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@The-Rabak The-Rabak commented Feb 22, 2026

feat/add-wg-bastion — LLM security guardrails crate (Phase 1 + 2)

What

Introduces wg-bastion, a new workspace member crate providing composable, pipeline-based security guardrails for LLM applications. This PR covers:

  • Phase 1 — Core pipeline framework: typed content model, stage execution engine with priority sorting, graceful degradation, and fail-mode enforcement.
  • Phase 2 — Prompt & injection security: 50 heuristic detection patterns, structural text analysis, ensemble scoring, input normalisation, system-prompt hardening, canary tokens, and RAG boundary marking.

13,000+ lines across 35 new files, 209 tests, 0 clippy warnings.


Why

LLM applications face a growing class of attacks (prompt injection, system prompt extraction, delimiter manipulation, encoding evasion) catalogued by the OWASP LLM Top 10. wg-bastion provides a Rust-native, zero-allocation-on-clean-path defense layer that integrates
with weavegraph's graph execution model. The heuristic path has 5.5ms P95 latency, 100% detection rate on the adversarial corpus, and <2% false positive rate.


Crate structure

wg-bastion/src/
├── config/mod.rs (262 lines) SecurityPolicy, PolicyBuilder, FailMode
├── pipeline/ Core execution framework
│ ├── content.rs (279 lines) Content enum: Text, Messages, ToolCall, ToolResult, RetrievedChunks
│ ├── stage.rs (441 lines) GuardrailStage trait, SecurityContext (session, risk, delegation chain)
│ ├── outcome.rs (286 lines) StageOutcome: Allow/Block/Transform/Escalate/Skip, Severity levels
│ ├── executor.rs (693 lines) PipelineExecutor: priority sorting, degradation, Transform propagation
│ ├── compat.rs (207 lines) LegacyAdapter bridging old SecurityStage → new GuardrailStage
│ └── mod.rs (324 lines) Legacy SecurityPipeline (kept for backward compat)
├── prompt/ System prompt protection (Phase 2A)
│ ├── template.rs (649 lines) SecureTemplate — typed placeholders {{name:type:max}}, auto-escaping
│ ├── scanner.rs (670 lines) TemplateScanner — regex+entropy secret detection in prompts
│ ├── honeytoken.rs (811 lines) HoneytokenStore — AES-256-GCM canary tokens, Aho-Corasick leak scan
│ ├── isolation.rs (546 lines) RoleIsolation — randomised [SYSTEM_START_] boundary markers
│ └── refusal.rs (550 lines) RefusalPolicy — per-severity response modes (block/redact/safe/escalate)
├── input/ Input validation (Phase 2B + 2C)
│ ├── normalization.rs (1,101 lines) NormalizationStage — NFKC, confusables, HTML, control chars, truncation
│ ├── injection.rs (784 lines) InjectionStage — composes heuristic + structural + ensemble into a stage
│ ├── patterns.rs (568 lines) 50 built-in regex patterns across 5 attack categories
│ ├── structural.rs (631 lines) StructuralAnalyzer — single-pass 5-signal text analysis
│ ├── ensemble.rs (480 lines) EnsembleScorer — 4 strategies: threshold, weighted avg, majority vote, max
│ └── spotlight.rs (578 lines) Spotlight — RAG chunk boundary marking + injection detection in chunks
└── lib.rs (143 lines) Crate root, feature gates, prelude

Plus:

  • tests/injection_detection.rs (784 lines) — 100 adversarial + 52 benign integration tests
  • fuzz/fuzz_targets/ — 3 cargo-fuzz targets (template, injection, normalization)

How the pipeline works

Content (user text)


PipelineExecutor::run()

├── Stage 1: NormalizationStage (priority 10)
│ Strips invisible Unicode, applies NFKC, maps confusable chars,
│ strips HTML tags (preserving LLM tokens like <|im_start|>),
│ decodes HTML entities. Returns Transform(clean_text) or Allow.

