.go
+++ b/services/actions/job_emitter.go
@@ -243,6 +243,11 @@ func checkRunConcurrency(ctx context.Context, run *actions_model.ActionRun) (*jo
 
 // checkJobsOfCurrentRunAttempt resolves blocked jobs of the run's latest attempt.
 func checkJobsOfCurrentRunAttempt(ctx context.Context, run *actions_model.ActionRun) (*jobsCheckResult, error) {
+	// Approval is the only transition allowed to release an approval-pending run.
+	if run.NeedApproval {
+		return &jobsCheckResult{}, nil
+	}
+
 	jobs, err := actions_model.GetRunJobsByRunAndAttemptID(ctx, run.ID, run.LatestAttemptID)
 	if err != nil {
 		return nil, err
diff --git a/services/actions/job_emitter_test.go b/services/actions/job_emitter_test.go
index b852cab909..6458a3e11c 100644
--- a/services/actions/job_emitter_test.go
+++ b/services/actions/job_emitter_test.go
@@ -496,6 +496,35 @@ jobs:
 	assert.Equal(t, actions_model.StatusBlocked, refreshed.Status)
 }
 
+func Test_checkJobsOfCurrentRunAttempt_NeedApprovalKeepsJobsBlocked(t *testing.T) {
+	assert.NoError(t, unittest.PrepareTestDatabase())
+	ctx := t.Context()
+
+	run := &actions_model.ActionRun{
+		RepoID: 4, OwnerID: 1, TriggerUserID: 1,
+		WorkflowID: "test.yml", Index: 9913, Ref: "refs/heads/main",
+		Status: actions_model.StatusBlocked, NeedApproval: true,
+	}
+	assert.NoError(t, db.Insert(ctx, run))
+	attempt := &actions_model.ActionRunAttempt{
+		RepoID: 4, RunID: run.ID, Attempt: 1, Status: actions_model.StatusBlocked,
+	}
+	assert.NoError(t, db.Insert(ctx, attempt))
+	_, err := db.Exec(ctx, "UPDATE `action_run` SET latest_attempt_id = ? WHERE id = ?", attempt.ID, run.ID)
+	assert.NoError(t, err)
+	run.LatestAttemptID = attempt.ID
+	job := &actions_model.ActionRunJob{
+		RunID: run.ID, RunAttemptID: attempt.ID, AttemptJobID: 1,
+		RepoID: 4, OwnerID: 1, JobID: "job1", Name: "job1", Status: actions_model.StatusBlocked,
+	}
+	assert.NoError(t, db.Insert(ctx, job))
+
+	result, err := checkJobsOfCurrentRunAttempt(ctx, run)
+	assert.NoError(t, err)
+	assert.Empty(t, result.UpdatedJobs)
+	assert.Equal(t, actions_model.StatusBlocked, unittest.AssertExistsAndLoadBean(t, &actions_model.ActionRunJob{ID: job.ID}).Status)
+}
+
 // Test_checkRunConcurrency_HeldGroupDoesNotWake verifies that only an unoccupied concurrency group can wake up a blocked run/job.
 func Test_checkRunConcurrency_HeldGroupDoesNotWake(t *testing.T) {
 	assert.NoError(t, unittest.PrepareTestDatabase())
diff --git a/services/actions/notifier.go b/services/actions/notifier.go
index ae8ff2b0e7..a9f8f9a420 100644
--- a/services/actions/notifier.go
+++ b/services/actions/notifier.go
@@ -459,8 +459,7 @@ func (n *actionsNotifier) PullRequestReview(ctx context.Context, pr *issues_mode
 		return
 	}
 
-	newNotifyInput(review.Issue.Repo, review.Reviewer, reviewHookType).
-		WithRef(review.CommitID).
+	newPullRequestReviewNotifyInput(review.Issue.Repo, review.Reviewer, reviewHookType, review.CommitID, pr).
 		WithPayload(&api.PullRequestPayload{
 			Action:      api.HookIssueReviewed,
 			Index:       review.Issue.Index,
diff --git a/services/actions/notifier_helper.go b/services/actions/notifier_helper.go
index 2955e5f2dc..dc91e8bdba 100644
--- a/services/actions/notifier_helper.go
+++ b/services/actions/notifier_helper.go
@@ -82,6 +82,12 @@ func newNotifyInputForSchedules(repo *repo_model.Repository) *notifyInput {
 	return newNotifyInput(repo, user_model.NewActionsUser(), webhook_module.HookEventSchedule)
 }
 
