perf(asr): speed up local Flow dictation and land CLM/keyboard refactor

Reduce perceived latency from key release to final text:
- Adaptive chunking: 2.5s first chunk + 5s follow-ups so short
  utterances start on-device recognition while still recording.
- Session-level ASR warmup and audio-format cache reuse to remove
  per-utterance cold-start of SpeechAnalyzer.
- Mirror live pipelined partials to the keyboard transcript line via
  a new flow.transcriptionPartial App Group key + Darwin ping.

Also commits the accumulated custom language model, Flow session,
keyboard extension restructure, and Xiaomi MiMo provider work in
progress on this branch.

OSGKeyboard/Assets.xcassets/mimo.imageset/Contents.json

@@ -0,0 +1,15 @@
+{
+  "images" : [
+    {
+      "filename" : "mimo.png",
+      "idiom" : "universal"
+    }
+  ],
+  "info" : {
+    "author" : "xcode",
+    "version" : 1
+  },
+  "properties" : {
+    "template-rendering-intent" : "template"
+  }
+}

OSGKeyboard/OSGKeyboardApp.swift

@@ -6,76 +6,24 @@ import OSGKeyboardShared
 
 @main
 struct OSGKeyboardApp: App {
-    @Environment(\.scenePhase) private var scenePhase
-
-    @StateObject private var config = ProviderConfig.shared
-    @StateObject private var dictationCoordinator = DictationSessionCoordinator()
-    @StateObject private var flowManager = FlowSessionManager()
-
     init() {
         MaterialIconsFont.registerIfNeeded()
-        // v0.2.0: no backend-specific ASR provider to install here.
-        // The local engine uses iOS 26 `SpeechAnalyzer` +
-        // `DictationTranscriber`, which the shared framework wires
-        // up directly via `ASRServiceFactory.make(...)`. The previous
-        // Qwen3 CoreML backend (and its mlx-swift transitive
-        // dependency) was removed in this release.
+        if AppGroup.isAvailable {
+            CustomLanguageModelManager.shared.prepareInBackgroundIfNeeded()
+        }
     }
 
     var body: some Scene {
         WindowGroup {
-            ThemedRoot {
-                if AppGroup.isAvailable {
-                    if config.hasCompletedOnboarding {
-                        MainTabView()
-                    } else {
-                        OnboardingView(config: config)
-                    }
-                } else {
+            if AppGroup.isAvailable {
+                ThemedRoot {
+                    MainAppRoot()
+                }
+            } else {
+                ThemedRoot {
                     AppGroupErrorView()
                 }
             }
-            .environment(\.locale, config.uiLanguage.swiftUILocale)
-            .environmentObject(flowManager)
-            .onAppear {
-                FlowAppLifecycle.shared.setForeground(scenePhase == .active)
-                flowManager.setAppForeground(scenePhase == .active)
-            }
-            .onOpenURL { url in
-                guard url.scheme == "osgkeyboard" else { return }
-                switch url.host {
-                case "dictate":
-                    dictationCoordinator.present()
-                case "startflow":
-                    flowManager.startSession()
-                default:
-                    break
-                }
-            }
-            .fullScreenCover(isPresented: $dictationCoordinator.isPresenting) {
-                DictationCaptureView(
-                    config: config,
-                    coordinator: dictationCoordinator
-                )
-            }
-            .onChange(of: config.hasCompletedOnboarding) { _, done in
-                if done {
-                    flowManager.autoStartIfNeeded()
-                    // v0.2.0: no on-device ASR weights to warm up.
-                    // iOS `SpeechAnalyzer` is always ready.
-                }
-            }
-            .onChange(of: scenePhase) { _, phase in
-                flowManager.handleScenePhase(phase)
-                guard phase == .active, AppGroup.isAvailable, config.hasCompletedOnboarding else { return }
-                // v0.2.0: iOS `SpeechAnalyzer` is bundled with the OS
-                // and needs no warm-up after a background trip.
-                if flowManager.isActive {
-                    flowManager.extendSession()
-                } else {
-                    flowManager.autoStartIfNeeded()
-                }
-            }
         }
     }
 }

OSGKeyboard/Resources/CustomLanguageModel/ai-tech-brands/v1/manifest.json

@@ -1,21 +1,21 @@
 {
   "version": "v1",
   "name": "ai-tech-brands",
-  "generated_at": "2026-07-05T08:00:01.226941+00:00",
+  "generated_at": "2026-07-05T11:34:08.462301+00:00",
   "locale": "zh-Hans",
-  "entry_count": 749,
+  "entry_count": 1259,
   "seed_file": "Scripts/lexicon/seeds/ai_tech_brands_seed.tsv",
   "license": "MIT (curated seed; OSGKeyboard contributors)",
   "categories": {
-    "ai_brand": 133,
-    "ai_model": 31,
-    "ai_platform": 20,
-    "ai_term": 116,
-    "dev_tool": 74,
+    "ai_brand": 169,
+    "ai_model": 90,
+    "ai_platform": 53,
+    "ai_term": 197,
+    "dev_tool": 283,
     "fintech": 7,
-    "tech_company": 280,
+    "tech_company": 314,
     "tech_leader": 37,
-    "tech_term": 51
+    "tech_term": 109
   },
   "notes": [
     "Curated bilingual AI brands, tech companies, terminology, and hot words.",

