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Field notes on
AI-native security.

How we build the scanner, what we find in the wild, and how to harden modern AI stacks. Long-form, technical, no fluff.

AI SecurityComing soon

How we probe AI assistants for prompt injection — without breaking them.

A walk-through of the safe-by-default test harness Pythorix uses to evaluate LLM endpoints in production.

Field NotesComing soon

Five surfaces every AI product team forgets to scan.

Stale staging hosts, debug endpoints, public buckets, source maps, and admin paths — the long tail of exposure.

EngineeringComing soon

Scoring real breach risk: likelihood × impact, not raw CVE counts.

Why most vulnerability scanners over-fire on noise — and how an AI-native ranker prunes the false positives.

ComplianceComing soon

GDPR, DPDP, SOC 2 — the minimum scan you need before an audit.

A practical control-mapped checklist drawn from a year of customer audits.

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