Detects the most appropriate agent style based on user message content, along with a confidence level. This is a local fallback for environments where LLM pre-analysis is unavailable. Normal execution uses structured pre-analysis first.
(message: &str)
| 254 | /// This is a local fallback for environments where LLM pre-analysis is |
| 255 | /// unavailable. Normal execution uses structured pre-analysis first. |
| 256 | pub fn detect_with_confidence(message: &str) -> (Self, DetectionConfidence) { |
| 257 | // Chinese text has high ambiguity in intent classification due to |
| 258 | // compound verb structures and context-dependent meaning. |
| 259 | // Bypass keyword matching entirely and route to LLM classification. |
| 260 | if message |
| 261 | .chars() |
| 262 | .any(|c| ('\u{4e00}'..='\u{9fff}').contains(&c)) |
| 263 | { |
| 264 | return (AgentStyle::GeneralPurpose, DetectionConfidence::Low); |
| 265 | } |
| 266 | |
| 267 | let lower = message.to_lowercase(); |
| 268 | |
| 269 | // === HIGH CONFIDENCE: Very specific patterns === |
| 270 | |
| 271 | // Strong verification indicators |
| 272 | if lower.contains("try to break") |
| 273 | || lower.contains("find vulnerabilities") |
| 274 | || lower.contains("adversarial") |
| 275 | || lower.contains("security audit") |
| 276 | { |
| 277 | return (AgentStyle::Verification, DetectionConfidence::High); |
| 278 | } |
| 279 | |
| 280 | // Strong plan indicators |
| 281 | if lower.contains("help me plan") |
| 282 | || lower.contains("help me design") |
| 283 | || lower.contains("create a plan") |
| 284 | || lower.contains("implementation plan") |
| 285 | || lower.contains("step-by-step plan") |
| 286 | { |
| 287 | return (AgentStyle::Plan, DetectionConfidence::High); |
| 288 | } |
| 289 | |
| 290 | // Strong exploration indicators |
| 291 | if lower.contains("find all files") |
| 292 | || lower.contains("search for all") |
| 293 | || lower.contains("locate all") |
| 294 | { |
| 295 | return (AgentStyle::Explore, DetectionConfidence::High); |
| 296 | } |
| 297 | |
| 298 | // === MEDIUM CONFIDENCE: Specific but less definitive === |
| 299 | |
| 300 | // Verification keywords |
| 301 | if lower.contains("verify") |
| 302 | || lower.contains("verification") |
| 303 | || lower.contains("break") |
| 304 | || lower.contains("debug") |
| 305 | || lower.contains("test") |
| 306 | || lower.contains("check if") |
| 307 | { |
| 308 | return (AgentStyle::Verification, DetectionConfidence::Medium); |
| 309 | } |
| 310 | |
| 311 | // Plan keywords |
| 312 | if lower.contains("plan") |
| 313 | || lower.contains("design") |