China LLM Updates
国内大模型更新
Model releases, API changes, pricing, open weights, and capability jumps.
模型发布、API 变化、价格、开源权重和能力跃迁。
System Page
系统页面
How Signals Work
Signals 是如何工作的
Every signal starts with sources and screening rules.
每一种 Signal 都从信息源和筛选标准开始。
Stablehunter supports many signal types. For each one, we define the source list, apply explicit criteria, then turn matching updates into bot-ready briefs for Telegram, WeChat, and Feishu.
Stablehunter 可以支持多种不同 Signal。每一种 Signal 都先定义信息源，再设定筛选标准，最后把命中的更新整理成适合 Telegram、微信和飞书 Bot 推送的 brief。
Signal Types We Can Run
可以运行的 Signal 类型
Crypto & Onchain Infrastructure
Exchanges, wallets, L2 ecosystems, and protocols.
交易所、钱包、L2 生态与核心协议。
Agentic Payment
Agent-driven payments, payment APIs, stablecoin settlement, risk, and compliance.
Agent 支付、支付 API、稳定币结算、风控与合规。
Capital & Market Signals
Funding, acquisitions, strategic bets, and narrative shifts.
融资、并购、战略下注，以及叙事迁移。
Signal Blueprints
Signal 配置蓝图
Each signal type is defined by sources, screening criteria, and bot delivery.
每一种 Signal 都由信息源、筛选标准和 Bot 推送渠道共同定义。
Agentic Payment Signal
Tracks payment infrastructure updates that make agent-driven payments, stablecoin settlement, risk checks, and automated money movement more practical.
追踪让 Agent 支付、稳定币结算、风控校验和自动化资金流转更可行的支付基础设施变化。
Sources
信息源
Alloy
Sardine
Persona
TRM Labs
Reap
Rain
Zero Hash
BVNK
Bridge
Fireblocks
Singapore Gulf Bank
ClearBank
Visa Direct
Visa Newsroom
Circle Developer
Circle Blog
a16z Crypto
Watchlist: Citi treasury updates, Kinexys / JPM Payments, MAS official updates.
Watchlist：Citi treasury updates、Kinexys / JPM Payments、MAS 官方更新。
Screening criteria
筛选标准
- Mentions agent payments, programmable payments, payment APIs, or autonomous commerce.
- Changes stablecoin settlement, payout, treasury, card, or merchant workflows.
- Adds identity, fraud, compliance, AML, or risk infrastructure relevant to automated payments.
- Comes from an official source or a high-signal ecosystem participant.
- Can be summarized into what changed, why it matters, Web3 impact, and what to watch next.
- 提到 Agent payments、programmable payments、支付 API 或 autonomous commerce。
- 改变稳定币结算、出入金、资金管理、银行卡或商户支付流程。
- 新增和自动化支付相关的身份、欺诈、合规、AML 或风控能力。
- 来自官方来源，或来自高信号生态参与方。
- 可以整理成：发生了什么、为什么重要、Web3 影响、接下来观察什么。
China LLM Update Signal
国内大模型更新 Signal
Tracks the latest updates from major Chinese model labs and platforms, then filters for updates that matter to product, engineering, research, and GTM decisions.
追踪国内主要大模型厂商和平台的最新动态，并筛出真正影响产品、工程、研究和商业判断的更新。
Sources
信息源
DeepSeek
Qwen / Alibaba Cloud
Zhipu AI
Moonshot AI / Kimi
Baidu ERNIE
Tencent Hunyuan
ByteDance Doubao
MiniMax
01.AI
StepFun
ModelScope
OpenCompass
Official docs
Developer changelogs
Pricing pages
Screening criteria
筛选标准
- New model, model family, API endpoint, context length, tool-use, multimodal, or reasoning capability.
- Pricing, rate limit, availability, deployment, fine-tuning, or enterprise integration changes.
- Open-source weights, technical reports, benchmark jumps, or developer ecosystem updates.
- Official confirmation is preferred; secondary coverage must point back to a credible primary source.
- Priority goes to updates that change build choices, model selection, cost, or go-to-market timing.
- 新模型、模型家族、API endpoint、上下文长度、工具调用、多模态或推理能力更新。
- 价格、限速、可用区域、部署方式、微调能力或企业集成变化。
- 开源权重、技术报告、Benchmark 跳升或开发者生态更新。
- 优先采用官方确认；二级报道需要能回溯到可信一手来源。
- 优先筛选会影响选型、成本、产品构建或 GTM 节奏的更新。
From Source Rules to Bot Push
从信息源规则到 Bot 推送
A signal is configured before it is delivered.
Signal 先被配置，再被推送。
Provide source lists
Each signal has its own tracked sources, watchlist sources, and adapter notes.
Set screening criteria
Define topic scope, credibility threshold, importance level, freshness, and exclusions.
Extract matching updates
Only updates that pass the signal-specific criteria move into the brief queue.
Structure the brief
Summarize what changed, why it matters, who it affects, and what to watch next.
Route to bot channels
Push the final brief to Telegram, WeChat, and Feishu surfaces as configured.
提供信息源列表
每种 Signal 都有自己的追踪来源、watchlist 来源和 adapter 备注。
设定筛选标准
定义主题范围、可信度门槛、重要性级别、新鲜度和排除项。
抽取命中更新
只有符合该 Signal 专属标准的更新，才进入 brief 队列。
整理成 Brief
压缩为发生了什么、为什么重要、影响谁、接下来观察什么。
路由到 Bot 渠道
按配置推送到 Telegram、微信和飞书 Bot。
Different signals can use different sources and rules, but they share the same delivery loop.
不同 Signal 可以使用不同信息源和规则，但共享同一套推送流程。
Stablehunter is not a news aggregator. It is a signal filtering and routing system.
Stablehunter 不是新闻聚合器，而是一套 signal filtering and routing system。
From Source to Signal
从 Source 到 Signal
Raw updates do not go directly to users.
原始信息不会直接推送给用户，而是被整理为可判断的 signal。
They are turned into concise signal briefs that tell you:
- what changed
- why it matters
- where it impacts Web3
- what to watch next
这些信息会被整理为简洁的 signal briefs，帮助你快速判断：
- 发生了什么
- 为什么重要
- 它会影响 Web3 的哪里
- 接下来该看什么
Example Signal Brief
Signal Brief 示例
Payment rail expansion enters a Web3-adjacent lane
支付基础设施变化进入 Web3 相邻通道
What changed
A major payments platform expanded stablecoin settlement support.
Why it matters
Infrastructure shifts at the rail layer often move faster than market narratives.
Web3 impact
Wallets, treasury workflows, and merchant-facing stablecoin products gain new leverage.
Watch next
Integration velocity, partner announcements, and downstream distribution moves.
发生了什么
一家主要支付平台扩展了对稳定币结算的支持。
为什么重要
支付底层网络的变化，往往早于市场叙事形成。
Web3 影响
钱包、资金管理流程，以及面向商户的稳定币产品获得新杠杆。
接下来观察
集成速度、合作公告，以及后续分发动作。
What You Get
你最终获得什么
You do not get raw news.
You get filtered signal briefs built for decision-making.
你得到的不是原始新闻。
而是为判断和决策而整理过的 signal briefs。
Get the brief, not the noise.
获取 signal，而不是噪音
Open the bot and receive signals that matter.
打开 bot，接收真正值得关注的 signals。
WeChat bot · Planned
微信 Bot · 规划中
Feishu bot · Planned
飞书 Bot · 规划中