Company deep dives

Microsoft interviews

Proving a finding

“We are introducing additional automation to validate the quality and severity of the vulnerabilities and support remediation at AI speed, while keeping human developers in the loop to maintain correctness and quality.”

Tom GallagherVP Engineering, Microsoft Security Response Center

Microsoft · 7 April 2026

Validate quality and severity

Does this result prove an access-control flaw? Practise the check.

Example

Prioritising by exposure

“Triage by exposure and impact, not raw count.”

Tom GallagherVP Engineering, Microsoft Security Response Center

Microsoft · 12 May 2026

Exposure and impact, not count

Which devices get patched first? Practise the order.

Example

“Severity continues to be grounded in real-world impact and exploitability, drawing on the full set of signals in the Security Update Guide.”

Tom GallagherVP Engineering, Microsoft Security Response Center

Microsoft · 12 May 2026

Severity from real impact

Which devices get patched first? Practise the order.

Example

Containing access

“Speed of detection and containment are now as important as speed of patching.”

Tom GallagherVP Engineering, Microsoft Security Response Center

Microsoft · 12 May 2026

Containment as fast as patching

Has the stolen access been stopped? Practise proving it.

Example

What AI changes

“When paired with advanced security tooling, recent models are demonstrating the ability to find software vulnerabilities at a level approaching experienced human security researchers.”

Tom GallagherVP Engineering, Microsoft Security Response Center

Microsoft · 7 April 2026

Models approach human researchers

Does this result prove an access-control flaw? Practise the check.

Example

“Advanced AI models are surfacing additional issues in code we have already studied closely, mostly within well-understood vulnerability categories.”

Tom GallagherVP Engineering, Microsoft Security Response Center

Microsoft · 12 May 2026

More issues in studied code

Did the fix keep the supported behaviour? Practise the review.

Example

Last reviewed