How do I fix a critical SQL injection vulnerability in our production REST API endpoints before our security audit tomorrow morning
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I fix a critical SQL injection vulnerability in our production REST API endpoints before our security audit tomorrow morning
1 real search · 1 real-search pass
OWASP SQL Injection Prevention Cheat Sheet parameterized queries allow-list input validation least privilegeGoogle ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
OWASP SQL Injection Prevention Cheat Sheet parameterized queries allow-list input validation least privilege Google ↗
- SQL Injection Prevention · cheatsheetseries.owasp.org
- Query Parameterization · cheatsheetseries.owasp.org