├── Stage 2: InjectionStage (priority 50)
│ ├─ HeuristicDetector: O(n) RegexSet scan across all 50 patterns
│ │ simultaneously, then individual captures for matched patterns.
│ ├─ StructuralAnalyzer: single-pass char accumulator computing
│ │ suspicious char ratio, instruction density, language mixing,
│ │ repetition anomaly, punctuation anomaly → overall_risk.
│ └─ EnsembleScorer: combines pattern weights + structural risk
│ into Block/Allow via configurable strategy.

└── (your custom stages at any priority)


PipelineResult
├── is_allowed() / blocked_reasons()
└── per-stage metrics (latency, degraded flag)

Each stage implements:

#[async_trait]
trait GuardrailStage: Send + Sync {
fn id(&self) -> &str;
async fn evaluate(&self, content: &Content, ctx: &SecurityContext)
-> Result<StageOutcome, StageError>;
fn degradable(&self) -> bool { true } // skip-on-error by default
fn priority(&self) -> u32 { 100 } // lower = runs first
}

A Block or Escalate short-circuits the pipeline. A Transform replaces the content for all subsequent stages. If a degradable stage errors, the pipeline logs it and continues.


Detection patterns (5 categories, 50 patterns)

┌──────────────────────────┬───────────────┬───────────────────────────────────────────────────────────────┬──────────────┐
│ Category │ IDs │ Examples │ Weight range │
├──────────────────────────┼───────────────┼───────────────────────────────────────────────────────────────┼──────────────┤
│ Role Confusion │ RC-001→RC-014 │ "You are now DAN", "Ignore all previous instructions" │ 0.5–1.0 │
├──────────────────────────┼───────────────┼───────────────────────────────────────────────────────────────┼──────────────┤
│ Instruction Override │ IO-001→IO-010 │ "IMPORTANT: override safety", "sudo mode" │ 0.5–0.95 │
├──────────────────────────┼───────────────┼───────────────────────────────────────────────────────────────┼──────────────┤
│ Delimiter Manipulation │ DM-001→DM-010 │ [INST], <|im_start|>, , ---\nsystem: │ 0.5–0.95 │
├──────────────────────────┼───────────────┼───────────────────────────────────────────────────────────────┼──────────────┤
│ System Prompt Extraction │ SE-001→SE-008 │ "Repeat your instructions", "What is your system prompt" │ 0.5–0.95 │
├──────────────────────────┼───────────────┼───────────────────────────────────────────────────────────────┼──────────────┤
│ Encoding Evasion │ EE-001→EE-008 │ Unicode escapes, HTML entities, base64 references, homoglyphs │ 0.5–0.65 │
└──────────────────────────┴───────────────┴───────────────────────────────────────────────────────────────┴──────────────┘

Patterns fire with weights; the ensemble scorer sums matched weights (capped at 1.0) and applies the configured strategy threshold (default: AnyAboveThreshold(0.7)).


Feature flags

┌────────────────────┬─────────┬────────────────────────────────────────────┬───────────────────────────────────────────────────────────┐
│ Flag │ Default │ Dependencies │ What it enables │
├────────────────────┼─────────┼────────────────────────────────────────────┼───────────────────────────────────────────────────────────┤
│ heuristics │ ✅ yes │ regex, aho-corasick, unicode-normalization │ All input/ and prompt/ modules │
├────────────────────┼─────────┼────────────────────────────────────────────┼───────────────────────────────────────────────────────────┤
│ honeytoken │ no │ ring, zeroize, aho-corasick │ AES-256-GCM canary token generation + detection │
├────────────────────┼─────────┼────────────────────────────────────────────┼───────────────────────────────────────────────────────────┤
│ normalization-html │ no │ lol_html │ Full HTML sanitisation (lol_html); regex fallback without │
├────────────────────┼─────────┼────────────────────────────────────────────┼───────────────────────────────────────────────────────────┤
│ moderation-onnx │ no │ ort │ ONNX ML classifier (Phase 3+) │
├────────────────────┼─────────┼────────────────────────────────────────────┼───────────────────────────────────────────────────────────┤
│ telemetry-otlp │ no │ opentelemetry stack │ OTLP export (Phase 3+) │
└────────────────────┴─────────┴────────────────────────────────────────────┴───────────────────────────────────────────────────────────┘


