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CAMEL-25311: Add local Wolf-Defender semantic expert - #27564
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Expose a fixed injection operation using expert-owned semantic contracts. Return a Boolean verdict alongside the positive-class probability, with bounded local ONNX inference, token preflight and managed cancellation. Include module metadata, documentation, synthetic native fixtures and opt-in integration tests against the pinned Wolf-Defender Small model. Co-authored-by: Codex <noreply@openai.com> Signed-off-by: Luigi De Masi <ldemasi@redhat.com>
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🌟 Thank you for your contribution to the Apache Camel project! 🌟 🐫 Apache Camel Committers, please review the following items:
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This is great. Thanks @luigidemasi !
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🧪 CI tested the following changed modules:
✅ POM dependency changes: targeted tests included Changed properties: onnxruntime-version Modules affected by dependency changes (1)
🔬 Scalpel shadow comparison — Scalpel: 590 of 702 tested, 4 compile-only — current: 76 all testedMaveniverse Scalpel detected 590 affected modules (current approach: 76). Changed properties: onnxruntime-version Skip-tests mode would test 590 modules (14 direct + 571 downstream), skip tests for 4 (generated code, meta-modules)
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| Module | Duration | Status |
|---|---|---|
| Camel :: Catalog :: Camel Catalog | 25.3s | SUCCESS |
| Camel :: Docs | 16.6s | SUCCESS |
| Camel :: Maven Plugins :: Camel Maven Package | 13.7s | SUCCESS |
| Camel :: AI :: Wolf-Defender | 8.4s | SUCCESS |
| Camel :: Kamelet Main | 8.1s | SUCCESS |
| Camel :: All Components Sync point | 4.7s | SUCCESS |
| Camel :: AI :: Parent | 1.3s | SUCCESS |
| Camel :: Parent | 1.1s | SUCCESS |
| Camel :: BOM | 0.2s | SUCCESS |
Top 20 slowest modules:
Camel :: Catalog :: Camel Catalog(25.3s)Camel :: Docs(16.6s)Camel :: Maven Plugins :: Camel Maven Package(13.7s)Camel :: AI :: Wolf-Defender(8.4s)Camel :: Kamelet Main(8.1s)Camel :: All Components Sync point(4.7s)Camel :: AI :: Parent(1.3s)Camel :: Parent(1.1s)Camel :: BOM(0.2s)
yes @apupier, the native unit tests already skip |
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I think this should not have been merged base don last comment, it will break on jenkins CI |
Description
Add
camel-wolf-defender, a local prompt-injection expert forcamel-semantic. A namedinjectionevaluation returns a Boolean verdict and retainsP(INJECTION)without replacing the message body. Routes can invoke it through${semantic('injection')}or the semantic language.The expert uses the operation contract introduced by CAMEL-25382. It declares and validates its threshold, uncertainty band and uncertainty policy, applies that policy once, and rejects unsupported operations and parameters before inference. Batch input preflight checks character and token limits before any expert performs inference.
Local CPU inference uses a pinned Wolf-Defender Small v2 FP32 ONNX artifact, ONNX Runtime Java and DJL Hugging Face Tokenizers. Model files are explicitly provisioned and checked by hash. Sessions and tokenizer resources are reused by a bounded worker; timeout and interruption request cooperative cancellation, and restart waits for a previously timed-out worker to terminate. Operational failures remain errors and diagnostics omit submitted text.
The initial implementation rejects input above 2,048 tokens, including special tokens, without truncation. It does not implement the model's overlapping-window document protocol. Linux x86-64 CPU is validated; other native platforms are documented as unverified.
Includes module/BOM registration, generated metadata and documentation, synthetic native fixtures, a runnable example and opt-in real-model tests. Excludes the shared semantic service descriptor from JBang's automatic dependency mapping so discovery does not download an arbitrary provider. Static operation inspection uses the shared class contract; expert-specific Catalog APIs remain separate framework work.
Validation:
mvnd -B -ntp -Dmaven.build.cache.enabled=false clean install -DskipTests: all 701 reactor modules passed.Target
main(Camel 4).Tracking
Apache Camel coding standards and style
AI-assisted contributions
Generated by Codex via /oss-fix-issue.