Foundation Models validation

Build model-backed Apple features with explicit privacy and proof boundaries.

Model-backed Swift needs more than a compiling LanguageModelSession. Teams need tool authorization, prompt and output boundaries, model availability behavior, evaluation evidence, Private Cloud Compute fallback, and current beta workarounds.

inspect current Swift

$axint validate-swift Sources/Intelligence

models

on-device + PCC

tools

authorization boundaries

quality

evaluation evidence

01

Generate the proof cues with the scaffold

Foundation Models templates include session setup, tool declarations, prompt-version metadata, transcript and redaction cues, availability handling, and current sampling guidance so the first implementation starts with inspectable boundaries.

02

Track active beta caveats separately

Resolved simulator limitations should not remain active warnings. Current generation and Private Cloud Compute issues stay in a volatile catalog with status, affected build, workaround, and source link.

03

Require evaluation before calling it ready

A model session compiling is not proof that its outputs are useful or safe. Readiness reports can ask for representative evaluation cases, fallback behavior, sensitive-field redaction, prompt-injection handling, and failure-state evidence.

common questions

Does Axint run Foundation Models on non-Apple platforms?

No. It can author and statically inspect supporting Swift anywhere, but Apple model execution requires supported Apple hardware and system software.

Does it send prompts to a third-party model?

Local validation does not. Generated Apple code can use the model providers and execution targets the app developer explicitly chooses.

continue

Put the contract into a real run.