OSGKeyboard/Resources/CustomLanguageModel/ai-tech-brands/v1/phrases.tsv

@@ -18,10 +18,22 @@ open ai		ai_tech_seed	ai_brand	100	OpenAI
 Open AI		ai_tech_seed	ai_brand	100	OpenAI
 OpenAI		ai_tech_seed	ai_brand	100	OpenAI
 深度求索	shen du qiu suo	ai_tech_seed	ai_brand	100	深度求索
+ChatGPT 5		ai_tech_seed	ai_model	98	GPT-5
+gpt five		ai_tech_seed	ai_model	98	GPT-5
+GPT five		ai_tech_seed	ai_model	98	GPT-5
+gpt five five		ai_tech_seed	ai_model	98	GPT-5.5
+GPT five point five		ai_tech_seed	ai_model	98	GPT-5.5
+GPT-5		ai_tech_seed	ai_model	98	GPT-5
+GPT-5.5		ai_tech_seed	ai_model	98	GPT-5.5
+gpt-5.5		ai_tech_seed	ai_model	98	GPT-5.5
 NVDA		ai_tech_seed	tech_company	98	Nvidia
 Nvidia		ai_tech_seed	tech_company	98	Nvidia
 nvidia		ai_tech_seed	tech_company	98	Nvidia
 英伟达		ai_tech_seed	tech_company	98	Nvidia
+Claude Code		ai_tech_seed	dev_tool	96	Claude Code
+claude code		ai_tech_seed	dev_tool	96	Claude Code
+ClaudeCode		ai_tech_seed	dev_tool	96	Claude Code
+克劳德代码		ai_tech_seed	dev_tool	96	Claude Code
 Alibaba		ai_tech_seed	tech_company	95	Alibaba
 alibaba		ai_tech_seed	tech_company	95	Alibaba
 Alphabet		ai_tech_seed	tech_company	95	Google
@@ -36,6 +48,9 @@ byd		ai_tech_seed	tech_company	95	BYD
 byte dance		ai_tech_seed	tech_company	95	ByteDance
 ByteDance		ai_tech_seed	tech_company	95	ByteDance
 Bytedance		ai_tech_seed	tech_company	95	ByteDance
+deepseek r one		ai_tech_seed	ai_model	95	DeepSeek R1
+DeepSeek R1		ai_tech_seed	ai_model	95	DeepSeek R1
+DeepSeek-R1		ai_tech_seed	ai_model	95	DeepSeek R1
 Facebook		ai_tech_seed	tech_company	95	Meta
 Gemini		ai_tech_seed	ai_brand	95	Gemini
 gemini		ai_tech_seed	ai_brand	95	Gemini
@@ -100,8 +115,18 @@ xiaomi		ai_tech_seed	tech_company	95	Xiaomi
 通义千问		ai_tech_seed	ai_brand	95	Qwen
 阿里		ai_tech_seed	tech_company	95	Alibaba
 阿里巴巴		ai_tech_seed	tech_company	95	Alibaba
+claude opus		ai_tech_seed	ai_model	94	Claude Opus
+claude sonnet		ai_tech_seed	ai_model	94	Claude Sonnet
+Opus		ai_tech_seed	ai_model	94	Claude Opus
+Opus 4		ai_tech_seed	ai_model	94	Claude Opus
+Opus 4.7		ai_tech_seed	ai_model	94	Claude Opus
+Sonnet		ai_tech_seed	ai_model	94	Claude Sonnet
+Sonnet 4		ai_tech_seed	ai_model	94	Claude Sonnet
+Sonnet 4.6		ai_tech_seed	ai_model	94	Claude Sonnet
 agent		ai_tech_seed	ai_term	92	智能体
 Agent		ai_tech_seed	ai_term	92	智能体
+Agent Mode		ai_tech_seed	ai_term	92	Agent Mode
+agent mode		ai_tech_seed	ai_term	92	Agent Mode
 AI agent		ai_tech_seed	ai_term	92	智能体
 Amazon Web Services		ai_tech_seed	tech_company	92	AWS
 aws		ai_tech_seed	tech_company	92	AWS
@@ -109,13 +134,34 @@ Baidu		ai_tech_seed	tech_company	92	Baidu
 baidu		ai_tech_seed	tech_company	92	Baidu
 CATL		ai_tech_seed	tech_company	92	CATL
 catl		ai_tech_seed	tech_company	92	CATL
+Codex		ai_tech_seed	dev_tool	92	OpenAI Codex
+codex cli		ai_tech_seed	dev_tool	92	OpenAI Codex
+Composer		ai_tech_seed	dev_tool	92	Composer
+Composer 2		ai_tech_seed	dev_tool	92	Composer
+Composer 2.5		ai_tech_seed	dev_tool	92	Composer
+context engineering		ai_tech_seed	ai_term	92	context engineering
+cursor composer		ai_tech_seed	dev_tool	92	Composer
+Cursor Composer		ai_tech_seed	dev_tool	92	Cursor Composer
 deepseek r1		ai_tech_seed	ai_model	92	DeepSeek-R1
-DeepSeek R1		ai_tech_seed	ai_model	92	DeepSeek-R1
-DeepSeek-R1		ai_tech_seed	ai_model	92	DeepSeek-R1
+deepseek v four		ai_tech_seed	ai_model	92	DeepSeek V4
+deepseek v three		ai_tech_seed	ai_model	92	DeepSeek V3
+DeepSeek V3		ai_tech_seed	ai_model	92	DeepSeek V3
+DeepSeek V4		ai_tech_seed	ai_model	92	DeepSeek V4
+DeepSeek V4 Pro		ai_tech_seed	ai_model	92	DeepSeek V4
+DeepSeek-V3		ai_tech_seed	ai_model	92	DeepSeek V3
+DeepSeek-V4		ai_tech_seed	ai_model	92	DeepSeek V4
+dictation transcriber		ai_tech_seed	dev_tool	92	DictationTranscriber
+Dictation Transcriber		ai_tech_seed	dev_tool	92	DictationTranscriber
+DictationTranscriber		ai_tech_seed	dev_tool	92	DictationTranscriber
 Elon Musk		ai_tech_seed	tech_leader	92	Elon Musk
 elon musk		ai_tech_seed	tech_leader	92	Elon Musk
+Gemini 3 Pro		ai_tech_seed	ai_model	92	Gemini 3 Pro
+Gemini Pro		ai_tech_seed	ai_model	92	Gemini 3 Pro
+gemini three pro		ai_tech_seed	ai_model	92	Gemini 3 Pro
 GitHub		ai_tech_seed	tech_company	92	GitHub
 github		ai_tech_seed	tech_company	92	GitHub
+gpt four o		ai_tech_seed	ai_model	92	GPT-4o
+GPT four oh		ai_tech_seed	ai_model	92	GPT-4o
 large language model		ai_tech_seed	ai_term	92	LLM
 large model		ai_tech_seed	ai_term	92	大模型
 LLM		ai_tech_seed	ai_term	92	LLM
@@ -123,14 +169,21 @@ llm		ai_tech_seed	ai_term	92	LLM
 MCP		ai_tech_seed	ai_term	92	MCP
 MCP server		ai_tech_seed	ai_term	92	MCP
 model context protocol		ai_tech_seed	ai_term	92	MCP
+OpenAI Codex		ai_tech_seed	dev_tool	92	OpenAI Codex
+openai codex		ai_tech_seed	dev_tool	92	OpenAI Codex
 prompt		ai_tech_seed	ai_term	92	提示词
 Prompt		ai_tech_seed	ai_term	92	提示词
 R1		ai_tech_seed	ai_model	92	DeepSeek-R1
+speech analyzer		ai_tech_seed	dev_tool	92	SpeechAnalyzer
+Speech Analyzer		ai_tech_seed	dev_tool	92	SpeechAnalyzer
+SpeechAnalyzer		ai_tech_seed	dev_tool	92	SpeechAnalyzer
 tik tok		ai_tech_seed	tech_company	92	TikTok
 Tik Tok		ai_tech_seed	tech_company	92	TikTok
 TikTok		ai_tech_seed	tech_company	92	TikTok
 we chat		ai_tech_seed	tech_company	92	WeChat
 WeChat		ai_tech_seed	tech_company	92	WeChat
+上下文工程		ai_tech_seed	ai_term	92	context engineering
+代理模式		ai_tech_seed	ai_term	92	Agent Mode
 大模型	da mo xing	ai_tech_seed	ai_term	92	大模型
 大语言模型		ai_tech_seed	ai_term	92	LLM
 宁德时代		ai_tech_seed	tech_company	92	CATL
@@ -138,20 +191,21 @@ WeChat		ai_tech_seed	tech_company	92	WeChat
 抖音海外		ai_tech_seed	tech_company	92	TikTok
 提示词	ti shi ci	ai_tech_seed	ai_term	92	提示词
 智能体	zhi neng ti	ai_tech_seed	ai_term	92	智能体
+智能体模式		ai_tech_seed	ai_term	92	Agent Mode
 百度		ai_tech_seed	tech_company	92	Baidu
 马斯克		ai_tech_seed	tech_leader	92	Elon Musk
 agentic		ai_tech_seed	ai_term	90	agent
 AGI		ai_tech_seed	ai_term	90	AGI
 agi		ai_tech_seed	ai_term	90	AGI
 alphabet		ai_tech_seed	tech_company	90	Alphabet
+Codex CLI		ai_tech_seed	dev_tool	90	Codex CLI
 Copilot		ai_tech_seed	ai_brand	90	Copilot
 copilot		ai_tech_seed	ai_brand	90	Copilot
 Cursor		ai_tech_seed	dev_tool	90	Cursor
 cursor ai		ai_tech_seed	dev_tool	90	Cursor
 Cursor AI		ai_tech_seed	dev_tool	90	Cursor
+custom language model data		ai_tech_seed	dev_tool	90	SFCustomLanguageModelData
 deepseek v3		ai_tech_seed	ai_model	90	DeepSeek-V3
-DeepSeek V3		ai_tech_seed	ai_model	90	DeepSeek-V3
-DeepSeek-V3		ai_tech_seed	ai_model	90	DeepSeek-V3
 DJI		ai_tech_seed	tech_company	90	DJI
 dji		ai_tech_seed	tech_company	90	DJI
 dou yin		ai_tech_seed	tech_company	90	Douyin
@@ -164,6 +218,8 @@ ERNIE		ai_tech_seed	ai_brand	90	文心一言
 Ernie		ai_tech_seed	ai_brand	90	文心一言
 fine tuning		ai_tech_seed	ai_term	90	微调
 fine-tuning		ai_tech_seed	ai_term	90	微调
+Gemini 2.5 Pro		ai_tech_seed	ai_model	90	Gemini 2.5 Pro
+gemini two five pro		ai_tech_seed	ai_model	90	Gemini 2.5 Pro
 GitHub Copilot		ai_tech_seed	ai_brand	90	Copilot
 GLM		ai_tech_seed	ai_brand	90	GLM
 glm		ai_tech_seed	ai_brand	90	GLM
@@ -173,6 +229,10 @@ Jensen Huang		ai_tech_seed	tech_leader	90	Jensen Huang
 jensen huang		ai_tech_seed	tech_leader	90	Jensen Huang
 k8s		ai_tech_seed	dev_tool	90	Kubernetes
 K8s		ai_tech_seed	dev_tool	90	Kubernetes
+kimi k two		ai_tech_seed	ai_model	90	Kimi K2
+Kimi K2		ai_tech_seed	ai_model	90	Kimi K2
+Kimi K2.5		ai_tech_seed	ai_model	90	Kimi K2
+Kimi K2.6		ai_tech_seed	ai_model	90	Kimi K2
 Kubernetes		ai_tech_seed	dev_tool	90	Kubernetes
 kubernetes		ai_tech_seed	dev_tool	90	Kubernetes
 Lei Jun		ai_tech_seed	tech_leader	90	雷军
@@ -186,12 +246,21 @@ Llama 3		ai_tech_seed	ai_model	90	Llama
 Llama 4		ai_tech_seed	ai_model	90	Llama
 LoRA		ai_tech_seed	ai_term	90	LoRA
 lora		ai_tech_seed	ai_term	90	LoRA
+mcp server		ai_tech_seed	ai_term	90	MCP server
 Microsoft Copilot		ai_tech_seed	ai_brand	90	Copilot
+multi agent		ai_tech_seed	ai_term	90	multi-agent
+multi-agent		ai_tech_seed	ai_term	90	multi-agent
 NIO		ai_tech_seed	tech_company	90	NIO
 nio		ai_tech_seed	tech_company	90	NIO
 prompt engineering		ai_tech_seed	ai_term	90	prompt
+Qwen Coder		ai_tech_seed	ai_model	90	Qwen Coder
+qwen coder		ai_tech_seed	ai_model	90	Qwen Coder
+SF Custom Language Model Data		ai_tech_seed	dev_tool	90	SFCustomLanguageModelData
+SFCustomLanguageModelData		ai_tech_seed	dev_tool	90	SFCustomLanguageModelData
 Steve Jobs		ai_tech_seed	tech_leader	90	乔布斯
 steve jobs		ai_tech_seed	tech_leader	90	Steve Jobs
+tool calling		ai_tech_seed	ai_term	90	tool calling
+tool-calling		ai_tech_seed	ai_term	90	tool calling
 TSMC		ai_tech_seed	tech_company	90	TSMC
 tsmc		ai_tech_seed	tech_company	90	TSMC
 X Peng		ai_tech_seed	tech_company	90	XPeng
@@ -200,19 +269,24 @@ xpeng		ai_tech_seed	tech_company	90	XPeng
 Zhipu		ai_tech_seed	ai_brand	90	GLM
 乔布斯	qiao bu si	ai_tech_seed	tech_leader	90	乔布斯
 低秩适配		ai_tech_seed	ai_term	90	LoRA
+千问 coder		ai_tech_seed	ai_model	90	Qwen Coder
 台积电		ai_tech_seed	tech_company	90	TSMC
+多智能体		ai_tech_seed	ai_term	90	multi-agent
 大疆		ai_tech_seed	tech_company	90	DJI
 小鹏汽车		ai_tech_seed	tech_company	90	XPeng
 嵌入		ai_tech_seed	ai_term	90	embedding
+工具调用		ai_tech_seed	ai_term	90	tool calling
 微调	wei tiao	ai_tech_seed	ai_term	90	微调
 抖音		ai_tech_seed	tech_company	90	Douyin
 文心一言	wen xin yi yan	ai_tech_seed	ai_brand	90	文心一言
 智谱		ai_tech_seed	ai_brand	90	GLM
 月之暗面	yue zhi an mian	ai_tech_seed	ai_brand	90	月之暗面
+模型上下文协议服务器		ai_tech_seed	ai_term	90	MCP server
 理想		ai_tech_seed	tech_company	90	Li Auto
 理想汽车		ai_tech_seed	tech_company	90	Li Auto
 蔚来		ai_tech_seed	tech_company	90	NIO
