release: prepare v1.7.1

- add Chinese intent classification examples

- always use the main LLM client for low-confidence intent routing

- align SDK package versions for the 1.7.1 release

Author: claude

Cargo.lock

@@ -1,6 +1,6 @@
 [package]
 name = "a3s-code-core"
-version = "1.7.0"
+version = "1.7.1"
 edition = "2021"
 authors = ["A3S Lab Team"]
 license = "MIT"

core/Cargo.toml

@@ -22,3 +22,10 @@ Examples:
 - "Verify that this code works" → Verification
 - "Review this PR" → CodeReview
 - "Implement user login" → GeneralPurpose
+- "帮我规划一下这个项目" → Plan
+- "帮我探索一下当前工作区" → Explore
+- "帮我验证登录流程是否正确" → Verification
+- "帮我审查这段代码" → CodeReview
+- "帮我实现这个功能" → GeneralPurpose
+- "帮我找一下用户模型的代码在哪里" → Explore
+- "帮我检查一下这个 bug" → Verification

core/prompts/intent_classify_system.md

@@ -1639,25 +1639,20 @@ impl AgentLoop {
             // Auto mode: use keyword confidence first, fallback to LLM classification
             let (style, confidence) = AgentStyle::detect_with_confidence(prompt);
             if confidence == DetectionConfidence::Low {
-                // Low confidence — use LLM classification if available
-                if let Some(ref llm) = self.config.llm_client {
-                    match AgentStyle::detect_with_llm(llm.as_ref(), prompt).await {
-                        Ok(classified_style) => {
-                            tracing::debug!(
-                                intent.classification = ?classified_style,
-                                intent.source = "llm",
-                                "Intent classified via LLM"
-                            );
-                            classified_style.requires_planning()
-                        }
-                        Err(e) => {
-                            tracing::warn!(error = %e, "LLM intent classification failed, using keyword detection");
-                            style.requires_planning()
-                        }
+                // Low confidence — use LLM classification
+                match AgentStyle::detect_with_llm(self.llm_client.as_ref(), prompt).await {
+                    Ok(classified_style) => {
+                        tracing::debug!(
+                            intent.classification = ?classified_style,
+                            intent.source = "llm",
+                            "Intent classified via LLM"
+                        );
+                        classified_style.requires_planning()
+                    }
+                    Err(e) => {
+                        tracing::warn!(error = %e, "LLM intent classification failed, using keyword detection");
+                        style.requires_planning()
                     }
-                } else {
-                    // No LLM client available — use keyword detection
-                    style.requires_planning()
                 }
             } else {
                 // High/Medium confidence — use keyword detection directly

core/src/agent.rs

@@ -1,6 +1,6 @@
 [package]
 name = "a3s-code-node"
-version = "1.7.0"
+version = "1.7.1"
 edition = "2021"
 authors = ["A3S Lab Team"]
 license = "MIT"
@@ -11,7 +11,7 @@ description = "A3S Code Node.js bindings - Native addon via napi-rs"
 crate-type = ["cdylib"]
 
 [dependencies]
-a3s-code-core = { version = "1.6.0", path = "../../core", features = ["ahp"] }
+a3s-code-core = { version = "1.7.1", path = "../../core", features = ["ahp"] }
 napi = { version = "2", features = ["async", "napi6", "serde-json"] }
 napi-derive = "2"
 tokio = { version = "1.35", features = ["full"] }

sdk/node/Cargo.toml

@@ -1,6 +1,6 @@
 {
   "name": "@a3s-lab/code",
-  "version": "1.7.0",
+  "version": "1.7.1",
   "description": "A3S Code - Native AI coding agent library for Node.js",
   "main": "index.js",
   "types": "index.d.ts",
@@ -46,12 +46,12 @@
     "test:ocr-provider-example": "node examples/test-document-ocr-provider.js"
   },
   "optionalDependencies": {
-    "@a3s-lab/code-darwin-arm64": "1.7.0",
-    "@a3s-lab/code-darwin-x64": "1.7.0",
-    "@a3s-lab/code-linux-x64-gnu": "1.7.0",
-    "@a3s-lab/code-linux-x64-musl": "1.7.0",
-    "@a3s-lab/code-linux-arm64-gnu": "1.7.0",
-    "@a3s-lab/code-linux-arm64-musl": "1.7.0",
-    "@a3s-lab/code-win32-x64-msvc": "1.7.0"
+    "@a3s-lab/code-darwin-arm64": "1.7.1",
+    "@a3s-lab/code-darwin-x64": "1.7.1",
+    "@a3s-lab/code-linux-x64-gnu": "1.7.1",
+    "@a3s-lab/code-linux-x64-musl": "1.7.1",
+    "@a3s-lab/code-linux-arm64-gnu": "1.7.1",
+    "@a3s-lab/code-linux-arm64-musl": "1.7.1",
+    "@a3s-lab/code-win32-x64-msvc": "1.7.1"
   }
 }

sdk/node/package-lock.json

@@ -1,6 +1,6 @@
 [package]
 name = "a3s-code-py"
-version = "1.7.0"
+version = "1.7.1"
 edition = "2021"
 authors = ["A3S Lab Team"]
 license = "MIT"
@@ -12,7 +12,7 @@ name = "a3s_code"
 crate-type = ["cdylib"]
 
 [dependencies]
-a3s-code-core = { version = "1.7.0", path = "../../core", features = ["ahp"] }
+a3s-code-core = { version = "1.7.1", path = "../../core", features = ["ahp"] }
 pyo3 = "0.23"
 tokio = { version = "1.35", features = ["full"] }
 serde_json = "1.0"

sdk/node/package.json

@@ -4,7 +4,7 @@ build-backend = "maturin"
 
 [project]
 name = "a3s-code"
-version = "1.7.0"
+version = "1.7.1"
 description = "A3S Code - Native Python bindings for the AI coding agent"
 readme = "README.md"
 license = {text = "MIT"}