Test results

209 tests: 186 unit + 20 integration + 3 doctest
• 100% detection on 100-sample adversarial corpus (5 attack categories)
• 0% false positive on 52-sample benign corpus
• P95 pipeline latency: 5.5ms
• 0 clippy warnings (workspace-wide)
• cargo deny: clean (advisories, bans, licenses, sources)
• cargo machete: no unused dependencies


Key design decisions

  1. Cow<'_, str> everywhere in normalization — zero allocation when input is already clean (the common case). Only allocates when text actually needs transformation.
  2. RegexSet first-pass in HeuristicDetector — scans all 50 patterns in a single O(n) pass. Only patterns that match get individual Regex::captures() for span extraction.
  3. Single-pass CharAccumulator in StructuralAnalyzer — computes all 5 analysis signals in one character iteration instead of 4 separate passes.
  4. #[non_exhaustive] on all enums — StageOutcome, Content, Severity, FailMode are all non-exhaustive so future phases can add variants without breaking downstream.
  5. Feature-gated modules — prompt/ and input/ only compile when heuristics is enabled (it's in default). honeytoken pulls in ring + zeroize only when opted into.
  6. LegacyAdapter — bridges the Phase 0 SecurityStage trait to Phase 1's GuardrailStage trait, so existing stages don't need rewriting.

Files outside wg-bastion/ touched

┌─────────────────┬───────────────────────────────────────────────────────────────────────────────┐
│ File │ Change │
├─────────────────┼───────────────────────────────────────────────────────────────────────────────┤
│ Cargo.toml │ Added wg-bastion to workspace.members, added workspace.exclude for fuzz crate │
├─────────────────┼───────────────────────────────────────────────────────────────────────────────┤
│ deny.toml │ Added 3 new RUSTSEC advisories to ignore list (transitive, pre-existing) │
├─────────────────┼───────────────────────────────────────────────────────────────────────────────┤
│ SECURITY.md │ Added security policy document │
├─────────────────┼───────────────────────────────────────────────────────────────────────────────┤
│ CONTRIBUTING.md │ Already existed, unchanged │
└─────────────────┴───────────────────────────────────────────────────────────────────────────────┘

The-Rabak and others added 30 commits February 21, 2026 22:30
Add regex, aho-corasick, unicode-normalization, ring, zeroize, lol_html as
optional deps. Update heuristics feature, add honeytoken and normalization-html
feature gates.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Implement Task 2B.1 — Unicode NFKC normalization, HTML sanitization,
control character stripping, and content truncation as a GuardrailStage.

- NormalizationConfig with builder pattern (max bytes, toggles)
- NFKC normalization with zero-alloc fast path via is_nfkc_quick()
- Control char stripping (ZWSP, bidi controls, tag chars, etc.)
- HTML sanitization via lol_html (normalization-html feature) with
  regex fallback; script/style elements fully removed
- UTF-8-safe truncation at char boundaries
- Latin/Cyrillic script mixing detection for homoglyph attacks
- Handles all Content variants (Text, Messages, RetrievedChunks,
  ToolCall, ToolResult) with per-variant normalization
- 20 tests passing with both heuristics and normalization-html features

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Add prompt module with TemplateScanner for system prompt secret detection.
Includes RegexSet-based pattern matching, Shannon entropy analysis,
ScannerConfig builder, and GuardrailStage implementation.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…d auto-escaping

Adds template compilation, render with max-length enforcement, role marker
escaping, enum/number/json placeholders, and TemplateScanner integration.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Adds honeytoken generation, AES-256-GCM encryption with random nonces,
HKDF key derivation, HMAC fingerprinting, Aho-Corasick egress detection,
pool rotation, and zeroized key material.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…modes

Adds Block/Redact/SafeResponse/Escalate modes, per-severity override
mapping, audit entry creation with hashed reasons, and template rendering.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Adds 5-category pattern library (role confusion, instruction override,
delimiter manipulation, prompt extraction, encoding evasion) with RegexSet
two-pass detection and custom pattern support.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…rkers

Adds system prompt wrapping, per-request randomized markers, forgery
detection, nesting violation checks, and GuardrailStage implementation.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Adds suspicious char detection, instruction density, language mixing,
repetition anomaly, punctuation anomaly, and weighted risk scoring.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
PipelineExecutor::run() was passing the original content to every stage,
ignoring StageOutcome::Transform results. Now uses Cow<Content> to track
the current content through the pipeline, updating it when a stage returns
a Transform outcome.