 豆包	dou bao	ai_tech_seed	ai_brand	90	豆包
+通义千问 coder		ai_tech_seed	ai_model	90	Qwen Coder
 通用人工智能		ai_tech_seed	ai_term	90	AGI
 雷军	lei jun	ai_tech_seed	tech_leader	90	雷军
 黄仁勋		ai_tech_seed	tech_leader	90	Jensen Huang
@@ -230,14 +304,26 @@ bilibili		ai_tech_seed	tech_company	88	Bilibili
 B站		ai_tech_seed	tech_company	88	Bilibili
 chain of thought		ai_tech_seed	ai_term	88	chain of thought
 chain-of-thought		ai_tech_seed	ai_term	88	chain of thought
+Cognition Devin		ai_tech_seed	dev_tool	88	Devin
 context window		ai_tech_seed	ai_term	88	上下文窗口
+Core ML		ai_tech_seed	dev_tool	88	Core ML
+core ml		ai_tech_seed	dev_tool	88	Core ML
+CoreML		ai_tech_seed	dev_tool	88	Core ML
 deep mind		ai_tech_seed	ai_brand	88	DeepMind
 DeepMind		ai_tech_seed	ai_brand	88	DeepMind
+Devin		ai_tech_seed	dev_tool	88	Devin
+devin		ai_tech_seed	dev_tool	88	Devin
 Docker		ai_tech_seed	tech_company	88	Docker
 docker		ai_tech_seed	tech_company	88	Docker
 dou bao		ai_tech_seed	ai_brand	88	Doubao
 ernie		ai_tech_seed	ai_brand	88	ERNIE
 function calling		ai_tech_seed	ai_term	88	function calling
+Gemini 2.5 Flash		ai_tech_seed	ai_model	88	Gemini Flash
+Gemini 3 Flash		ai_tech_seed	ai_model	88	Gemini Flash
+Gemini CLI		ai_tech_seed	dev_tool	88	Gemini CLI
+gemini cli		ai_tech_seed	dev_tool	88	Gemini CLI
+Gemini Flash		ai_tech_seed	ai_model	88	Gemini Flash
+gemini flash		ai_tech_seed	ai_model	88	Gemini Flash
 gen ai		ai_tech_seed	ai_term	88	GenAI
 GenAI		ai_tech_seed	ai_term	88	GenAI
 github copilot		ai_tech_seed	ai_brand	88	GitHub Copilot
@@ -254,6 +340,8 @@ intel		ai_tech_seed	tech_company	88	Intel
 JD		ai_tech_seed	tech_company	88	JD.com
 JD.com		ai_tech_seed	tech_company	88	JD.com
 jd.com		ai_tech_seed	tech_company	88	JD.com
+Kimi Code		ai_tech_seed	dev_tool	88	Kimi Code
+kimi code		ai_tech_seed	dev_tool	88	Kimi Code
 Lenovo		ai_tech_seed	tech_company	88	Lenovo
 lenovo		ai_tech_seed	tech_company	88	Lenovo
 Meituan		ai_tech_seed	tech_company	88	Meituan
@@ -264,41 +352,60 @@ Midjourney		ai_tech_seed	ai_brand	88	Midjourney
 mixture of experts		ai_tech_seed	ai_term	88	MoE
 MoE		ai_tech_seed	ai_term	88	MoE
 moe		ai_tech_seed	ai_term	88	MoE
+Moonshot Kimi Code		ai_tech_seed	dev_tool	88	Kimi Code
 multimodal		ai_tech_seed	ai_term	88	多模态
 o1		ai_tech_seed	ai_model	88	o1
 O1		ai_tech_seed	ai_model	88	o1
 o3		ai_tech_seed	ai_model	88	o3
 O3		ai_tech_seed	ai_model	88	o3
+open code		ai_tech_seed	dev_tool	88	OpenCode
 openai o1		ai_tech_seed	ai_model	88	o1
 openai o3		ai_tech_seed	ai_model	88	o3
+OpenCode		ai_tech_seed	dev_tool	88	OpenCode
+opencode		ai_tech_seed	dev_tool	88	OpenCode
+OpenCode AI		ai_tech_seed	dev_tool	88	OpenCode
 PDD		ai_tech_seed	tech_company	88	Pinduoduo
 Perplexity		ai_tech_seed	ai_brand	88	Perplexity
 perplexity ai		ai_tech_seed	ai_brand	88	Perplexity
 Perplexity AI		ai_tech_seed	ai_brand	88	Perplexity
 Pinduoduo		ai_tech_seed	tech_company	88	Pinduoduo
 pinduoduo		ai_tech_seed	tech_company	88	Pinduoduo
+postgre sql		ai_tech_seed	tech_term	88	Postgres
+Postgres		ai_tech_seed	tech_term	88	Postgres
+postgres		ai_tech_seed	tech_term	88	Postgres
+PostgreSQL		ai_tech_seed	tech_term	88	Postgres
+postgresql		ai_tech_seed	tech_term	88	PostgreSQL
 Py Torch		ai_tech_seed	dev_tool	88	PyTorch
 Python		ai_tech_seed	dev_tool	88	Python
 python		ai_tech_seed	dev_tool	88	Python
 PyTorch		ai_tech_seed	dev_tool	88	PyTorch
 pytorch		ai_tech_seed	dev_tool	88	PyTorch
+Qwen Max		ai_tech_seed	ai_model	88	Qwen Max
+qwen max		ai_tech_seed	ai_model	88	Qwen Max
+Qwen3 Max		ai_tech_seed	ai_model	88	Qwen Max
 reasoning		ai_tech_seed	ai_term	88	推理
 reasoning model		ai_tech_seed	ai_term	88	reasoning model
 Sam Altman		ai_tech_seed	tech_leader	88	Sam Altman
 sam altman		ai_tech_seed	tech_leader	88	Sam Altman
 Samsung		ai_tech_seed	tech_company	88	Samsung
 samsung		ai_tech_seed	tech_company	88	Samsung
+SF Speech Language Model		ai_tech_seed	dev_tool	88	SFSpeechLanguageModel
+SFSpeechLanguageModel		ai_tech_seed	dev_tool	88	SFSpeechLanguageModel
 SMIC		ai_tech_seed	tech_company	88	SMIC
 smic		ai_tech_seed	tech_company	88	SMIC
 Sora		ai_tech_seed	ai_brand	88	Sora
 sora ai		ai_tech_seed	ai_brand	88	Sora
 Sora AI		ai_tech_seed	ai_brand	88	Sora
+speech language model		ai_tech_seed	dev_tool	88	SFSpeechLanguageModel
 Stripe		ai_tech_seed	tech_company	88	Stripe
 stripe		ai_tech_seed	tech_company	88	Stripe
+swift data		ai_tech_seed	dev_tool	88	SwiftData
+SwiftData		ai_tech_seed	dev_tool	88	SwiftData
 Taobao		ai_tech_seed	tech_company	88	Taobao
 taobao		ai_tech_seed	tech_company	88	Taobao
 thinking model		ai_tech_seed	ai_term	88	reasoning model
-tool calling		ai_tech_seed	ai_term	88	function calling
+tool use		ai_tech_seed	ai_term	88	tool use
+tool-use		ai_tech_seed	ai_term	88	tool use
 Visual Studio Code		ai_tech_seed	dev_tool	88	VS Code
 VS Code		ai_tech_seed	dev_tool	88	VS Code
 vs code		ai_tech_seed	dev_tool	88	VS Code
@@ -315,7 +422,7 @@ Zhipu AI		ai_tech_seed	ai_brand	88	智谱
 哔哩哔哩		ai_tech_seed	tech_company	88	Bilibili
 多模态	duo mo tai	ai_tech_seed	ai_term	88	多模态
 山姆奥特曼		ai_tech_seed	tech_leader	88	Sam Altman
-工具调用		ai_tech_seed	ai_term	88	function calling
+工具使用		ai_tech_seed	ai_term	88	tool use
 幻觉	huan jue	ai_tech_seed	ai_term	88	幻觉
 思维链		ai_tech_seed	ai_term	88	chain of thought
 拼多多		ai_tech_seed	tech_company	88	Pinduoduo
@@ -330,6 +437,58 @@ Zhipu AI		ai_tech_seed	ai_brand	88	智谱
 联想		ai_tech_seed	tech_company	88	Lenovo
 英特尔		ai_tech_seed	tech_company	88	Intel
 蚂蚁集团		ai_tech_seed	tech_company	88	Ant Group
+通义千问 Max		ai_tech_seed	ai_model	88	Qwen Max
+App Group		ai_tech_seed	dev_tool	86	App Group
+app group		ai_tech_seed	dev_tool	86	App Group
+App Groups		ai_tech_seed	dev_tool	86	App Group
+evals		ai_tech_seed	ai_term	86	evals
+evaluation		ai_tech_seed	ai_term	86	evals
+GLM 5		ai_tech_seed	ai_model	86	GLM-5
+glm five		ai_tech_seed	ai_model	86	GLM-5
+Grok 4		ai_tech_seed	ai_model	86	Grok 4
+Grok 4.3		ai_tech_seed	ai_model	86	Grok 4
+Grok Build		ai_tech_seed	ai_model	86	Grok 4
+grok four		ai_tech_seed	ai_model	86	Grok 4
+humanoid		ai_tech_seed	tech_term	86	人形机器人
+humanoid robot		ai_tech_seed	tech_term	86	人形机器人
+Kling		ai_tech_seed	ai_brand	86	可灵
+Kling AI		ai_tech_seed	ai_brand	86	可灵
+kling ai		ai_tech_seed	ai_brand	86	Kling
+llama four		ai_tech_seed	ai_model	86	Llama 4
+Llama Maverick		ai_tech_seed	ai_model	86	Llama 4
+Llama Scout		ai_tech_seed	ai_model	86	Llama 4
+Manus		ai_tech_seed	ai_brand	86	Manus
+manus		ai_tech_seed	ai_brand	86	Manus
+Manus AI		ai_tech_seed	ai_brand	86	Manus
+MCP client		ai_tech_seed	ai_term	86	MCP client
+mcp client		ai_tech_seed	ai_term	86	MCP client
+Qwen Thinking		ai_tech_seed	ai_model	86	Qwen Thinking
+qwen thinking		ai_tech_seed	ai_model	86	Qwen Thinking
+RedNote		ai_tech_seed	tech_company	86	小红书
+speech transcriber		ai_tech_seed	dev_tool	86	SpeechTranscriber
+Speech Transcriber		ai_tech_seed	dev_tool	86	SpeechTranscriber
+SpeechTranscriber		ai_tech_seed	dev_tool	86	SpeechTranscriber
+structured output		ai_tech_seed	ai_term	86	structured output
+structured outputs		ai_tech_seed	ai_term	86	structured output
+sub agent		ai_tech_seed	ai_term	86	subagent
+subagent		ai_tech_seed	ai_term	86	subagent
+Swift Testing		ai_tech_seed	dev_tool	86	Swift Testing
+swift testing		ai_tech_seed	dev_tool	86	Swift Testing
+Testing framework		ai_tech_seed	dev_tool	86	Swift Testing
+v zero		ai_tech_seed	dev_tool	86	v0
+v0		ai_tech_seed	dev_tool	86	v0
+V0		ai_tech_seed	dev_tool	86	v0
+vercel v0		ai_tech_seed	dev_tool	86	v0
+Xiaohongshu		ai_tech_seed	tech_company	86	小红书
+人形机器人	ren xing ji qi ren	ai_tech_seed	tech_term	86	人形机器人
+可灵	ke ling	ai_tech_seed	ai_brand	86	可灵
+子智能体		ai_tech_seed	ai_term	86	subagent
+小红书	xiao hong shu	ai_tech_seed	tech_company	86	小红书
+模型上下文协议客户端		ai_tech_seed	ai_term	86	MCP client
+模型评测		ai_tech_seed	ai_term	86	evals
+结构化输出		ai_tech_seed	ai_term	86	structured output
+评测集		ai_tech_seed	ai_term	86	evals
+通义千问 thinking		ai_tech_seed	ai_model	86	Qwen Thinking
 Adobe		ai_tech_seed	tech_company	85	Adobe
 adobe		ai_tech_seed	tech_company	85	Adobe
 API		ai_tech_seed	tech_term	85	API
@@ -340,8 +499,6 @@ ARM Holdings		ai_tech_seed	tech_company	85	Arm
 ASML		ai_tech_seed	tech_company	85	ASML
 asml		ai_tech_seed	tech_company	85	ASML
 autonomous driving		ai_tech_seed	tech_term	85	自动驾驶
-claude opus		ai_tech_seed	ai_model	85	Opus
-claude sonnet		ai_tech_seed	ai_model	85	Sonnet
 CUDA		ai_tech_seed	tech_term	85	CUDA
 cuda		ai_tech_seed	tech_term	85	CUDA
 DALL E		ai_tech_seed	ai_brand	85	DALL-E
@@ -389,8 +546,6 @@ NextJS		ai_tech_seed	dev_tool	85	Next.js
 Oppo		ai_tech_seed	tech_company	85	Oppo
 oppo		ai_tech_seed	tech_company	85	Oppo
 OPPO		ai_tech_seed	tech_company	85	Oppo
-Opus		ai_tech_seed	ai_model	85	Opus
-Opus 4		ai_tech_seed	ai_model	85	Opus
 Qualcomm		ai_tech_seed	tech_company	85	Qualcomm
 qualcomm		ai_tech_seed	tech_company	85	Qualcomm
 quantization		ai_tech_seed	ai_term	85	量化
@@ -405,8 +560,6 @@ SD		ai_tech_seed	ai_brand	85	Stable Diffusion
 Shein		ai_tech_seed	tech_company	85	Shein
 shein		ai_tech_seed	tech_company	85	Shein
 SHEIN		ai_tech_seed	tech_company	85	Shein
-Sonnet		ai_tech_seed	ai_model	85	Sonnet
-Sonnet 4		ai_tech_seed	ai_model	85	Sonnet
 Sony		ai_tech_seed	tech_company	85	Sony
 sony		ai_tech_seed	tech_company	85	Sony
 Spark		ai_tech_seed	ai_brand	85	星火
@@ -464,24 +617,158 @@ zeekr		ai_tech_seed	tech_company	85	Zeekr
 讯飞星火	xing huo	ai_tech_seed	ai_brand	85	星火
 量化	liang hua	ai_tech_seed	ai_term	85	量化
 高通		ai_tech_seed	tech_company	85	Qualcomm
+AI governance		ai_tech_seed	tech_term	84	AI治理