+func newPullRequestReviewNotifyInput(repo *repo_model.Repository, reviewer *user_model.User, event webhook_module.HookEventType, commitID string, pr *issues_model.PullRequest) *notifyInput {
+	return newNotifyInput(repo, reviewer, event).
+		WithRef(commitID).
+		WithPullRequest(pr)
+}
+
 func (input *notifyInput) WithDoer(doer *user_model.User) *notifyInput {
 	input.Doer = doer
 	return input
@@ -411,6 +417,9 @@ func handleFilteredWorkflows(ctx context.Context, input *notifyInput, filteredWo
 		return
 	}
 	for _, dwf := range filteredWorkflows {
+		if !shouldCreateSkippedCommitStatusForFilteredWorkflow(input, dwf) {
+			continue
+		}
 		if err := CreateSkippedCommitStatusForFilteredWorkflow(ctx, input.Repo, input.Event, dwf.TriggerEvent.Name, dwf.EntryName, dwf.Content, input.Payload, "", requiredGlobs); err != nil {
 			log.Error("repo %s: skipped commit status for workflow %s: %v", input.Repo.FullName(), dwf.EntryName, err)
 			continue
@@ -418,6 +427,10 @@ func handleFilteredWorkflows(ctx context.Context, input *notifyInput, filteredWo
 	}
 }
 
+func shouldCreateSkippedCommitStatusForFilteredWorkflow(input *notifyInput, workflow *actions_module.DetectedWorkflow) bool {
+	return !isForkPullRequestInput(input) || workflow.TriggerEvent.Name == actions_module.GithubEventPullRequestTarget
+}
+
 func newNotifyInputFromIssue(issue *issues_model.Issue, event webhook_module.HookEventType) *notifyInput {
 	return newNotifyInput(issue.Repo, issue.Poster, event)
 }
diff --git a/services/actions/notifier_helper_test.go b/services/actions/notifier_helper_test.go
index 3e33f344d9..47b21aed5b 100644
--- a/services/actions/notifier_helper_test.go
+++ b/services/actions/notifier_helper_test.go
@@ -9,9 +9,11 @@ import (
 	"testing"
 
 	actions_model "gitea.dev/models/actions"
+	issues_model "gitea.dev/models/issues"
 	repo_model "gitea.dev/models/repo"
 	user_model "gitea.dev/models/user"
 	actions_module "gitea.dev/modules/actions"
+	"gitea.dev/modules/actions/jobparser"
 
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
@@ -100,3 +102,25 @@ func TestIfNeedApproval(t *testing.T) {
 		assert.False(t, called, "permission check must not run for restricted user")
 	})
 }
+
+func TestFilteredWorkflowCommitStatusForForkPullRequest(t *testing.T) {
+	forkPR := &issues_model.PullRequest{
+		Flow:       issues_model.PullRequestFlowGithub,
+		BaseRepoID: 1,
+		HeadRepoID: 2,
+	}
+	input := newPullRequestReviewNotifyInput(&repo_model.Repository{ID: 1}, &user_model.User{ID: 2}, actions_module.GithubEventPullRequest, "refs/pull/1/head", forkPR)
+
+	assert.True(t, isForkPullRequestInput(input))
+	assert.Equal(t, "refs/pull/1/head", input.Ref.String())
+	assert.False(t, shouldCreateSkippedCommitStatusForFilteredWorkflow(input, &actions_module.DetectedWorkflow{
+		TriggerEvent: &jobparser.Event{Name: actions_module.GithubEventPullRequest},
+	}))
+	assert.True(t, shouldCreateSkippedCommitStatusForFilteredWorkflow(input, &actions_module.DetectedWorkflow{
+		TriggerEvent: &jobparser.Event{Name: actions_module.GithubEventPullRequestTarget},
+	}))
+
+	assert.True(t, shouldCreateSkippedCommitStatusForFilteredWorkflow(newNotifyInput(&repo_model.Repository{ID: 1}, &user_model.User{ID: 2}, actions_module.GithubEventPullRequest), &actions_module.DetectedWorkflow{
+		TriggerEvent: &jobparser.Event{Name: actions_module.GithubEventPullRequest},
+	}))
+}