Out to Lunch

Amuse-Bouche

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

Your AI says

Gemini 1.5, 2.0, or 3.1/3.5/3.6/3.7 Flash is Google's latest

Reality

Gemini 3.8 Flash (Sep 2) is the new coding/agentic workhorse, superseding 3.7 Flash -- $0.75/$3.75/MTok intro thru Dec 31. A 'Flash Cyber' twin serves vetted defenders. Gemini 3.5 Pro still NOT GA as of Sep 5 -- running months behind.

Your AI says

Grok 3 or Grok 4 is xAI's latest model

Reality

Grok 4.6 (grok-4.6) is xAI's flagship as of Aug 12, 2026 — $2/$6/MTok (<200K context), $4/$12 (>=200K). Grok 4.5 (grok-4.5, GA May 1) remains active. Grok Build 0.1 is the coding model.

Your AI says

Ali Khamenei is Supreme Leader of Iran

Reality

Mojtaba Khamenei since March 8, 2026. Ali Khamenei killed in US-Israel airstrike Feb 28, 2026.

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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

With outtolunch

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

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

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.

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

curl https://outtolunch.app/nano

Second Course — Le Plat Principal

The recommended daily serving. Structured markdown covering every section.

curl https://outtolunch.app/compact

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

curl https://outtolunch.app/

À la Carte

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

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"
    }
  }
}

Claude Code

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

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 data compact · markdown, ~8,000 tokens nano · plain text, ~1,500 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

System Prompt

Inject context into any AI.

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

Health Check

Verify freshness programmatically.

curl https://outtolunch.app/health

Single Section

Just the corrections, please.

curl outtolunch.app/section/corrections

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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The Private Dining Room

Same kitchen, your company’s facts.

outtolunch.app is the public reference deployment. It serves current world facts from a two-tier briefing: the daily menu up top, deeper sections when an AI needs detail. If your team wants that same pattern behind the firewall, fork outtolunch-engine and run a private briefing for internal facts.

Now accepting private reservations

Your company’s facts are scattered across Slack, Workday, Linear, Salesforce, service catalogs, and docs. Every AI agent re-probes them in its own way. The engine gives them one curated, AI-friendly source of truth — leadership changes, who’s away, active incidents, current priorities, tool versions, deal context, or whatever your pack defines.

1 · Pick a pack

Start with internal ops, sales/revops, or engineering platform data.

2 · Seat the agent

Point Claude Code or Cursor at the setup playbook and your source systems.

3 · Serve the briefing

Expose JSON, compact Markdown, nano text, sections, and MCP from Cloudflare Workers.

Starter Packs

Sales / RevOps

Pipeline, churn, at-risk accounts, recent closes, quota attainment, and deals in flight.

Eng Platform

Service owners, oncall, deploys, feature flags, internal APIs, active incidents, and corrections.