+AI治理	AI zhi li	ai_tech_seed	tech_term	84	AI治理
+Amazon Kiro		ai_tech_seed	dev_tool	84	Kiro
+Amazon Q		ai_tech_seed	dev_tool	84	Amazon Q
+amazon q		ai_tech_seed	dev_tool	84	Amazon Q
+App Intents		ai_tech_seed	dev_tool	84	App Intents
+app intents		ai_tech_seed	dev_tool	84	App Intents
+App Store Connect		ai_tech_seed	dev_tool	84	App Store Connect
+app store connect		ai_tech_seed	dev_tool	84	App Store Connect
+AppIntents		ai_tech_seed	dev_tool	84	App Intents
+AppStoreConnect		ai_tech_seed	dev_tool	84	App Store Connect
+asset inventory		ai_tech_seed	dev_tool	84	AssetInventory
+AssetInventory		ai_tech_seed	dev_tool	84	AssetInventory
+av audio engine		ai_tech_seed	dev_tool	84	AVAudioEngine
+av audio session		ai_tech_seed	dev_tool	84	AVAudioSession
+AVAudioEngine		ai_tech_seed	dev_tool	84	AVAudioEngine
+AVAudioSession		ai_tech_seed	dev_tool	84	AVAudioSession
+AWS Q		ai_tech_seed	dev_tool	84	Amazon Q
+Bolt AI		ai_tech_seed	dev_tool	84	Bolt.new
+bolt new		ai_tech_seed	dev_tool	84	Bolt.new
+Bolt.new		ai_tech_seed	dev_tool	84	Bolt.new
+cap cut		ai_tech_seed	tech_company	84	CapCut
+CapCut		ai_tech_seed	tech_company	84	剪映
+GLM 4.6		ai_tech_seed	ai_model	84	GLM-4.6
+GLM Coding Plan		ai_tech_seed	dev_tool	84	GLM Coding Plan
+glm coding plan		ai_tech_seed	dev_tool	84	GLM Coding Plan
+glm four six		ai_tech_seed	ai_model	84	GLM-4.6
+GLM-4.6		ai_tech_seed	ai_model	84	GLM-4.6
+grok build		ai_tech_seed	dev_tool	84	Grok Build
+Grok Build CLI		ai_tech_seed	dev_tool	84	Grok Build
+Hailuo		ai_tech_seed	ai_brand	84	海螺AI
+Hangzhou Six Little Dragons		ai_tech_seed	tech_term	84	杭州六小龙
+Jimeng		ai_tech_seed	ai_brand	84	即梦
+Kiro		ai_tech_seed	dev_tool	84	Kiro
+kiro		ai_tech_seed	dev_tool	84	Kiro
+lang graph		ai_tech_seed	ai_platform	84	LangGraph
+LangGraph		ai_tech_seed	ai_platform	84	LangGraph
+Llama 4 Maverick		ai_tech_seed	ai_model	84	Llama Maverick
+llama maverick		ai_tech_seed	ai_model	84	Llama Maverick
+local model		ai_tech_seed	ai_term	84	本地模型
+Lovable		ai_tech_seed	dev_tool	84	Lovable
+lovable		ai_tech_seed	dev_tool	84	Lovable
+Lovable AI		ai_tech_seed	dev_tool	84	Lovable
+MiniMax Video		ai_tech_seed	ai_brand	84	海螺AI
+Mistral Large		ai_tech_seed	ai_model	84	Mistral Large
+mistral large		ai_tech_seed	ai_model	84	Mistral Large
+Mistral Large 3		ai_tech_seed	ai_model	84	Mistral Large
+Neon		ai_tech_seed	tech_company	84	Neon
+neon database		ai_tech_seed	tech_company	84	Neon
+Neon Postgres		ai_tech_seed	tech_company	84	Neon
+on-device model		ai_tech_seed	ai_term	84	端侧模型
+open hands		ai_tech_seed	dev_tool	84	OpenHands
+open telemetry		ai_tech_seed	tech_term	84	OpenTelemetry
+OpenHands		ai_tech_seed	dev_tool	84	OpenHands
+OpenHands AI		ai_tech_seed	dev_tool	84	OpenHands
+OpenTelemetry		ai_tech_seed	tech_term	84	OpenTelemetry
+OTel		ai_tech_seed	tech_term	84	OpenTelemetry
+Prisma		ai_tech_seed	dev_tool	84	Prisma
+prisma orm		ai_tech_seed	dev_tool	84	Prisma
+Prisma ORM		ai_tech_seed	dev_tool	84	Prisma
+prompt cache		ai_tech_seed	ai_term	84	prompt caching
+prompt caching		ai_tech_seed	ai_term	84	prompt caching
+Q Developer		ai_tech_seed	dev_tool	84	Amazon Q
+Replit Agent		ai_tech_seed	dev_tool	84	Replit Agent
+replit agent		ai_tech_seed	dev_tool	84	Replit Agent
+Replit AI		ai_tech_seed	dev_tool	84	Replit Agent
+semantic retrieval		ai_tech_seed	ai_term	84	semantic search
+semantic search		ai_tech_seed	ai_term	84	semantic search
+shad cn		ai_tech_seed	dev_tool	84	shadcn/ui
+shadcn		ai_tech_seed	dev_tool	84	shadcn/ui
+shadcn ui		ai_tech_seed	dev_tool	84	shadcn/ui
+shadcn/ui		ai_tech_seed	dev_tool	84	shadcn/ui
+Speech AssetInventory		ai_tech_seed	dev_tool	84	AssetInventory
+SQLite		ai_tech_seed	tech_term	84	SQLite
+sqlite		ai_tech_seed	tech_term	84	SQLite
+StackBlitz Bolt		ai_tech_seed	dev_tool	84	Bolt.new
+Tailwind		ai_tech_seed	dev_tool	84	Tailwind CSS
+Tailwind CSS		ai_tech_seed	dev_tool	84	Tailwind CSS
+tailwind css		ai_tech_seed	dev_tool	84	Tailwind CSS
+test flight		ai_tech_seed	dev_tool	84	TestFlight
+TestFlight		ai_tech_seed	dev_tool	84	TestFlight
+Trae		ai_tech_seed	dev_tool	84	Trae
+trae		ai_tech_seed	dev_tool	84	Trae
+Trae AI		ai_tech_seed	dev_tool	84	Trae
+Trae CN		ai_tech_seed	dev_tool	84	Trae
+vector retrieval		ai_tech_seed	ai_term	84	vector search
+vector search		ai_tech_seed	ai_term	84	vector search
+world model		ai_tech_seed	ai_term	84	世界模型
+xiao hong shu		ai_tech_seed	tech_company	84	Xiaohongshu
+Yuanbao		ai_tech_seed	ai_brand	84	腾讯元宝
+世界模型	shi jie mo xing	ai_tech_seed	ai_term	84	世界模型
+剪映	jian ying	ai_tech_seed	tech_company	84	剪映
+即梦	ji meng	ai_tech_seed	ai_brand	84	即梦
+即梦AI	ji meng	ai_tech_seed	ai_brand	84	即梦
+向量搜索		ai_tech_seed	ai_term	84	vector search
+提示词缓存		ai_tech_seed	ai_term	84	prompt caching
+智谱 coding plan		ai_tech_seed	dev_tool	84	GLM Coding Plan
+本地模型	ben di mo xing	ai_tech_seed	ai_term	84	本地模型
+杭州六小龙	hang zhou liu xiao long	ai_tech_seed	tech_term	84	杭州六小龙
+海螺AI	hai luo AI	ai_tech_seed	ai_brand	84	海螺AI
+端侧模型	duan ce mo xing	ai_tech_seed	ai_term	84	端侧模型
+腾讯元宝	teng xun yuan bao	ai_tech_seed	ai_brand	84	腾讯元宝
+语义搜索		ai_tech_seed	ai_term	84	semantic search
 01.AI		ai_tech_seed	ai_brand	82	零一万物
+activity kit		ai_tech_seed	dev_tool	82	ActivityKit
+ActivityKit		ai_tech_seed	dev_tool	82	ActivityKit
 AI native		ai_tech_seed	ai_term	82	AI native
+AI video		ai_tech_seed	tech_term	82	AI视频
+AI workflow		ai_tech_seed	ai_term	82	AI workflow
+ai workflow		ai_tech_seed	ai_term	82	AI workflow
+AI 工作流		ai_tech_seed	ai_term	82	AI workflow
 AI-native		ai_tech_seed	ai_term	82	AI native
 Airbnb		ai_tech_seed	tech_company	82	Airbnb
 airbnb		ai_tech_seed	tech_company	82	Airbnb
 AI原生		ai_tech_seed	ai_term	82	AI native
+AI视频	AI shi pin	ai_tech_seed	tech_term	82	AI视频
+Amazon Q Developer		ai_tech_seed	dev_tool	82	Q Developer
+Apache Kafka		ai_tech_seed	tech_term	82	Kafka
+AutoGen		ai_tech_seed	ai_platform	82	AutoGen
+autogen		ai_tech_seed	ai_platform	82	AutoGen
 bai chuan		ai_tech_seed	ai_brand	82	百川
 Baichuan		ai_tech_seed	ai_brand	82	百川
 baichuan		ai_tech_seed	ai_brand	82	Baichuan
 blockchain		ai_tech_seed	tech_term	82	区块链
+Bun		ai_tech_seed	dev_tool	82	Bun
+bun js		ai_tech_seed	dev_tool	82	Bun
+Bun runtime		ai_tech_seed	dev_tool	82	Bun
 Cloudflare		ai_tech_seed	tech_company	82	Cloudflare
 cloudflare		ai_tech_seed	tech_company	82	Cloudflare
 Codeium Windsurf		ai_tech_seed	dev_tool	82	Windsurf
+Cognition		ai_tech_seed	ai_brand	82	Cognition
+cognition ai		ai_tech_seed	ai_brand	82	Cognition
+Cognition AI		ai_tech_seed	ai_brand	82	Cognition
 Coinbase		ai_tech_seed	tech_company	82	Coinbase
 coinbase		ai_tech_seed	tech_company	82	Coinbase
+context compression		ai_tech_seed	ai_term	82	上下文压缩
+Create ML		ai_tech_seed	dev_tool	82	Create ML
+create ml		ai_tech_seed	dev_tool	82	Create ML
+CreateML		ai_tech_seed	dev_tool	82	Create ML
+crew ai		ai_tech_seed	ai_platform	82	CrewAI
+Crew AI		ai_tech_seed	ai_platform	82	CrewAI
+CrewAI		ai_tech_seed	ai_platform	82	CrewAI
 deep research		ai_tech_seed	ai_term	82	deep research
 distillation		ai_tech_seed	ai_term	82	distillation
+Drizzle		ai_tech_seed	dev_tool	82	Drizzle
+drizzle orm		ai_tech_seed	dev_tool	82	Drizzle
+Drizzle ORM		ai_tech_seed	dev_tool	82	Drizzle
+embodied agent		ai_tech_seed	ai_term	82	具身智能体
 embodied AI		ai_tech_seed	tech_term	82	具身智能
+end-to-end		ai_tech_seed	tech_term	82	端到端
+fast api		ai_tech_seed	dev_tool	82	FastAPI
+FastAPI		ai_tech_seed	dev_tool	82	FastAPI
 full self driving		ai_tech_seed	tech_term	82	FSD
 Geely		ai_tech_seed	tech_company	82	Geely
 geely		ai_tech_seed	tech_company	82	Geely
@@ -491,17 +778,35 @@ Golang		ai_tech_seed	dev_tool	82	Go
 Groq		ai_tech_seed	ai_brand	82	Groq
 groq		ai_tech_seed	ai_brand	82	Groq
 GROQ		ai_tech_seed	ai_brand	82	Groq
+hailuo ai		ai_tech_seed	ai_brand	82	Hailuo
 horizon		ai_tech_seed	tech_company	82	Horizon Robotics
 Horizon Robotics		ai_tech_seed	tech_company	82	Horizon Robotics
-humanoid robot		ai_tech_seed	tech_term	82	人形机器人
+hybrid retrieval		ai_tech_seed	ai_term	82	hybrid search
+hybrid search		ai_tech_seed	ai_term	82	hybrid search
 IBM		ai_tech_seed	tech_company	82	IBM
 ibm		ai_tech_seed	tech_company	82	IBM
+image-to-video		ai_tech_seed	tech_term	82	图生视频
 Jeff Bezos		ai_tech_seed	tech_leader	82	Jeff Bezos
 jeff bezos		ai_tech_seed	tech_leader	82	Jeff Bezos
+jimeng ai		ai_tech_seed	ai_brand	82	Jimeng
+Kafka		ai_tech_seed	tech_term	82	Kafka
+kafka		ai_tech_seed	tech_term	82	Kafka
 ling yi wan wu		ai_tech_seed	ai_brand	82	零一万物
+Live Activities		ai_tech_seed	dev_tool	82	Live Activities
+live activities		ai_tech_seed	dev_tool	82	Live Activities
+llama index		ai_tech_seed	ai_platform	82	LlamaIndex
+LlamaIndex		ai_tech_seed	ai_platform	82	LlamaIndex
+LM Studio		ai_tech_seed	ai_platform	82	LM Studio
+lm studio		ai_tech_seed	ai_platform	82	LM Studio
+LMStudio		ai_tech_seed	ai_platform	82	LM Studio
+MCP Inspector		ai_tech_seed	dev_tool	82	MCP Inspector
+mcp inspector		ai_tech_seed	dev_tool	82	MCP Inspector
+MCP 调试器		ai_tech_seed	dev_tool	82	MCP Inspector
+Microsoft AutoGen		ai_tech_seed	ai_platform	82	AutoGen
 Mongo DB		ai_tech_seed	tech_company	82	MongoDB
 MongoDB		ai_tech_seed	tech_company	82	MongoDB
 mongodb		ai_tech_seed	tech_company	82	MongoDB
+new quality productive forces		ai_tech_seed	tech_term	82	新质生产力
 Nintendo		ai_tech_seed	tech_company	82	Nintendo
 nintendo		ai_tech_seed	tech_company	82	Nintendo
 node js		ai_tech_seed	dev_tool	82	Node.js
@@ -516,20 +821,34 @@ Ollama		ai_tech_seed	ai_platform	82	Ollama
 ollama		ai_tech_seed	ai_platform	82	Ollama
 open router		ai_tech_seed	ai_platform	82	OpenRouter
 Open Router		ai_tech_seed	ai_platform	82	OpenRouter
