README.md

---
license: agpl-3.0
tags:
- warfare
- military
- insurgency
- c2
- terror
- civilian
pretty_name: Command Net
---
# CommandNet Dataset (100K)

<p align="left">
  <img src="https://img.shields.io/badge/Format-ShareGPT_JSONL-111827?style=for-the-badge&logo=json&logoColor=white" alt="Format: ShareGPT JSONL" />
  <img src="https://img.shields.io/badge/Domain-Insurgency%2FHybrid-991111?style=for-the-badge" alt="Domain: Insurgency/Hybrid" />
  <img src="https://img.shields.io/badge/Language-English-1f2937?style=for-the-badge" alt="Language: English" />
  <img src="https://img.shields.io/badge/Time%20Span-2000--2030-0f766e?style=for-the-badge" alt="Time span: 2000-2030" />
  <img src="https://img.shields.io/badge/Echelon-Squad%2FPlatoon-7c3aed?style=for-the-badge" alt="Echelon: Squad/Platoon" />
  <img src="https://img.shields.io/badge/Rows-100%2C000-7c3aed?style=for-the-badge" alt="Rows: 100k" />
</p>

A comprehensive dataset of 100,000 synthetic tactical training scenarios designed for training AI models to serve as advanced small unit tactical instructors in insurgency and hybrid warfare environments.

## Overview

This dataset transforms military training exercise data into structured, reasoning-rich instructional content suitable for fine-tuning large language models on tactical decision-making, cognitive modeling, and mission command competencies at the squad/platoon level.

### Key Characteristics

| Attribute | Value |
|-----------|-------|
| **Total Scenarios** | 100,000 |
| **Primary Domain** | Insurgency Operations |
| **Secondary Domains** | Counterinsurgency, Hybrid Warfare, Conventional |
| **Time Period** | 2000-2030 |
| **Echelon Focus** | Squad/Platoon (8-35 personnel) |
| **Output Format** | ShareGPT JSONL |

### Warfare Distribution

| Type | Count | Percentage |
|------|-------|------------|
| **Hybrid** | 33,031 | 33% |
| **Insurgency** | 27,980 | 28% |
| **Counterinsurgency** | 27,828 | 28% |
| **Conventional** | 11,161 | 11% |

### Decade Distribution

| Decade | Count | Percentage |
|--------|-------|------------|
| **2010s** | 39,228 | 39% |
| **2000s** | 31,893 | 32% |
| **2020s** | 28,879 | 29% |

---

## Response Architecture

Each scenario contains a complete tactical instructor response organized into 12 distinct sections:

### Section 1: SITUATION (PLATOON/SQUAD LEVEL)

The opening briefing providing all essential mission parameters:

- **Year and Doctrine**: Timestamp and doctrinal framework (2000-2030)
- **Theater and Grid**: Operational area with geographic coordinates
- **Terrain Type**: Environmental context for tactical planning
- **Weather Conditions**: Operational constraints from environmental factors
- **Mission Objective**: Specific tactical task to accomplish
- **Threat Description**: Enemy disposition and anticipated actions
- **Constraints**: Limitations including ROE, political restrictions, resource constraints
- **ROE Elements**: Rules of engagement with specific guidance
- **Force Ratio**: Numerical comparison of friendly to enemy forces
- **Engagement Range**: Estimated distance to enemy contact
- **Civilian Risk Level**: Low/Moderate/High probability of collateral impact
- **Equipment Faction**: Available weapons and gear configuration

### Section 2: EQUIPMENT AVAILABILITY

Detailed breakdown of force equipment appropriate for non-American armed forces:

**Weapons Systems**
- Primary rifles: AK-pattern, captured small arms, various models
- Machine guns: PKM, DShK, DP-27, GPMG variants
- Heavy weapons: RPG-7, RPG-18, RPG-26, AGS-30, RG-6
- Support weapons: Mortars (120mm, 82mm), SA-7 MANPADS
- Specialized: Suppressed rifles (AS VAL, VSS Vintorez), sniper systems

**Optics and Night Vision**
- Standard: Iron sights, Kobra red dot, open sights
- Medium: PSO-1, PKA, 1P29 scopes
- Advanced: PNV-57E, 1PN93 night sights, NSPU, TODAY thermal
- Specialized: Suppressed optics packages, captured optics

**Communications**
- Standard: R-163-50K, R-168 series, cell phones
- Encrypted: Burst communications, satellite phones
- Primitive: Runners, hand signals, messenger systems
- Maritime: Marine VHF radios

**Protection**
- Standard: 6B45, 6B47 Ratnik, 6B23 body armor
- Light: Soft ballistic vests, lighter configurations
- Specialized: Altyn helmets, face shields, splash protection
- Militia: Motorcycle helmets, mixed captured armor

**Support Assets**
- Technical vehicles, trucks, APCs (BTR-80)
- Small boats with outboard motors
- DShKM/mortar tripods and mounts
- Ammunition caches, fuel depots, IED materials

### