AI Safety Evaluation & Guardrails

All technical articles related to AI Safety Evaluation & Guardrails.

• Refusal behavior needs regression gates too

  10 Jul, 2026

  Technical deep dive into Refusal behavior needs regression gates too

• Normalize Before Approval or You Review Noise

  9 Jul, 2026

  Technical deep dive into Normalize Before Approval or You Review Noise

• Telemetry-backed verdicts for copilot regression cases

  8 Jul, 2026

  Technical deep dive into Telemetry-backed verdicts for copilot regression cases

• Packet-walk replay cases for overlay blackholes

  2 Jul, 2026

  Technical deep dive into Packet-walk replay cases for overlay blackholes

• Two-Pass Generation for Safer NetOps Agents

  27 Jun, 2026

  Technical deep dive into Two-Pass Generation for Safer NetOps Agents

• Conntrack expiration replays for action-happy models

  25 Jun, 2026

  Technical deep dive into Conntrack expiration replays for action-happy models

• Free-Form Parsing vs Typed Extraction

  17 May, 2026

  Technical deep dive into Free-Form Parsing vs Typed Extraction

• Ambiguous tickets need competing-hypothesis regression tests

  26 Apr, 2026

  Technical deep dive into Ambiguous tickets need competing-hypothesis regression tests

• Higher overall accuracy does not mean safer

  19 Apr, 2026

  Technical deep dive into Higher overall accuracy does not mean safer

• Safe remediation sandboxes for tool-using models

  18 Apr, 2026

  Technical deep dive into Safe remediation sandboxes for tool-using models

• Designing a tool-callable incident replay harness

  18 Apr, 2026

  Technical deep dive into Designing a tool-callable incident replay harness

• Tracing Prompt-to-Command Drift in NetDevOps Loops

  24 Mar, 2026

  Technical deep dive into Tracing Prompt-to-Command Drift in NetDevOps Loops

• An AI Test Harness for Broken OSPF Adjacencies

  22 Mar, 2026

  Technical deep dive into An AI Test Harness for Broken OSPF Adjacencies