+open web ui		ai_tech_seed	ai_platform	82	Open WebUI
+Open WebUI		ai_tech_seed	ai_platform	82	Open WebUI
 open weight		ai_tech_seed	ai_term	82	open weight
 open weights		ai_tech_seed	ai_term	82	open weight
 OpenRouter		ai_tech_seed	ai_platform	82	OpenRouter
+OpenWebUI		ai_tech_seed	ai_platform	82	Open WebUI
 Optimus		ai_tech_seed	tech_term	82	人形机器人
 Oracle		ai_tech_seed	tech_company	82	Oracle
 oracle		ai_tech_seed	tech_company	82	Oracle
+otel		ai_tech_seed	tech_term	82	OTel
 Palantir		ai_tech_seed	tech_company	82	Palantir
 palantir		ai_tech_seed	tech_company	82	Palantir
 PayPal		ai_tech_seed	tech_company	82	PayPal
 paypal		ai_tech_seed	tech_company	82	PayPal
+planet scale		ai_tech_seed	tech_company	82	PlanetScale
+PlanetScale		ai_tech_seed	tech_company	82	PlanetScale
+PlanetScale MySQL		ai_tech_seed	tech_company	82	PlanetScale
 pre-training		ai_tech_seed	ai_term	82	pretraining
 pretraining		ai_tech_seed	ai_term	82	pretraining
+q developer		ai_tech_seed	dev_tool	82	Q Developer
+React Server Components		ai_tech_seed	dev_tool	82	React Server Components
+react server components		ai_tech_seed	dev_tool	82	React Server Components
+red note		ai_tech_seed	tech_company	82	RedNote
 Redis		ai_tech_seed	tech_company	82	Redis
 redis		ai_tech_seed	tech_company	82	Redis
+rerank		ai_tech_seed	ai_term	82	reranker
+reranker		ai_tech_seed	ai_term	82	reranker
+RSC		ai_tech_seed	dev_tool	82	React Server Components
 Rust		ai_tech_seed	dev_tool	82	Rust
 rust		ai_tech_seed	dev_tool	82	Rust
 SaaS		ai_tech_seed	tech_term	82	SaaS
@@ -540,8 +859,14 @@ SDK		ai_tech_seed	tech_term	82	SDK
 sdk		ai_tech_seed	tech_term	82	SDK
 SenseTime		ai_tech_seed	tech_company	82	SenseTime
 sensetime		ai_tech_seed	tech_company	82	SenseTime
+Sentry		ai_tech_seed	dev_tool	82	Sentry
+sentry		ai_tech_seed	dev_tool	82	Sentry
+SF Symbols		ai_tech_seed	dev_tool	82	SF Symbols
+sf symbols		ai_tech_seed	dev_tool	82	SF Symbols
+SFSymbols		ai_tech_seed	dev_tool	82	SF Symbols
 Shopify		ai_tech_seed	tech_company	82	Shopify
 shopify		ai_tech_seed	tech_company	82	Shopify
+SPM		ai_tech_seed	dev_tool	82	Swift Package Manager
 Spotify		ai_tech_seed	tech_company	82	Spotify
 spotify		ai_tech_seed	tech_company	82	Spotify
 step fun		ai_tech_seed	ai_brand	82	StepFun
@@ -549,51 +874,85 @@ StepFun		ai_tech_seed	ai_brand	82	StepFun
 streaming		ai_tech_seed	ai_term	82	流式
 Sundar Pichai		ai_tech_seed	tech_leader	82	Sundar Pichai
 sundar pichai		ai_tech_seed	tech_leader	82	Sundar Pichai
+Swift Package Manager		ai_tech_seed	dev_tool	82	Swift Package Manager
+swift package manager		ai_tech_seed	dev_tool	82	Swift Package Manager
 swift ui		ai_tech_seed	dev_tool	82	SwiftUI
 Swift UI		ai_tech_seed	dev_tool	82	SwiftUI
 SwiftUI		ai_tech_seed	dev_tool	82	SwiftUI
+text-to-image		ai_tech_seed	tech_term	82	文生图
+text-to-video		ai_tech_seed	tech_term	82	文生视频
+TRAE		ai_tech_seed	dev_tool	82	TRAE
 vector database		ai_tech_seed	ai_term	82	vector database
 Vercel		ai_tech_seed	tech_company	82	Vercel
 vercel		ai_tech_seed	tech_company	82	Vercel
+vision os		ai_tech_seed	dev_tool	82	visionOS
+Vision Pro		ai_tech_seed	dev_tool	82	visionOS
+visionOS		ai_tech_seed	dev_tool	82	visionOS
 Vue		ai_tech_seed	dev_tool	82	Vue
 vue		ai_tech_seed	dev_tool	82	Vue
 Vue.js		ai_tech_seed	dev_tool	82	Vue
 Vue3		ai_tech_seed	dev_tool	82	Vue
 Weibo		ai_tech_seed	tech_company	82	Weibo
 weibo		ai_tech_seed	tech_company	82	Weibo
+widget kit		ai_tech_seed	dev_tool	82	WidgetKit
+WidgetKit		ai_tech_seed	dev_tool	82	WidgetKit
 Windsurf		ai_tech_seed	dev_tool	82	Windsurf
 windsurf		ai_tech_seed	dev_tool	82	Windsurf
+workflow orchestration		ai_tech_seed	ai_term	82	工作流编排
+xcode gen		ai_tech_seed	dev_tool	82	XcodeGen
+XcodeGen		ai_tech_seed	dev_tool	82	XcodeGen
 Yi		ai_tech_seed	ai_brand	82	零一万物
-人形机器人	ren xing ji qi ren	ai_tech_seed	tech_term	82	人形机器人
+上下文压缩	shang xia wen ya suo	ai_tech_seed	ai_term	82	上下文压缩
 任天堂		ai_tech_seed	tech_company	82	Nintendo
 余承东	yu cheng dong	ai_tech_seed	tech_leader	82	余承东
+元宝	yuan bao	ai_tech_seed	ai_brand	82	元宝
 全自动驾驶		ai_tech_seed	tech_term	82	FSD
 具身智能	ju shen zhi neng	ai_tech_seed	tech_term	82	具身智能
+具身智能体	ju shen zhi neng ti	ai_tech_seed	ai_term	82	具身智能体
 区块链	qu kuai lian	ai_tech_seed	tech_term	82	区块链
 吉利		ai_tech_seed	tech_company	82	Geely
 向量数据库		ai_tech_seed	ai_term	82	vector database
 商汤		ai_tech_seed	tech_company	82	SenseTime
+图生视频	tu sheng shi pin	ai_tech_seed	tech_term	82	图生视频
 地平线		ai_tech_seed	tech_company	82	Horizon Robotics
+字节 Trae		ai_tech_seed	dev_tool	82	TRAE
+工作流编排	gong zuo liu bian pai	ai_tech_seed	ai_term	82	工作流编排
 开放权重		ai_tech_seed	ai_term	82	open weight
 微博		ai_tech_seed	tech_company	82	Weibo
+文生图	wen sheng tu	ai_tech_seed	tech_term	82	文生图
+文生视频	wen sheng shi pin	ai_tech_seed	tech_term	82	文生视频
+新质生产力	xin zhi sheng chan li	ai_tech_seed	tech_term	82	新质生产力
 流式	liu shi	ai_tech_seed	ai_term	82	流式
 深度研究		ai_tech_seed	ai_term	82	deep research
+混合搜索		ai_tech_seed	ai_term	82	hybrid search
+灵动岛实时活动		ai_tech_seed	dev_tool	82	Live Activities
 百川		ai_tech_seed	ai_brand	82	百川
 皮查伊		ai_tech_seed	tech_leader	82	Sundar Pichai
 知识蒸馏		ai_tech_seed	ai_term	82	distillation
+端到端	duan dao duan	ai_tech_seed	tech_term	82	端到端
 纳德拉		ai_tech_seed	tech_leader	82	Satya Nadella
 蒸馏		ai_tech_seed	ai_term	82	distillation
 贝索斯		ai_tech_seed	tech_leader	82	Jeff Bezos
+重排序模型		ai_tech_seed	ai_term	82	reranker
 阶跃星辰		ai_tech_seed	ai_brand	82	StepFun
 零一万物		ai_tech_seed	ai_brand	82	零一万物
 预训练		ai_tech_seed	ai_term	82	pretraining
 01 ai		ai_tech_seed	ai_brand	80	01.AI
+agent harness		ai_tech_seed	ai_term	80	LLM harness
+agentic harness		ai_tech_seed	ai_term	80	agent harness
+Astro		ai_tech_seed	dev_tool	80	Astro
+astro js		ai_tech_seed	dev_tool	80	Astro
 Atlassian		ai_tech_seed	tech_company	80	Atlassian
 atlassian		ai_tech_seed	tech_company	80	Atlassian
+authentically human		ai_tech_seed	tech_term	80	活人感
 Broadcom		ai_tech_seed	tech_company	80	Broadcom
 broadcom		ai_tech_seed	tech_company	80	Broadcom
 Canva		ai_tech_seed	tech_company	80	Canva
 canva		ai_tech_seed	tech_company	80	Canva
+Clerk		ai_tech_seed	dev_tool	80	Clerk
+clerk auth		ai_tech_seed	dev_tool	80	Clerk
+click house		ai_tech_seed	tech_term	80	ClickHouse
+ClickHouse		ai_tech_seed	tech_term	80	ClickHouse
 Codeium		ai_tech_seed	ai_brand	80	Codeium
 codeium		ai_tech_seed	ai_brand	80	Codeium
 Cohere		ai_tech_seed	ai_brand	80	Cohere
@@ -601,11 +960,21 @@ cohere		ai_tech_seed	ai_brand	80	Cohere
 computer use		ai_tech_seed	ai_term	80	computer use
 computer-use		ai_tech_seed	ai_term	80	computer use
 Confluence		ai_tech_seed	tech_company	80	Atlassian
+Convex		ai_tech_seed	tech_company	80	Convex
+Convex database		ai_tech_seed	tech_company	80	Convex
+convex dev		ai_tech_seed	tech_company	80	Convex
+Deno		ai_tech_seed	dev_tool	80	Deno
+deno		ai_tech_seed	dev_tool	80	Deno
+Deno Deploy		ai_tech_seed	dev_tool	80	Deno
 Discord		ai_tech_seed	tech_company	80	Discord
 discord		ai_tech_seed	tech_company	80	Discord
+duck db		ai_tech_seed	tech_term	80	DuckDB
+Duck DB		ai_tech_seed	tech_term	80	DuckDB
+DuckDB		ai_tech_seed	tech_term	80	DuckDB
 eleven labs		ai_tech_seed	ai_brand	80	ElevenLabs
 Eleven Labs		ai_tech_seed	ai_brand	80	ElevenLabs
 ElevenLabs		ai_tech_seed	ai_brand	80	ElevenLabs
+emotional value		ai_tech_seed	tech_term	80	情绪价值
 Firebase		ai_tech_seed	tech_company	80	Firebase
 firebase		ai_tech_seed	tech_company	80	Firebase
 GitLab		ai_tech_seed	tech_company	80	GitLab
@@ -615,16 +984,30 @@ Jira		ai_tech_seed	tech_company	80	Atlassian
 lang chain		ai_tech_seed	ai_platform	80	LangChain
 LangChain		ai_tech_seed	ai_platform	80	LangChain
 Langchain		ai_tech_seed	ai_platform	80	LangChain
+libSQL		ai_tech_seed	tech_company	80	Turso
+LLM harness		ai_tech_seed	ai_term	80	LLM harness
+llm harness		ai_tech_seed	ai_term	80	LLM harness
 low altitude economy		ai_tech_seed	tech_term	80	低空经济
 Megvii		ai_tech_seed	tech_company	80	Megvii
 megvii		ai_tech_seed	tech_company	80	Megvii
+Metal		ai_tech_seed	dev_tool	80	Metal
+metal		ai_tech_seed	dev_tool	80	Metal
+Metal Performance Shaders		ai_tech_seed	dev_tool	80	Metal
+Metaso		ai_tech_seed	ai_brand	80	秘塔AI
 on device ai		ai_tech_seed	ai_term	80	on-device AI
 on-device AI		ai_tech_seed	ai_term	80	on-device AI
 optimus		ai_tech_seed	tech_term	80	Optimus
+Quark AI		ai_tech_seed	ai_brand	80	夸克AI
+real person vibe		ai_tech_seed	tech_term	80	活人感
+reality kit		ai_tech_seed	dev_tool	80	RealityKit
+RealityKit		ai_tech_seed	dev_tool	80	RealityKit
 Reddit		ai_tech_seed	tech_company	80	Reddit
 reddit		ai_tech_seed	tech_company	80	Reddit
 Rivian		ai_tech_seed	tech_company	80	Rivian
 rivian		ai_tech_seed	tech_company	80	Rivian
+Roo Code		ai_tech_seed	dev_tool	80	Roo Code
+roo code		ai_tech_seed	dev_tool	80	Roo Code
+RooCode		ai_tech_seed	dev_tool	80	Roo Code
 Runway		ai_tech_seed	ai_brand	80	Runway
 runway ai		ai_tech_seed	ai_brand	80	Runway
 Runway ML		ai_tech_seed	ai_brand	80	Runway
@@ -639,69 +1022,148 @@ Snowflake		ai_tech_seed	tech_company	80	Snowflake
 snowflake		ai_tech_seed	tech_company	80	Snowflake
 Supabase		ai_tech_seed	tech_company	80	Supabase
 supabase		ai_tech_seed	tech_company	80	Supabase
+svelte kit		ai_tech_seed	dev_tool	80	SvelteKit
+SvelteKit		ai_tech_seed	dev_tool	80	SvelteKit
+swe agent		ai_tech_seed	ai_term	80	SWE-agent
+SWE Agent		ai_tech_seed	ai_term	80	SWE-agent
 swe bench		ai_tech_seed	ai_term	80	SWE-bench
 SWE bench		ai_tech_seed	ai_term	80	SWE-bench
+SWE-agent		ai_tech_seed	ai_term	80	SWE-agent
 SWE-bench		ai_tech_seed	ai_term	80	SWE-bench
 Terraform		ai_tech_seed	tech_company	80	Terraform
