Components · AI pipeline

Prompt-injection filter

Screens user input and retrieved text for instructions that try to hijack the model.

Lesson
Coming soon
Zone
ai
Place it
8 cr on the blank canvas, free inside a problem

At a glance

Did you know
Prompt injection hides instructions in input or retrieved content; no filter catches all of them.
Rule of thumb
Combine a filter with design: keep untrusted data out of the control flow and limit what tools can do.
Watch out
Misses novel injections; false positives block real users.

Its settings in ScaleMySystems

What you can change on it in the lab, and what each number does.

Concurrency (slots)
Calls it can work on at once (per instance when autoscaling). Needed slots ≈ calls per second × seconds each takes. Extra calls wait in the queue, then are rejected.
Queue capacity
Calls allowed to wait for a free slot. A bigger queue absorbs bursts but adds waiting time; 0 rejects straight away.
Latency (p50) (ms)
Typical time one call takes here, before any calls it makes itself. Slots are held for this long.
Latency (p99) (ms)
The slowest 1% of calls. Callers must set their timeout above this or they cut off healthy calls.
Attack block rate
Share of the attacks it covers that it stops. The rest pass through and are served like real users.
False positives (real users blocked)
Share of real users it wrongly blocks. Stricter rules raise the block rate and this together.

Problems that start with it

  • Injection filter blocks real users A strict prompt-injection filter flags 4% of real users as attackers.
  • A filter is not a permission An ops copilot reads public issues (untrusted), queries private repos and the customer database (private data), and posts comments, PRs and webhooks (outbound). That is the lethal trifecta. A prompt-injection classifier that stops 97% of attacks guards it, and attackers file 50 poisoned issues a second for 15 seconds.

Full lesson coming soon

Lessons are being added one component at a time: how it works, its settings, a live exercise to break and fix it, interview questions and a short check. See the Circuit breaker lesson for what one looks like.