Signals are scattered across channels and easy to miss.
One Day Earlier Means One Week Ahead
Turn AI source signals into actionable decisions with a fixed high-frequency rhythm.
Source Quality and Coverage
Curated global AI sources across top tech sites, papers, and RSS feeds with leader signal tracking.
- Labs and tech sources: OpenAI, Anthropic, Google DeepMind, Meta AI, NVIDIA Research
- Research channels: arXiv and high-value paper monitoring
- Leader signals: Andrej Karpathy, Andrew Ng, Yann LeCun, Jim Fan, Demis Hassabis and more
- Unified RSS ingestion with de-dup and structured ranking
Core Pains
High noise makes it hard to identify what deserves action.
Teams consume different info and lose alignment in meetings.
Product Value
Signal Aggregation
Consolidate top AI sources into one decision surface.
High-Frequency Delivery
Flash + daily cadence turns speed into execution edge.
Decision-Ready Format
Move from what happened to what to do next.
Feed Cadence
- 01
4-hour flash for breaking changes
- 02
Daily digest for key trends and impact
- 03
Weekly recap for long-term direction
API & MCP Integration
Connect API and MCP to any content system and workflow to unlock full production leverage.
- Wire source intelligence into planning, production, and publishing
- Auto-distribute outputs to your existing team tools
- Remove repetitive manual transfer and copy-paste steps
Case: Guoshu WeChat Automated Pipeline (AI)
AI feed inputs power an automated chain from topic picking to writing, visual generation, and publishing.

Turn AI Information Gap into Team Advantage
Start by making sure your team sees critical signals first.