 terraform		ai_tech_seed	tech_company	80	Terraform
 TPU		ai_tech_seed	tech_term	80	TPU
 tpu		ai_tech_seed	tech_term	80	TPU
+Turso		ai_tech_seed	tech_company	80	Turso
+turso		ai_tech_seed	tech_company	80	Turso
 vLLM		ai_tech_seed	ai_platform	80	vLLM
 vllm		ai_tech_seed	ai_platform	80	vLLM
 VLLM		ai_tech_seed	ai_platform	80	vLLM
+Zed		ai_tech_seed	dev_tool	80	Zed
+Zed AI		ai_tech_seed	dev_tool	80	Zed
+zed editor		ai_tech_seed	dev_tool	80	Zed
 Zoom		ai_tech_seed	tech_company	80	Zoom
 zoom		ai_tech_seed	tech_company	80	Zoom
 低空经济	di kong jing ji	ai_tech_seed	tech_term	80	低空经济
+夸克AI	kua ke AI	ai_tech_seed	ai_brand	80	夸克AI
 小语言模型		ai_tech_seed	ai_term	80	SLM
+情绪价值	qing xu jia zhi	ai_tech_seed	tech_term	80	情绪价值
 擎天柱		ai_tech_seed	tech_term	80	Optimus
 旷视		ai_tech_seed	tech_company	80	Megvii
+智能体框架		ai_tech_seed	ai_term	80	agent harness
+活人感	huo ren gan	ai_tech_seed	tech_term	80	活人感
 电脑使用		ai_tech_seed	ai_term	80	computer use
+秘塔AI	mi ta AI	ai_tech_seed	ai_brand	80	秘塔AI
 端侧AI		ai_tech_seed	ai_term	80	on-device AI
+anything llm		ai_tech_seed	ai_platform	78	AnythingLLM
+Anything LLM		ai_tech_seed	ai_platform	78	AnythingLLM
+AnythingLLM		ai_tech_seed	ai_platform	78	AnythingLLM
+auth zero		ai_tech_seed	dev_tool	78	Auth0
+Auth Zero		ai_tech_seed	dev_tool	78	Auth0
+Auth0		ai_tech_seed	dev_tool	78	Auth0
 benchmark		ai_tech_seed	ai_term	78	benchmark
+Biome		ai_tech_seed	dev_tool	78	Biome
+biome js		ai_tech_seed	dev_tool	78	Biome
 Block		ai_tech_seed	fintech	78	Block
 block		ai_tech_seed	fintech	78	Block
 Character AI		ai_tech_seed	ai_brand	78	Character AI
 character.ai		ai_tech_seed	ai_brand	78	Character AI
 Character.AI		ai_tech_seed	ai_brand	78	Character AI
+Clerk Auth		ai_tech_seed	dev_tool	78	Clerk Auth
 Cline		ai_tech_seed	dev_tool	78	Cline
 cline		ai_tech_seed	dev_tool	78	Cline
 Cline AI		ai_tech_seed	dev_tool	78	Cline
+comfy ui		ai_tech_seed	ai_platform	78	ComfyUI
+ComfyUI		ai_tech_seed	ai_platform	78	ComfyUI
+Continue		ai_tech_seed	dev_tool	78	Continue
+continue dev		ai_tech_seed	dev_tool	78	Continue
+Continue.dev		ai_tech_seed	dev_tool	78	Continue
+cyber reconciliation		ai_tech_seed	tech_term	78	赛博对账
 Datadog		ai_tech_seed	tech_company	78	Datadog
 datadog		ai_tech_seed	tech_company	78	Datadog
+digital avatar		ai_tech_seed	tech_term	78	数字分身
+DSPy		ai_tech_seed	ai_platform	78	DSPy
+dspy		ai_tech_seed	ai_platform	78	DSPy
+DSPy AI		ai_tech_seed	ai_platform	78	DSPy
 Elastic		ai_tech_seed	tech_company	78	Elastic
 elastic		ai_tech_seed	tech_company	78	Elastic
 Elasticsearch		ai_tech_seed	tech_company	78	Elastic
+Fly		ai_tech_seed	tech_company	78	Fly.io
+fly io		ai_tech_seed	tech_company	78	Fly.io
+Fly.io		ai_tech_seed	tech_company	78	Fly.io
 go global		ai_tech_seed	tech_term	78	出海
+Grafana		ai_tech_seed	dev_tool	78	Grafana
+grafana		ai_tech_seed	dev_tool	78	Grafana
 Great Wall		ai_tech_seed	tech_company	78	Great Wall
 great wall		ai_tech_seed	tech_company	78	Great Wall
+Hono		ai_tech_seed	dev_tool	78	Hono
+hono js		ai_tech_seed	dev_tool	78	Hono
+Hugging Face Spaces		ai_tech_seed	ai_platform	78	Hugging Face Spaces
+hugging face spaces		ai_tech_seed	ai_platform	78	Hugging Face Spaces
 Jupyter		ai_tech_seed	dev_tool	78	Jupyter
 jupyter		ai_tech_seed	dev_tool	78	Jupyter
 Jupyter Notebook		ai_tech_seed	dev_tool	78	Jupyter
+lib sql		ai_tech_seed	tech_term	78	libSQL
 Linear		ai_tech_seed	tech_company	78	Linear
 linear		ai_tech_seed	dev_tool	78	Linear
 linear app		ai_tech_seed	tech_company	78	Linear
 Lucid		ai_tech_seed	tech_company	78	Lucid
 lucid motors		ai_tech_seed	tech_company	78	Lucid
 Lucid Motors		ai_tech_seed	tech_company	78	Lucid
+MCP HTTP		ai_tech_seed	ai_term	78	Streamable HTTP
+memory bank		ai_tech_seed	ai_term	78	memory bank
+metaso		ai_tech_seed	ai_brand	78	Metaso
 metaverse		ai_tech_seed	tech_term	78	元宇宙
 MiniCPM		ai_tech_seed	ai_brand	78	面壁智能
+Modal		ai_tech_seed	tech_company	78	Modal
+modal labs		ai_tech_seed	tech_company	78	Modal
+Nami AI		ai_tech_seed	ai_brand	78	纳米AI
+Nix		ai_tech_seed	tech_term	78	Nix
+nix		ai_tech_seed	tech_term	78	Nix
+NixOS		ai_tech_seed	tech_term	78	Nix
+Nuxt		ai_tech_seed	dev_tool	78	Nuxt
+nuxt		ai_tech_seed	dev_tool	78	Nuxt
+Nuxt.js		ai_tech_seed	dev_tool	78	Nuxt
 Postman		ai_tech_seed	dev_tool	78	Postman
 postman		ai_tech_seed	dev_tool	78	Postman
+Prometheus		ai_tech_seed	dev_tool	78	Prometheus
+prometheus		ai_tech_seed	dev_tool	78	Prometheus
+Quark		ai_tech_seed	ai_brand	78	Quark
+quark ai		ai_tech_seed	ai_brand	78	Quark
 RAG pipeline		ai_tech_seed	ai_term	78	RAG pipeline
 rag pipeline		ai_tech_seed	ai_term	78	RAG pipeline
+Railway		ai_tech_seed	tech_company	78	Railway
+railway app		ai_tech_seed	tech_company	78	Railway
+React Server Actions		ai_tech_seed	dev_tool	78	Server Actions
+reasoning effort		ai_tech_seed	ai_term	78	reasoning effort
+Remix		ai_tech_seed	dev_tool	78	Remix
+remix run		ai_tech_seed	dev_tool	78	Remix
 remote work		ai_tech_seed	tech_term	78	远程办公
 Replicate		ai_tech_seed	ai_platform	78	Replicate
 replicate		ai_tech_seed	ai_platform	78	Replicate
 Replit		ai_tech_seed	dev_tool	78	Replit
 replit		ai_tech_seed	dev_tool	78	Replit
-Replit Agent		ai_tech_seed	dev_tool	78	Replit
 robin hood		ai_tech_seed	fintech	78	Robinhood
 Robin Hood		ai_tech_seed	fintech	78	Robinhood
 Robinhood		ai_tech_seed	fintech	78	Robinhood
+Server Actions		ai_tech_seed	dev_tool	78	Server Actions
+server actions		ai_tech_seed	dev_tool	78	Server Actions
 service now		ai_tech_seed	tech_company	78	ServiceNow
 ServiceNow		ai_tech_seed	tech_company	78	ServiceNow
+Spaces		ai_tech_seed	ai_platform	78	Hugging Face Spaces
 Square		ai_tech_seed	fintech	78	Block
 square		ai_tech_seed	fintech	78	Block
+Streamable HTTP		ai_tech_seed	ai_term	78	Streamable HTTP
+streamable http		ai_tech_seed	ai_term	78	Streamable HTTP
+Tailscale		ai_tech_seed	tech_company	78	Tailscale
+tailscale		ai_tech_seed	tech_company	78	Tailscale
+test time compute		ai_tech_seed	ai_term	78	test-time compute
+test-time compute		ai_tech_seed	ai_term	78	test-time compute
+tiangong		ai_tech_seed	ai_brand	78	天工
+Tuist		ai_tech_seed	dev_tool	78	Tuist
+tuist		ai_tech_seed	dev_tool	78	Tuist
+turbo repo		ai_tech_seed	dev_tool	78	Turborepo
+Turborepo		ai_tech_seed	dev_tool	78	Turborepo
 Twilio		ai_tech_seed	tech_company	78	Twilio
 twilio		ai_tech_seed	tech_company	78	Twilio
 Visa		ai_tech_seed	tech_company	78	Visa
@@ -709,13 +1171,53 @@ visa		ai_tech_seed	tech_company	78	Visa
 Web 3		ai_tech_seed	tech_term	78	Web3
 Web3		ai_tech_seed	tech_term	78	Web3
 web3		ai_tech_seed	tech_term	78	Web3
+work os		ai_tech_seed	dev_tool	78	WorkOS
+Work OS		ai_tech_seed	dev_tool	78	WorkOS
+WorkOS		ai_tech_seed	dev_tool	78	WorkOS
 元宇宙	yuan yu zhou	ai_tech_seed	tech_term	78	元宇宙
 全球化	chu hai	ai_tech_seed	tech_term	78	出海
 出海	chu hai	ai_tech_seed	tech_term	78	出海
 基准测试		ai_tech_seed	ai_term	78	benchmark
+天工	tian gong	ai_tech_seed	ai_brand	78	天工
+夸克		ai_tech_seed	ai_brand	78	Quark
+推理强度		ai_tech_seed	ai_term	78	reasoning effort
+数字分身	shu zi fen shen	ai_tech_seed	tech_term	78	数字分身
+昆仑万维天工	tian gong	ai_tech_seed	ai_brand	78	天工
+测试时计算		ai_tech_seed	ai_term	78	test-time compute
+纳米AI	na mi AI	ai_tech_seed	ai_brand	78	纳米AI
+记忆库		ai_tech_seed	ai_term	78	memory bank
+赛博对账	sai bo dui zhang	ai_tech_seed	tech_term	78	赛博对账
 远程办公	yuan cheng ban gong	ai_tech_seed	tech_term	78	远程办公
 长城汽车		ai_tech_seed	tech_company	78	Great Wall
 面壁智能	mian bi zhi neng	ai_tech_seed	ai_brand	78	面壁智能
+cyber		ai_tech_seed	tech_term	76	赛博
+Deepset Haystack		ai_tech_seed	ai_platform	76	Haystack
+Haystack		ai_tech_seed	ai_platform	76	Haystack
+haystack ai		ai_tech_seed	ai_platform	76	Haystack
+Ktor		ai_tech_seed	dev_tool	76	Ktor
+ktor		ai_tech_seed	dev_tool	76	Ktor
+Ktor server		ai_tech_seed	dev_tool	76	Ktor
+Modal Labs		ai_tech_seed	tech_company	76	Modal Labs
+Nix OS		ai_tech_seed	tech_term	76	NixOS
+nixos		ai_tech_seed	tech_term	76	NixOS
+Nx		ai_tech_seed	dev_tool	76	Nx
+nx monorepo		ai_tech_seed	dev_tool	76	Nx
+pnpm		ai_tech_seed	dev_tool	76	pnpm
+red panda		ai_tech_seed	tech_company	76	Redpanda
+Redpanda		ai_tech_seed	tech_company	76	Redpanda
+Render		ai_tech_seed	tech_company	76	Render
+render.com		ai_tech_seed	tech_company	76	Render
+SenseChat		ai_tech_seed	ai_brand	76	商量
+Serverless Stack		ai_tech_seed	dev_tool	76	SST
+SST		ai_tech_seed	dev_tool	76	SST
+sst		ai_tech_seed	dev_tool	76	SST
+stdio transport		ai_tech_seed	ai_term	76	stdio transport
+web dev arena		ai_tech_seed	ai_term	76	WebDev Arena
+WebDev Arena		ai_tech_seed	ai_term	76	WebDev Arena
+WebDevArena		ai_tech_seed	ai_term	76	WebDev Arena
+商量	shang liang	ai_tech_seed	ai_brand	76	商量
+标准输入输出传输		ai_tech_seed	ai_term	76	stdio transport
+赛博	sai bo	ai_tech_seed	tech_term	76	赛博
 Aider		ai_tech_seed	ai_brand	75	Aider
 aider		ai_tech_seed	ai_brand	75	Aider
 Bitbucket		ai_tech_seed	tech_company	75	Bitbucket
@@ -744,7 +1246,15 @@ warp terminal		ai_tech_seed	dev_tool	75	Warp
 数字游民	shu zi you min	ai_tech_seed	tech_term	75	数字游民
 越狱		ai_tech_seed	ai_term	75	jailbreak
 面壁		ai_tech_seed	ai_model	75	MiniCPM
+Focus AI		ai_tech_seed	ai_platform	72	Fooocus
+Fooocus		ai_tech_seed	ai_platform	72	Fooocus
+fooocus		ai_tech_seed	ai_platform	72	Fooocus
+Labubu		ai_tech_seed	tech_term	72	拉布布
+labubu		ai_tech_seed	tech_term	72	Labubu
 lying flat		ai_tech_seed	tech_term	72	躺平
 side hustle		ai_tech_seed	tech_term	72	副业
+village coffee		ai_tech_seed	tech_term	72	村咖
 副业	fu ye	ai_tech_seed	tech_term	72	副业
+拉布布	la bu bu	ai_tech_seed	tech_term	72	拉布布
+村咖	cun ka	ai_tech_seed	tech_term	72	村咖
 躺平	tang ping	ai_tech_seed	tech_term	72	躺平

