Learning Loop

The system learns from your decisions. Approve enough similar actions and it suggests policies. Receipts are still generated for auto-approved actions — the governance trail never disappears.

3075

Total Decisions

2417

Approved

658

Denied

79%

Approval Rate

Policy Suggestions

Based on your decision patterns, the system suggests the following policy changes. Accepting a policy does not disable governance — receipts are still generated.

🚫

Auto-deny delete database

99% confidence

You denied 100% of delete database actions. Consider blocking this action type by default.

Based on

207 decisions

Approval rate

Avg decision time

⏱

Reduce pause time for create issue

80% confidence

80% approval rate over 200 decisions. Consider reducing the approval pause window.

Based on

200 decisions

Approval rate

80%

Avg decision time

⏱

Reduce pause time for send slack message

80% confidence

73% approval rate over 866 decisions. Consider reducing the approval pause window.

Based on

866 decisions

Approval rate

73%

Avg decision time

2.3s

✅

Auto-approve create event

99% confidence

You approved 100% of create event actions in under 1.3s on average. Consider auto-approving this action type.

Based on

75 decisions

Approval rate

100%

Avg decision time

1.3s

✅

Auto-approve commit file

99% confidence

You approved 100% of commit file actions in under 1.0s on average. Consider auto-approving this action type.

Based on

40 decisions

Approval rate

100%

Avg decision time

✅

Auto-approve send slack alert

99% confidence

You approved 100% of send slack alert actions in under 1.0s on average. Consider auto-approving this action type.

Based on

160 decisions

Approval rate

100%

Avg decision time

🚫

Auto-deny delete data

99% confidence

You denied 100% of delete data actions. Consider blocking this action type by default.

Based on

123 decisions

Approval rate

Avg decision time

Active Policies

These policies are actively governing actions. The governance engine checks them before showing the approval screen.

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/27/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/27/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/27/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/27/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/27/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/28/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/29/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/30/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

3/31/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

4/1/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

4/1/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

4/1/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

4/1/2026

🚫

Block all database deletions

ACTIVE

Database deletions are always denied

Based on

15 decisions

Confidence

99%

Created

4/1/2026

Action Breakdown

Send Email

1397 decisions

96%

Approved

1345

Denied

Avg time

8.3s

Delete Database

207 decisions

Approved

Denied

207

Avg time

1.0s

create_issue

200 decisions

80%

Approved

160

Denied

Avg time

1.0s

send_slack_message

866 decisions

73%

Approved

632

Denied

234

Avg time

2.3s

Create Event

75 decisions

100%

Approved

Denied

Avg time

1.3s

commit_file

40 decisions

100%

Approved

Denied

Avg time

1.0s

send_slack_alert

160 decisions

100%

Approved

160

Denied

Avg time

1.0s

delete_data

123 decisions

Approved

Denied

123

Avg time

1.0s

send_report

1 decisions

100%

Approved

Denied

Avg time

0.0s

modify_config

1 decisions

Approved

Denied

Avg time

0.0s

Transfer Funds

3 decisions

100%

Approved

Denied

Avg time

5.0s

delete_records

1 decisions

Approved

Denied

Avg time

0.0s

Write File

1 decisions

100%

Approved

Denied

Avg time

16.0s

Recent Decisions

Send Emailby vitest_policy_engine

APPROVED0.0s

Delete Databaseby vitest_policy_engine

DENIED0.0s

create_issueby Bondi AI

APPROVED0.0s

Send Emailby vitest_auditor

APPROVED0.0s

send_slack_messageby Bondi AI

APPROVED0.0s

Send Emailby [email protected]

APPROVED0.0s

create_issueby Bondi AI

APPROVED0.0s

Send Emailby [email protected]

APPROVED0.0s

Create Eventby Bondi AI

APPROVED0.0s

create_issueby Bondi AI

DENIED0.0s

send_slack_messageby Bondi AI

DENIED0.0s

commit_fileby Bondi AI

APPROVED0.0s

Delete Databaseby vitest_runner

DENIED0.0s

create_issueby Bondi AI

APPROVED0.0s

Send Emailby Bondi AI

APPROVED0.0s

create_issueby Bondi AI

APPROVED0.0s

Send Emailby vitest_runner

APPROVED0.0s

Send Emailby AI_agent

APPROVED0.0s

Send Emailby AI_agent

APPROVED0.0s

Send Emailby AI_agent

DENIED0.0s

How the Learning Loop Works

1. Decisions Accumulate

Every time you approve or deny an action, the system records the decision, the action type, and how long it took you to decide.

2. Patterns Emerge

After enough decisions, the system identifies patterns: which actions you always approve, which you always deny, and which require careful consideration.

3. Policies Suggested

The system suggests policy changes — auto-approve, auto-deny, or adjusted pause times. You decide whether to accept. Receipts are always generated, even for auto-approved actions.