Enterprise Observability

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•Last updated Sep 30, 2026

Make the aictrl agent harness fully observable for enterprise security, compliance, and operational monitoring. Surface internal bus events to NDJSON, add security-critical tracking, build structured audit logging, and implement threat/anomaly signals.

42% complete

Emit permission_asked and permission_replied to NDJSON
aictrl-dev/cli#25 · opened on Mar 26, 2026 · Enterprise Observability
Emit context compaction event to NDJSON
aictrl-dev/cli#26 · opened on Mar 26, 2026 · Enterprise Observability
Emit session cost accumulator event
aictrl-dev/cli#27 · opened on Mar 26, 2026 · Enterprise Observability
Emit MCP server lifecycle events to NDJSON
aictrl-dev/cli#28 · opened on Mar 26, 2026 · Enterprise Observability
Tag network egress on tool_use events
aictrl-dev/cli#29 · opened on Mar 26, 2026 · Enterprise Observability
Emit auth lifecycle events
aictrl-dev/cli#30 · opened on Mar 26, 2026 · Enterprise Observability
Track data boundary crossing for subagent sessions
aictrl-dev/cli#31 · opened on Mar 26, 2026 · Enterprise Observability
Add configurable session cost budget with guardrail events
aictrl-dev/cli#32 · opened on Mar 26, 2026 · Enterprise Observability
1
Built-in structured audit log sink
aictrl-dev/cli#33 · opened on Mar 26, 2026 · Enterprise Observability
Define audit log event tiers
aictrl-dev/cli#34 · opened on Mar 26, 2026 · Enterprise Observability
Sensitive data detection in tool inputs/outputs
aictrl-dev/cli#35 · opened on Mar 26, 2026 · Enterprise Observability
Detect repeated permission denial patterns
aictrl-dev/cli#36 · opened on Mar 26, 2026 · Enterprise Observability
Resource exhaustion anomaly detection
aictrl-dev/cli#37 · opened on Mar 26, 2026 · Enterprise Observability
Emit security_event for blocked path traversal and containment bypass attempts
aictrl-dev/cli#38 · opened on Mar 26, 2026 · Enterprise Observability
Add cliInitMs to session_start event for CLI startup observability
aictrl-dev/cli#44 · opened on Apr 7, 2026 · Enterprise Observability
Epic: Make headless NDJSON lifecycle and usage telemetry reliable
Task
aictrl-dev/cli#89 · opened on Jul 19, 2026 · Enterprise Observability
1
Preserve provider finish reasons and bounded diagnostics
Feature
aictrl-dev/cli#109 · opened on Sep 14, 2026 · Enterprise Observability
Expose execution outcome and retry measurement inputs
Feature
aictrl-dev/cli#110 · opened on Sep 14, 2026 · Enterprise Observability
Evaluate bounded recovery from malformed model tool calls
Task
aictrl-dev/cli#111 · opened on Sep 14, 2026 · Enterprise Observability
Fix: fail fast on rolling provider usage limits
Bug
aictrl-dev/cli#112 · opened on Sep 14, 2026 · Enterprise Observability

Issues