🎯 How to Use Sniper Engine

🌱 Beginner Guide - Quick Start

Sniper Engine helps you detect if a system is about to fail or collapse. Think of it as an early warning system for serious problems before they become disasters.

Step 1: Describe Your Situation

In the large text field on the main page, describe what's happening. The more specific you are, the better Sniper can help you.

Include these 4 elements:

• Numbers: How many? How much? What measurements?
• Changes: What's getting worse? How fast is it changing?
• Timeline: When did it start? When will the next critical event occur?
• Concerns: What specific outcome worries you?

Step 2: Select a Domain

Click on the category that best matches your situation:

• Health 💊: Medical problems, patient safety, medications, symptoms
• Business 💼: Company finances, revenue, clients, employees
• Food 🍽️: Food safety, contamination, storage, recalls
• Cyber 🔐: Security breaches, hacking, data loss, server issues
• Finance 💰: Investments, portfolios, market risks, debts
• Manufacturing 🏭: Production problems, equipment, safety
• Construction 🏗️: Building safety, structural problems
• ... and 8 more available domains!

Step 3: Run the Analysis

Click the big 🎯 Run Sniper Analysis button at the bottom of the page.

Wait 10-30 seconds while Sniper analyzes your situation.

Step 4: Understanding Your Results

Collapse Score (0-100):

This tells you how serious the situation is:

• 90-100 = CRITICAL: Extremely urgent. Act immediately (within hours/days).
• 70-89 = HIGH RISK: Very serious. Act within days or weeks.
• 40-69 = MODERATE RISK: Concerning. Monitor carefully and plan actions.
• 0-39 = LOW RISK: Routine situation. Standard monitoring sufficient.

Collapse Window:

Indicates how much time you have before the situation becomes critical. Examples: "48 hours", "7 days", "3 months".

R1 - Critical Reserve:

The resource being depleted (such as money, health, capacity, time).

R2 - Dominant Regulator:

The mechanism causing the problem (the "why it's happening").

Failure Mode:

What will actually happen if nothing changes (bankruptcy, organ failure, system crash, etc.).

Real Examples by Domain

Business Example:

Cyber Example:

⚡ Intermediate Guide - Mastering the R1-E Framework

Learn to create precise inputs for optimal Sniper analysis using the underlying R1-E (Reserve-Regulator-Exhaustion) framework.

Understanding the R1-E Framework

Sniper analyzes all systems using two critical variables:

• R1 (Critical Reserve): The resource being consumed and approaching exhaustion (money, health, capacity, time, lives)
• R2 (Dominant Regulator): The operational mechanism causing depletion (NOT administrative processes)

The Perfect Input Formula

Component Breakdown:

1. SYSTEM: What physical/operational entity exists? (patient, server, company, building)
2. BASELINE: What was the normal state before? (revenue was €100k, temperature was 38°C)
3. CURRENT STATE: How is it now? (revenue now €60k, temperature now 40°C)
4. RATE OF CHANGE: How fast is it changing? (€10k drop per month, 0.5°C increase per day)
5. TIMELINE: When did changes begin? (started 3 months ago, began 48 hours ago)
6. NEXT EVENT: When is the next critical decision point? (board meeting in 7 days, surgery in 24 hours)

🎓 Expert/PhD Level - Constitutional AI Foundations

Advanced methodology for collapse detection using constitutional AI with deterministic R1-E framework.

System Architecture

Sniper Engine is a constitutional AI system designed to detect imminent collapse in real systems using the R1-E Framework (Reserve-Regulator-Exhaustion).

Underlying LLM Model:

• Model: Advanced specialized LLM (via Groq)
• Temperature: 0.1 (deterministic)
• Max tokens: 2,000
• Constitutional enforcement: Pre-processing + Post-processing

Historical Validation (Scientific Rigor)

Sniper has been validated against 17 major historical disasters using temporal isolation (analyzing only data available BEFORE the collapse occurred):