Also adds refusal_response field to PipelineResult for Phase 2B
RefusalPolicy integration.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Adds EnsembleStrategy trait, AnyAboveThreshold, WeightedAverage,
MajorityVote, MaxScore strategies, and score normalization.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Add Phase 2 types to prelude, propagate transformed content through
pipeline stages via Cow, add refusal_response to PipelineResult.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…ctural + ensemble

Adds InjectionStage as GuardrailStage (priority 50) with full Content
variant handling, size limits, and structured JSON block reasons.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Adds per-request randomized markers, injection/role marker/forgery
detection in retrieved chunks, and GuardrailStage at priority 45.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…malization

Three fuzz targets for panic/crash testing with documentation in
fuzz/README.md.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
100 adversarial samples (100% detection), 52 benign samples (1.9% FP),
P95 latency 5.5ms. Tests full pipeline composition, RAG injection,
template security, ensemble strategies, and normalization evasion.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Address 73 clippy warnings: cast precision annotations, collapsible-if,
let-else rewrites, #[must_use], inline format args, # Panics docs,
finish_non_exhaustive for Debug impls, and function extractions.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
All 17 tasks complete. Gate metrics: 100% detection rate (target >90%),
1.9% FP rate (target <5%), P95 5.5ms (target <50ms), 197 tests.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…mulator

Merge detect_suspicious_chars, compute_language_mixing, compute_repetition
(char-level), and compute_punctuation_anomaly into a single char_indices()
iteration via CharAccumulator. Token repetition (word-level) extracted to
compute_token_repetition. compute_instruction_density unchanged.

Scoring formulas and public API preserved exactly.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Cache TemplateScanner in SecureTemplate (compile once, not per-render)
- Add AES-256 key length validation in HoneytokenStore
- Add HTML entity decoding (named + numeric) to NormalizationStage
- Cap SecurityContext delegation depth at 64
- Merge StructuralAnalyzer into single-pass char classification
- Add Unicode confusable mapping (Cyrillic/Greek → Latin)
- Revert accidental changes to weavegraph/ and wg-ragsmith/
- Fix clippy unnecessary_literal_bound in test modules
- Fix clippy float_cmp (use f32::EPSILON for structural tests)
- Fix clippy collapsible_if in executor transform stage
- Fix HTML regex stripping LLM special tokens (<|endoftext|> etc.)
- Remove nightly-only feature(doc_auto_cfg), fix doc links
- Add new RUSTSEC advisories to deny.toml ignore list
- Remove unused tempfile dev-dep, clean machete ignores
- Add workspace.exclude for fuzz crate, add [workspace] to fuzz
- Run cargo fmt --all for consistent formatting
The-Rabak and others added 3 commits February 22, 2026 22:17
- Standalone: pipeline scan (malicious vs clean input, with output)
- Standalone: normalization stage (zero-width char stripping demo)
- Standalone: SecureTemplate (typed placeholders, injection escaping)
- Standalone: TemplateScanner (secret detection in prompts)
- Standalone: HoneytokenStore (canary injection + leak detection)
- Standalone: RoleIsolation (boundary wrapping + forgery detection)
- Weavegraph: SecurityGateNode (input scanning, block/allow routing)
- Weavegraph: OutputScannerNode (secret + honeytoken leak scanning)
- All examples use verified API signatures from source

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Pull request overview

Adds wg-bastion as a new workspace crate providing a composable, pipeline-based set of LLM security guardrails (core pipeline + prompt/injection protections), plus supporting docs, fuzzing targets, and repo-wide security review/process updates.

Changes:

  • Introduces the wg-bastion crate (config + pipeline framework + prompt/input security modules).
  • Adds extensive security documentation (threat model, architecture, control matrix, playbooks) and fuzzing harnesses.
  • Updates workspace/repo policy files (workspace members, cargo-deny ignores, security policy, PR/review checklists).