OSGKeyboard/Resources/CustomLanguageModel/v1/compiled-manifest.json

@@ -1,14 +0,0 @@
-{
-  "bin_bytes" : 1976593,
-  "bin_file" : "OSGKeyboardCLM.bin",
-  "export_seconds" : 0.28117799758911133,
-  "generated_at" : "2026-07-05T08:19:00Z",
-  "identifier" : "com.osgkeyboard.custom-lm.v1",
-  "locale" : "zh_CN",
-  "phrase_count" : 129403,
-  "sources" : {
-    "ai_tech_seed" : 749,
-    "sogou_v1" : 128743
-  },
-  "version" : "1.0.0"
-}

OSGKeyboard/Resources/CustomLanguageModel/v1/compiled/prepared-manifest.json

@@ -1,16 +0,0 @@
-{
-  "client_identifier" : "com.osgkeyboard.custom-lm.v1",
-  "configuration" : {
-    "language_model" : "\/Users\/rocky\/Documents\/OSGKeyboard\/OSGKeyboard\/Resources\/CustomLanguageModel\/v1\/compiled\/LM",
-    "vocabulary" : "\/Users\/rocky\/Documents\/OSGKeyboard\/OSGKeyboard\/Resources\/CustomLanguageModel\/v1\/compiled\/Vocab",
-    "weight" : null
-  },
-  "generated_at" : "2026-07-05T08:24:55Z",
-  "input_bin" : "OSGKeyboardCLM.bin",
-  "input_bin_bytes" : 1976593,
-  "language_model" : "LM",
-  "language_model_bytes" : 6398585,
-  "prepare_seconds" : 28.565693974494934,
-  "vocabulary" : "Vocab",
-  "vocabulary_bytes" : 178816
-}

OSGKeyboard/Resources/CustomLanguageModel/v1/manifest.json

@@ -1,32 +1,20 @@
 {
   "version": "v1",
-  "generated_at": "2026-07-05T07:47:30.162461+00:00",
+  "generated_at": "2026-07-05T11:27:48.823095+00:00",
   "locale": "zh-Hans",
-  "entry_count": 128743,
+  "entry_count": 10300,
   "sources": [
     {
       "key": "computer_terms",
       "label": "计算机词汇大全【官方推荐】",
       "weight": 5,
       "raw_count": 10300
-    },
-    {
-      "key": "network_slang_local",
-      "label": "网络流行新词.scel",
-      "weight": 3,
-      "raw_count": 118599
-    },
-    {
-      "key": "sogou_popular_accumulated",
-      "label": "SogouPopularDict accumulated",
-      "weight": 1,
-      "raw_count": 118602
     }
   ],
   "notes": [
-    "Sogou-derived data is for internal ASR experimentation only.",
+    "Domain-specific computer/IT vocabulary only; casual network slang and Sogou popular words removed.",
     "PhraseCount weights map to SFCustomLanguageModelData relative frequencies.",
-    "Higher source weight wins on duplicate words."
+    "Merged with ai-tech-brands seed at export time for the final .bin asset."
   ],
   "files": {
     "phrases": "phrases.tsv"

OSGKeyboard/Services/FlowDiagnostics.swift

@@ -1,22 +1,14 @@
 // FlowDiagnostics.swift
 // OSGKeyboard · Main App
 //
-// Structured logging for the Flow dictation pipeline. Visible in Xcode
-// console (DEBUG) and Console.app via `subsystem: com.osgkeyboard.ios`.
+// Structured logging for the Flow dictation pipeline. Delegates to
+// `OSGLog.flow` for Console.app visibility.
 
 import Foundation
-import os
+import OSGKeyboardShared
 
 enum FlowDiagnostics {
-    private static let logger = Logger(
-        subsystem: "com.osgkeyboard.ios",
-        category: "Flow"
-    )
-
     static func log(_ message: String) {
-        logger.info("\(message, privacy: .public)")
-        #if DEBUG
-        print("🌊[OSGFlow] \(message)")
-        #endif
+        OSGLog.flow.info("\(message, privacy: .public)")
     }
 }

OSGKeyboard/Services/FlowSessionManager.swift

@@ -22,9 +22,7 @@ final class FlowSessionManager: ObservableObject {
 
     private let capture = FlowContinuousCapture()
     private let store = AppGroupStore()
-    /// Cloud-engine polish; local engine now ALSO runs through the
-    /// polisher when `localModeCloudPolishEnabled` is on — the same
-    /// `PolishingService` short-circuits to raw when the toggle is off.
+    /// Cloud-engine polish; local engine runs through built-in DeepSeek polish.
     private var polisher: PolishingService {
         PolishingService()
     }
@@ -33,12 +31,13 @@ final class FlowSessionManager: ObservableObject {
     /// factory-built service straight back without going through the
     /// old `OnDeviceModelWarmup` registry.
     private var sessionASR: ASRService?
+    /// Tracks which engine mode `sessionASR` was created for.
+    private var sessionASREngineMode: String?
+    /// Locale id last passed to `warmup(locale:)`.
+    private var sessionASRWarmedLocaleID: String?
     private var asr: ASRService {
         if let sessionASR { return sessionASR }
-        let service = ASRServiceFactory.make(
-            engineMode: store.engineMode,
-            localBackend: store.localASRBackend
-        )
+        let service = ASRServiceFactory.make()
         sessionASR = service
         return service
     }
@@ -155,7 +154,8 @@ final class FlowSessionManager: ObservableObject {
         // v0.2.0: iOS `SpeechAnalyzer` needs no warm-up. We still
         // re-bind the cached `sessionASR` so a config flip mid-session
         // (e.g. switching from cloud to local) is honoured.
-        bindSessionASR()
+        bindSessionASRIfNeeded()
+        scheduleASRWarmup()
 
         debug("Flow session restored (\(Int(remaining))s remaining)")
     }
@@ -192,6 +192,8 @@ final class FlowSessionManager: ObservableObject {
         endBackgroundKeepAlive()
         ScreenWakeLock.release()
         sessionASR = nil
+        sessionASREngineMode = nil
+        sessionASRWarmedLocaleID = nil
         FlowSessionBridge.markSessionInactive()
         FlowSessionDarwin.postSessionChanged()
         isActive = false
@@ -219,13 +221,11 @@ final class FlowSessionManager: ObservableObject {
     func handleScenePhase(_ phase: ScenePhase) {
         switch phase {
         case .active:
-            FlowAppLifecycle.shared.setForeground(true)
             setAppForeground(true)
             resumeAfterForeground()
         case .inactive:
             writeHeartbeatIfActive()
         case .background:
-            FlowAppLifecycle.shared.setForeground(false)
             setAppForeground(false)
             beginBackgroundKeepAlive()
         @unknown default:
@@ -269,7 +269,8 @@ final class FlowSessionManager: ObservableObject {
             await self?.reactivateCaptureIfNeeded()
             // v0.2.0: iOS `SpeechAnalyzer` is bundled with the OS; no
             // on-device weights to reload after a background trip.
-            self?.bindSessionASR()
+            self?.bindSessionASRIfNeeded()
+            self?.scheduleASRWarmup()
         }
     }
 
@@ -336,16 +337,39 @@ final class FlowSessionManager: ObservableObject {
         // v0.2.0: iOS `SpeechAnalyzer` needs no warm-up; just refresh
         // the cached ASR service in case the user flipped engines
         // while the session was idle.
-        bindSessionASR()
+        bindSessionASRIfNeeded()
+        scheduleASRWarmup()
 
         debug("Flow session started (\(Int(duration))s), continuous capture running")
     }
 
-    private func bindSessionASR() {
-        sessionASR = ASRServiceFactory.make(
-            engineMode: store.engineMode,
-            localBackend: store.localASRBackend
-        )
+    private func bindSessionASRIfNeeded(force: Bool = false) {
+        let engineMode = store.engineMode
+        if !force,
+           let sessionASR,
+           sessionASREngineMode == engineMode {
+            return
+        }
+        sessionASR?.cancel()
+        sessionASR = ASRServiceFactory.make()
+        sessionASREngineMode = engineMode
+        sessionASRWarmedLocaleID = nil
+    }
+
+    private func scheduleASRWarmup() {
+        Task { @MainActor [weak self] in
+            await self?.warmupASRIfNeeded()
+        }
+    }
+
+    private func warmupASRIfNeeded() async {
+        bindSessionASRIfNeeded()
+        let locale = SpeechLocaleResolver.resolve(store.localeId)
+        let localeID = locale.identifier(.bcp47)
+        guard sessionASRWarmedLocaleID != localeID else { return }
+        await asr.warmup(locale: locale)
+        sessionASRWarmedLocaleID = localeID
+        FlowDiagnostics.log("ASR warmup complete locale=\(localeID)")
     }
 
     private func permissionWarningMessage() -> String {
@@ -384,7 +408,10 @@ final class FlowSessionManager: ObservableObject {
 
     private func beginUtterance() {
         guard capture.running else {
-            failUtterance(message: AppL10n.string("flow.error.audioUnavailable"))
+            failUtterance(
+                message: AppL10n.string("flow.error.audioUnavailable"),
+                kind: .audioUnavailable
+            )
             return
         }
         guard !isUtteranceProcessing else {
@@ -392,8 +419,8 @@ final class FlowSessionManager: ObservableObject {
             return
         }
 
-        // Honor engine / ASR backend changes without restarting the session.
-        bindSessionASR()
+        // Usually already warm from session start; refresh without blocking the mic gate.
+        scheduleASRWarmup()
 
         currentPartial = ""
         lastFinal = ""
@@ -411,7 +438,7 @@ final class FlowSessionManager: ObservableObject {
         isUtteranceRecording = true
         utteranceRecordingStartedAt = Date()
         FlowDiagnostics.log(
-            "beginUtterance engine=\(store.engineMode) asr=\(store.localASRBackend.rawValue) " +
+            "beginUtterance engine=\(store.engineMode) " +
             "asrType=\(type(of: asr)) pipelined=true max=\(Int(FlowSessionKeys.maxUtteranceDuration))s"
         )
 
@@ -419,6 +446,7 @@ final class FlowSessionManager: ObservableObject {
             let outcome = await pipeline.transcribe(stream: stream) { partial in
                 Task { @MainActor in
                     manager?.currentPartial = partial
+                    FlowSessionBridge.storeTranscriptionPartial(partial)
                 }
             }
             // Re-bind `manager` inside the `@MainActor` block so the
@@ -439,9 +467,9 @@ final class FlowSessionManager: ObservableObject {
                 case .failure(let message):
                     manager.debug("asr error: \(message)")
                     if manager.isUtteranceRecording {
-                        manager.failUtterance(message: message)
+                        manager.failUtterance(message: message, kind: .asrFailed)
                     } else if manager.isUtteranceProcessing {
-                        manager.finishProcessing(withError: message)
+                        manager.finishProcessing(withError: message, kind: .asrFailed)
                     }
                 case .cancelled:
                     break
@@ -487,11 +515,15 @@ final class FlowSessionManager: ObservableObject {
         currentPartial = ""
         lastFinal = ""
         chunkWarnings = []
+        FlowSessionBridge.storeTranscriptionPartial("")
         FlowSessionBridge.setRecordingState(.idle)
         debug("utterance aborted")
     }
 
-    private func failUtterance(message: String) {
+    private func failUtterance(
+        message: String,
+        kind: FlowSessionKeys.TranscriptionErrorKind = .asrFailed
+    ) {
         isUtteranceRecording = false
         isUtteranceProcessing = false
         utteranceRecordingStartedAt = nil
@@ -505,12 +537,16 @@ final class FlowSessionManager: ObservableObject {
         currentPartial = ""
         lastFinal = ""
         chunkWarnings = []
-        FlowSessionBridge.storeTranscriptionError(message)
+        FlowSessionBridge.storeTranscriptionPartial("")
+        FlowSessionBridge.storeTranscriptionError(message, kind: kind)
         FlowSessionBridge.setRecordingState(.idle)
         debug("utterance failed: \(message)")
     }
 
