Out to Lunch

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Amuse-Bouche

What your AI confidently believes vs. what’s actually true today.

Your AI says

GPT-4o is OpenAI's latest model

Reality

GPT-5.4 (gpt-5.4) released March 2026 — 1M context, $2.50/$15 per MTok. Also gpt-5.4-pro, gpt-5.4-mini, gpt-5.4-nano.

Your AI says

China is the most populous country

Reality

India surpassed China in population in April 2023. India ~1.44 billion, China ~1.42 billion (2026 est.).

Your AI says

2023 is the hottest year on record

Reality

2024 is the hottest year on record, surpassing 2023. The past 11 years are the 11 warmest ever recorded.

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A Scene from the Dining Room

What happens when your AI doesn’t know what day it is.

Without context

From: AI Sales Assistant
To: Sarah Chen, VP Engineering

Quick sync this week?

Hi Sarah, Hope you’re having a great week! I wanted to reach out about our enterprise platform — I think there’s a strong fit for your team’s infrastructure needs. Would you have 30 minutes this week to chat? Happy to work around your schedule.

Best, James

Sent Easter Sunday. Sarah did not respond.

With outtolunch

Following up after the long weekend

Hi Sarah, Hope you had a restful Easter weekend. Would love to find time in the coming weeks to walk through how our platform could help with your infrastructure goals. No rush — I know coming back from a holiday is always hectic.

Best, James

Queued for Tuesday. Sarah booked a call.

Same AI. Same prompt. The only difference is 500 tokens of context about what’s actually happening in the world.

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Le Menu

Three formats, one briefing. Choose your portion.

First Course — L’Espresso

GET /nano ~500 tokens

The espresso shot. Highest-signal facts for tight context windows and system prompts.

curl https://outtolunch.app/nano

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Second Course — Le Plat Principal

GET /compact ~1,500 tokens

The recommended daily serving. Structured markdown covering every section.

curl https://outtolunch.app/compact

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Third Course — Le Grand Menu

GET / ~5,000 tokens

The full service. Complete structured JSON with every field and detail.

curl https://outtolunch.app/

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À la Carte

GET /section/:name varies

Pick individual sections by name.

datetime holidays_today holidays_upcoming_7d leaders active_conflicts recent_deaths economy disasters ai_model_versions culture major_events corrections us_policy cybersecurity space license_changes fda_approvals service_status corporate_changes dev_tool_versions

The Tasting Menu

GET /sections?include=a,b varies

Mix and match deep sections. Richer data — model pricing, conflict casualties, market indices, gas prices, mortgage rates, executive orders, SCOTUS decisions, CVE advisories, space launches, FDA approvals, service outages, corporate leadership changes, dev tool LTS/EOL status, full holiday calendar.

curl "https://outtolunch.app/sections?include=economy,us_policy"

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The Sommelier Recommends

The perfect pairing for your AI assistant.

MCP (Model Context Protocol) lets AI assistants call tools directly. Add outtolunch to your config and your assistant will automatically consult today’s briefing before responding about current events.

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "outtolunch": {
      "type": "url",
      "url": "https://outtolunch.app/mcp"
    }
  }
}

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Claude Code

claude mcp add outtolunch --transport http https://outtolunch.app/mcp

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Cursor

Add to your MCP settings with type url and the endpoint https://outtolunch.app/mcp.

MCP Tool Parameters

The get_world_briefing tool accepts three optional parameters:

format	json (default) · full structured datacompact · markdown, ~1,500 tokensnano · plain text, ~500 tokens
section	Return a single section as JSON (e.g. corrections, leaders, economy). When set, format is ignored.
sections	Comma-separated list of deep sections (e.g. "economy,us_policy"). Returns richer data — pricing, casualties, indices, gas prices, mortgage rates, executive orders, SCOTUS decisions, CVE advisories, space launches, FDA approvals, service outages, corporate changes, full calendar. Overrides format and section.

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Pairings

The right section for the right moment.

Pulling the full briefing every time is like ordering the tasting menu when you came in for a glass of wine. Each section exists so your AI can grab exactly what it needs and move on.

Writing code that references model IDs, pricing, or context windows

sections: "ai_model_versions"

Citing interest rates, inflation, stock indices, gas prices, or crypto

sections: "economy"

Naming who holds political office or writing about world leaders

section: "leaders"

Discussing conflicts, casualties, or ceasefires

sections: "conflicts"

Referencing CVEs, security advisories, or patch status

sections: "cybersecurity"

Scheduling around holidays or checking business hours

sections: "holidays"

Mentioning executive orders or Supreme Court decisions

sections: "us_policy"

Scaffolding a new project or picking runtime/framework versions

sections: "dev_tool_versions"

Quick sanity check before asserting anything about current events

format: "nano"

Wire these into your tools. If you use Claude Code, add a line to your CLAUDE.md: “Before drafting emails about current events, call outtolunch with sections: "leaders,conflicts".” Same idea works in Cursor rules, custom MCP skills, system prompts, or any config that shapes AI behavior. The more specific you are about which section to pull and when, the less your AI wastes on tokens it doesn’t need.

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How to Order

Integration recipes for every kitchen.

Quick Taste

One command, instant briefing.

curl -s https://outtolunch.app/nano

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System Prompt

Inject context into any AI.

Before responding, note:
$(curl -s outtolunch.app/nano)

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Health Check

Verify freshness programmatically.

curl https://outtolunch.app/health

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Single Section

Just the corrections, please.

curl outtolunch.app/section/corrections

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Deep Tasting

Mix & match rich data — pricing, indices, executive orders, CVEs, launches, outages.

curl "outtolunch.app/sections?include=economy,us_policy"

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The Kitchen

How we keep every fact fresh.

1. 3× daily. Automated research runs at 6 AM, 2 PM, and 10 PM ET — full-depth morning and evening sweeps with a targeted afternoon update.
2. Confidence scoring. Each update is scored against the previous version. High-confidence updates deploy automatically; anomalies are flagged for human review.
3. Schema validation. Strict JSON schema checks plus prompt injection scanning on every update. Bad data never reaches production.
4. Edge deployment. Cloudflare Workers serve the briefing globally with sub-50ms latency and built-in staleness detection.

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Send It Back to the Kitchen

Spotted something wrong? Help us keep the briefing accurate.

Submit Correction

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