Reviewed changes

Copilot reviewed 41 out of 42 changed files in this pull request and generated 8 comments.

Show a summary per file
File Description
Cargo.toml Adds wg-bastion to workspace members and excludes the fuzz crate from workspace builds.
deny.toml Extends ignored RustSec advisories list for transitive dependencies.
SECURITY.md Adds repository security policy and disclosure guidance.
CONTRIBUTING.md Adds wg-bastion-specific security review requirements and CI expectations.
.gitignore Updates ignored paths/patterns (incl. plan/todo files and some .github dirs).
.github/copilot-mcp-config.json Adds MCP server configuration for Copilot tooling.
.github/PULL_REQUEST_TEMPLATE.md Adds a security-focused PR checklist (esp. for wg-bastion changes).
wg-bastion/Cargo.toml New crate manifest: dependencies and feature flags (heuristics, honeytoken, normalization-html, etc.).
wg-bastion/src/lib.rs Crate root: module wiring, feature gates, and prelude re-exports.
wg-bastion/src/config/mod.rs SecurityPolicy / PolicyBuilder implementation (file/env loading + validation).
wg-bastion/src/pipeline/mod.rs Keeps legacy pipeline APIs and introduces new typed pipeline submodules.
wg-bastion/src/pipeline/content.rs Defines the Content enum and helpers for flattening to text.
wg-bastion/src/pipeline/outcome.rs Defines StageOutcome, Severity, and StageError for the new pipeline.
wg-bastion/src/pipeline/stage.rs Defines GuardrailStage and the new typed SecurityContext.
wg-bastion/src/pipeline/compat.rs Adds LegacyAdapter to bridge legacy SecurityStage into GuardrailStage.
wg-bastion/src/input/mod.rs Wires input-security modules behind the heuristics feature.
wg-bastion/src/input/patterns.rs Adds built-in injection regex pattern library (+ tests).
wg-bastion/src/input/ensemble.rs Adds ensemble scoring strategies and EnsembleScorer.
wg-bastion/src/input/spotlight.rs Adds RAG chunk boundary marking + injection/forgery detection stage.
wg-bastion/src/prompt/mod.rs Wires prompt-protection modules (scanner/template/isolation/honeytoken/refusal).
wg-bastion/src/prompt/isolation.rs Adds system-boundary marker wrapping + forged/nesting/unmatched marker detection stage.
wg-bastion/src/prompt/template.rs Adds SecureTemplate with typed placeholders, escaping, and secret scanning.
wg-bastion/src/prompt/refusal.rs Adds RefusalPolicy to map blocking outcomes to user-facing refusal actions + audit entries.
wg-bastion/fuzz/Cargo.toml Adds a dedicated cargo-fuzz crate for wg-bastion fuzz targets.
wg-bastion/fuzz/README.md Documents how to run fuzz targets.
wg-bastion/fuzz/fuzz_targets/fuzz_template.rs Fuzz target for template compile/render.
wg-bastion/fuzz/fuzz_targets/fuzz_injection.rs Fuzz target for injection detector determinism/panic safety.
wg-bastion/fuzz/fuzz_targets/fuzz_normalization.rs Fuzz target for normalization stage evaluation.
wg-bastion/docs/threat_model.md Adds threat model document (OWASP/NIST/MITRE aligned).
wg-bastion/docs/diagrams/data_flow.mmd Adds Mermaid data-flow diagram for the security boundary architecture.
wg-bastion/docs/control_matrix.md Adds narrative control matrix documentation.
wg-bastion/docs/control_matrix.csv Adds machine-readable control matrix mapping controls→modules→tests.
wg-bastion/docs/attack_playbooks/llm01_prompt_injection.md Adds incident response playbook for prompt injection.
wg-bastion/docs/architecture.md Adds detailed architecture document and planned integration patterns.

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Comment thread wg-bastion/src/input/ensemble.rs
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Comment thread wg-bastion/src/prompt/refusal.rs
Comment thread wg-bastion/src/prompt/template.rs
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