-    private func finishProcessing(withError message: String) {
+    private func finishProcessing(
+        withError message: String,
+        kind: FlowSessionKeys.TranscriptionErrorKind = .asrFailed
+    ) {
         isUtteranceProcessing = false
         utteranceRecordingStartedAt = nil
         finalizeTask?.cancel()
@@ -519,7 +555,8 @@ final class FlowSessionManager: ObservableObject {
         currentPartial = ""
         lastFinal = ""
         chunkWarnings = []
-        FlowSessionBridge.storeTranscriptionError(message)
+        FlowSessionBridge.storeTranscriptionPartial("")
+        FlowSessionBridge.storeTranscriptionError(message, kind: kind)
         FlowSessionBridge.setRecordingState(.idle)
         debug("utterance processing failed: \(message)")
     }
@@ -533,8 +570,7 @@ final class FlowSessionManager: ObservableObject {
 
         let asrWait = asrWaitTimeout()
         FlowDiagnostics.log(
-            "finalize start asrWait=\(Int(asrWait))s engine=\(store.engineMode) " +
-            "backend=\(store.localASRBackend.rawValue)"
+            "finalize start asrWait=\(Int(asrWait))s engine=\(store.engineMode)"
         )
 
         let asrDeadline = Date().addingTimeInterval(asrWait)
@@ -560,10 +596,13 @@ final class FlowSessionManager: ObservableObject {
             let key = (asrTask?.isCancelled == true)
                 ? "flow.error.recognitionInterrupted"
                 : "flow.error.noSpeech"
+            let kind: FlowSessionKeys.TranscriptionErrorKind =
+                (asrTask?.isCancelled == true) ? .recognitionInterrupted : .noSpeech
             FlowDiagnostics.log("finalize failed: empty transcript after \(String(format: "%.1f", asrElapsed))s")
             utteranceRecordingStartedAt = nil
             FlowSessionBridge.storeTranscriptionError(
-                AppL10n.string(key)
+                AppL10n.string(key),
+                kind: kind
             )
             return
         }
@@ -576,33 +615,12 @@ final class FlowSessionManager: ObservableObject {
         // from the keyboard extension are visible before polish/translate.
         let pipelineStore = AppGroupStore()
 
-        if !pipelineStore.shouldRunCloudLLMStep {
-            // Local engine with cloud polish off — ASR-only.
-            FlowSessionBridge.storeTranscriptionResult(text, polishWarning: chunkNote)
-            FlowDiagnostics.log(
-                "finalize ASR-only total=\(String(format: "%.1f", Date().timeIntervalSince(pipelineStarted)))s " +
-                "len=\(text.count)"
-            )
-            SpeechHistoryStore.shared.recordUtterance(
-                text: text,
-                engineMode: engineMode,
-                duration: recordingDuration,
-                wasTranslation: false
-            )
-            currentPartial = ""
-            lastFinal = ""
-            chunkWarnings = []
-            debug("utterance finalized length=\(text.count)")
-            return
-        }
-
         var delivered = text
         let polishStarted = Date()
         let polishMode = pipelineStore.polishModeForPipeline
         FlowDiagnostics.log(
             "finalize LLM mode=\(Self.polishModeLogLabel(polishMode)) " +
-            "translationTarget=\(pipelineStore.translationTargetLocaleId) " +
-            "cloudPolish=\(pipelineStore.localModeCloudPolishEnabled)"
+            "translationTarget=\(pipelineStore.translationTargetLocaleId)"
         )
         do {
             let polished = try await polisher.polish(
@@ -640,6 +658,7 @@ final class FlowSessionManager: ObservableObject {
         currentPartial = ""
         lastFinal = ""
         chunkWarnings = []
+        FlowSessionBridge.storeTranscriptionPartial("")
         chunkedPipeline = nil
         debug("utterance finalized length=\(text.count)")
     }

OSGKeyboard/Views/DictationCaptureView.swift

@@ -1,175 +0,0 @@
-// DictationCaptureView.swift
-// OSGKeyboard · Main App
-//
-// Host-app recording surface for keyboard handoff.
-// Uses the shared `LiveDictationController` — the same entry point as
-// the keyboard preview sheet.
-
-import SwiftUI
-import OSGKeyboardShared
-
-@MainActor
-final class DictationSessionCoordinator: ObservableObject {
-    @Published var isPresenting: Bool = false
-
-    func present() {
-        isPresenting = true
-    }
-
-    func dismiss() {
-        isPresenting = false
-    }
-}
-
-struct DictationCaptureView: View {
-    @Environment(\.dismiss) private var dismiss
-    @Environment(\.themePalette) private var palette: ThemePalette
-
-    @ObservedObject var config: ProviderConfig
-    @ObservedObject var coordinator: DictationSessionCoordinator
-    @StateObject private var dictation = LiveDictationController()
-
-    @State private var statusText: String = ""
-    @State private var isSaving: Bool = false
-
-    var body: some View {
-        ZStack {
-            palette.background.ignoresSafeArea()
-            VStack(spacing: Spacing.lg) {
-                Spacer()
-                Image(systemName: "mic.circle.fill")
-                    .font(.system(size: 84, weight: .light))
-                    .foregroundStyle(palette.accent)
-
-                Text(titleText)
-                    .font(TypeStyle.title2)
-                    .foregroundStyle(palette.textPrimary)
-
-                Text(statusText)
-                    .font(TypeStyle.caption)
-                    .foregroundStyle(palette.textSecondary)
-                    .multilineTextAlignment(.center)
-                    .padding(.horizontal, Spacing.lg)
-
-                ProgressView(value: dictation.level, total: 1.0)
-                    .tint(palette.accent)
-                    .padding(.horizontal, Spacing.lg)
-                Spacer()
-
-                HStack(spacing: Spacing.sm) {
-                    Button {
-                        cancelAndClose()
-                    } label: {
-                        Text("common.cancel")
-                            .secondaryButton()
-                    }
-                    .buttonStyle(.plain)
-                    .disabled(isSaving)
-
-                    Button {
-                        stopAndFinalize()
-                    } label: {
-                        Text("common.done")
-                            .primaryButton()
-                    }
-                    .buttonStyle(.plain)
-                    .disabled(isSaving || dictation.phase != .recording)
-                }
-                .padding(.horizontal, Spacing.md)
-                .padding(.bottom, Spacing.lg)
-            }
-        }
-        .onAppear {
-            statusText = AppL10n.string("dictation.status.ready")
-            DictationBridge.setStatus(.requested)
-            startRecording()
-        }
-        .onDisappear {
-            dictation.stop()
-        }
-        .onChange(of: dictation.phase) { _, new in
-            switch new {
-            case .recording:
-                DictationBridge.setStatus(.recording)
-                statusText = config.isLocalEngine
-                    ? AppL10n.string("dictation.status.listeningLive")
-                    : AppL10n.string("dictation.status.listening")
-            case .processing:
-                DictationBridge.setStatus(.transcribing)
-                statusText = AppL10n.string("dictation.status.processing")
-            case .requestingPermission:
-                statusText = AppL10n.string("dictation.status.requestingPermission")
-            case .denied(let message):
-                DictationBridge.setStatus(.error, message: message)
-                statusText = message
-            case .error(let message):
-                DictationBridge.setStatus(.error, message: message)
-                statusText = message
-            case .idle:
-                break
-            }
-        }
-        .onChange(of: dictation.currentPartial) { _, new in
-            guard config.isLocalEngine, !new.isEmpty else { return }
-            statusText = new
-        }
-        .onChange(of: dictation.lastFinal) { _, new in
-            guard !new.isEmpty else { return }
-            saveAndClose(new)
-        }
-        .onChange(of: config.uiLanguage) { _, _ in
-            refreshStatusForCurrentPhase()
-        }
-    }
-
-    private var titleText: String {
-        isSaving
-            ? AppL10n.string("dictation.status.saving")
-            : AppL10n.string("dictation.title")
-    }
-
-    private func startRecording() {
-        Task { await dictation.start(localeId: config.localeId) }
-    }
-
-    private func stopAndFinalize() {
-        dictation.stop()
-        statusText = AppL10n.string("dictation.status.waitingResult")
-    }
-
-    private func cancelAndClose() {
-        dictation.stop()
-        DictationBridge.setStatus(.cancelled)
-        coordinator.dismiss()
-        dismiss()
-    }
-
-    private func saveAndClose(_ transcript: String) {
-        guard !isSaving else { return }
-        isSaving = true
-        statusText = AppL10n.string("dictation.status.processing")
-        Task {
-            let delivered = transcript
-            DictationBridge.storePendingTranscript(delivered, polishWarning: nil)
-            coordinator.dismiss()
-            dismiss()
-        }
-    }
-
-    private func refreshStatusForCurrentPhase() {
-        switch dictation.phase {
-        case .idle:
-            statusText = AppL10n.string("dictation.status.ready")
-        case .recording:
-            statusText = config.isLocalEngine
-                ? AppL10n.string("dictation.status.listeningLive")
-                : AppL10n.string("dictation.status.listening")
-        case .processing:
-            statusText = AppL10n.string("dictation.status.processing")
-        case .requestingPermission:
-            statusText = AppL10n.string("dictation.status.requestingPermission")
-        case .denied(let message), .error(let message):
-            statusText = message
-        }
-    }
-}

OSGKeyboard/Views/HomeView.swift

@@ -337,8 +337,7 @@ struct HomeView: View {
             EngineServiceLabel.summary(
                 engineMode: config.engineMode,
                 providerId: config.providerId,
-                model: config.model,
-                localASRBackend: config.localASRBackend
+                model: config.model
             )
         )
         .font(TypeStyle.caption2)

OSGKeyboard/Views/KeyboardPreviewSheet.swift

@@ -143,8 +143,7 @@ struct KeyboardPreviewSheet: View {
         EngineServiceLabel.summary(
             engineMode: config.engineMode,
             providerId: config.providerId,
-            model: config.model,
-            localASRBackend: config.localASRBackend
+            model: config.model
         )
     }
 

OSGKeyboard/Views/MainAppRoot.swift

@@ -0,0 +1,54 @@
+// MainAppRoot.swift
+// OSGKeyboard · Main App
+//
+// Host-app shell that owns `ProviderConfig` and `FlowSessionManager`.
+// Only constructed when `AppGroup.isAvailable` so the error path never
+// touches App Group–backed singletons.
+
+import SwiftUI
+import OSGKeyboardShared
+
+struct MainAppRoot: View {
+    @Environment(\.scenePhase) private var scenePhase
+
+    @StateObject private var config = ProviderConfig.shared
+    @StateObject private var flowManager = FlowSessionManager()
+
+    var body: some View {
+        Group {
+            if config.hasCompletedOnboarding {
+                MainTabView()
+            } else {
+                OnboardingView(config: config)
+            }
+        }
+        .environment(\.locale, config.uiLanguage.swiftUILocale)
+        .environmentObject(flowManager)
+        .onAppear {
+            flowManager.setAppForeground(scenePhase == .active)
+        }
+        .onOpenURL { url in
+            guard url.scheme == "osgkeyboard" else { return }
+            switch url.host {
+            case "startflow":
+                flowManager.startSession()
+            default:
+                break
+            }
+        }
+        .onChange(of: config.hasCompletedOnboarding) { _, done in
+            if done {
+                flowManager.autoStartIfNeeded()
+            }
+        }
+        .onChange(of: scenePhase) { _, phase in
+            flowManager.handleScenePhase(phase)
+            guard phase == .active, config.hasCompletedOnboarding else { return }
+            if flowManager.isActive {
+                flowManager.extendSession()
+            } else {
+                flowManager.autoStartIfNeeded()
+            }
+        }
+    }
+}

OSGKeyboard/Views/OnboardingView.swift

@@ -107,9 +107,7 @@ struct OnboardingView: View {
     private func applyOnboardingDefaultsIfNeeded() {
         guard !config.hasCompletedOnboarding, config.onboardingPage == 0 else { return }
         // First-time users with no API key: default to local for a faster path.
-        // v0.2.0: no per-user ASR backend selection — iOS `SpeechAnalyzer`
-        // is the only local option, so we don't need to mutate
-        // `config.localASRBackend` here.
+        // v0.2.0: iOS SpeechAnalyzer is the only on-device ASR path.
         if config.apiKey.isEmpty, config.engineMode == "cloud" {
             config.engineMode = "local"
         }

OSGKeyboard/Views/ProviderPickerSection.swift

@@ -90,6 +90,7 @@ enum ProviderLogo {
         case "qwen": return "qwen"
         case "moonshot": return "moonshot"
         case "zhipu": return "zhipu"
+        case "mimo": return "mimo"
         case "custom": return "custom"
         default: return nil
         }

OSGKeyboard/en.lproj/Localizable.strings

@@ -106,6 +106,7 @@
 "provider.qwen" = "Qwen (DashScope)";
 "provider.zhipu" = "Zhipu GLM";
 "provider.moonshot" = "Moonshot";
+"provider.mimo" = "Xiaomi MiMo";
 "provider.custom" = "Custom";
 "settings.api.title" = "API";
 "settings.language.title" = "Language";

OSGKeyboard/zh-Hans.lproj/Localizable.strings

@@ -106,6 +106,7 @@
 "provider.qwen" = "通义千问";
 "provider.zhipu" = "智谱 GLM";
 "provider.moonshot" = "月之暗面";
+"provider.mimo" = "小米 MiMo";
 "provider.custom" = "自定义";
 "settings.api.title" = "接口";
 "settings.language.title" = "语言";