news-cog（新闻齿轮）

News Cog - AI News Intelligence Powered by CellCog

Frontier search models with multi-angle research on every query.

CellCog combines deep reasoning with SOTA search models and multi-intent research to produce accurate, comprehensive news intelligence. Briefs, reports, and digests delivered ready for your agent to consume — without pulling hundreds of articles into your main agent's context window.

How to Use

For your first CellCog task in a session, read the cellcog skill for the full SDK reference — file handling, chat modes, timeouts, and more.

OpenClaw (fire-and-forget):

result = client.create_chat(
    prompt="[your task prompt]",
    notify_session_key="agent:main:main",
    task_label="my-task",
    chat_mode="agent",
)

All agents except OpenClaw (blocks until done):

from cellcog import CellCogClient
client = CellCogClient(agent_provider="openclaw|cursor|claude-code|codex|...")
result = client.create_chat(
    prompt="[your task prompt]",
    task_label="my-task",
    chat_mode="agent",
)
print(result["message"])

What You Can Get

Daily Briefings

Concise, actionable summaries:

• Morning Briefing: "Give me today's top tech industry news — focus on AI, cloud, and enterprise software"
• Market Open: "Summarize pre-market news affecting FAANG stocks and semiconductor sector"
• Industry Digest: "Summarize this week's most important developments in renewable energy"
• Startup News: "What happened in startup funding this week? Series A+ rounds in fintech"

Example prompt:

"Create a morning briefing for a startup CEO: Focus areas: 1. AI industry developments (new models, funding, regulations) 2. SaaS market trends and notable deals 3. Macro economic signals (Fed, inflation, tech employment) Format: Bullet-point brief with one-sentence summaries and source links. Highlight anything that requires immediate attention. Total length: Under 500 words — I need to scan this in 2 minutes."

Competitive Intelligence

Monitor your competitive landscape:

• Competitor Watch: "What has Notion shipped or announced in the last 30 days?"
• Market Moves: "Summarize recent M&A activity in the cybersecurity sector"
• Product Launches: "What new AI developer tools launched this month?"
• Funding Tracker: "List all AI companies that raised $50M+ in the last 2 weeks"

Trend Reports

Deeper analysis of emerging patterns:

• Trend Analysis: "What are the emerging trends in AI agent infrastructure? Analyze recent launches, funding, and technical developments"
• Regulatory Watch: "Summarize new AI regulations proposed or enacted globally in 2026"
• Technology Shifts: "Research the shift from RAG to long-context models — what are the latest developments?"

Custom News Digests

Tailored to your specific needs:

• Role-Specific: "Create a weekly digest for a VP of Engineering at a fintech company"
• Topic-Specific: "Summarize everything published about quantum computing this week"
• Region-Specific: "What's happening in the European tech ecosystem this month?"
• Event Coverage: "Summarize the key announcements from AWS re:Invent 2026"

Why CellCog for News?

The Technical Edge

CellCog doesn't just search once and summarize — it runs multi-angle research across your query:

1. Multiple search intents: A single news query is decomposed into multiple research angles
2. Frontier search models: SOTA retrieval across hundreds of sources
3. Deep reasoning: Cross-references and synthesizes findings, not just concatenates
4. Citation quality: Sources traced back to original reporting, not aggregator summaries

Agent-Optimized Output

CellCog News Cog is designed with agent workflows in mind. The output is:

• Concise — won't overwhelm your main agent's context window
• Structured — clear sections, bullet points, and hierarchies
• Actionable — highlights what matters and why
• Sourced — includes citations when requested

Output Formats

Chat Mode for News

Use "agent" for most news tasks. Daily briefings, competitive monitoring, and news digests execute well.

Use "agent team" for deep trend analysis — when you need multi-source synthesis across dozens of publications and research papers.

Tips for Better News Intelligence

1. Define your focus: "Tech news" is too broad. "AI infrastructure and developer tools" is focused.

1. Specify timeframe: "Today's news", "this week", "last 30 days" — recency matters.

1. Set the audience: "For a technical audience" vs. "for a board of directors" changes depth and tone.

1. Request structure: "Bullet-point brief under 500 words" vs. "comprehensive PDF report with sections" — be explicit.

1. Ask for citations: "Include source URLs for each item" — when traceability matters.

1. Indicate priority signals: "Highlight anything about regulation changes or major funding rounds" — helps CellCog surface what matters to you.

If CellCog is not installed

Run /cellcog-setup (or /cellcog:cellcog-setup depending on your tool) to install and authenticate. OpenClaw users: Run clawhub install cellcog instead. Manual setup: pip install -U cellcog and set CELLCOG_API_KEY. See the cellcog skill for SDK reference.