Read as
Last updated: April 29, 2026
LLM outputs aren’t safe by default. Production systems filter.
LLM outputs aren’t safe by default. Production systems filter.
Filter categories
- PII redaction — outputs that mention real names, addresses, IDs
- Toxicity / harmful content — Perspective API, HuggingFace classifiers
- Hallucination detection — fact-checking against authoritative sources
- Code injection prevention — SQL, shell commands
- Prompt-leakage prevention — output containing system prompt
Want this for your team?
Custom team training + practitioner advisory
Beyond the free academy — we run private workshops, vCISO advisory, and red-team exercises tailored to your stack. For Indian SMBs scaling past their first hire.
Book team training call
Replies in 4 working hrs · India-only · Senior consultants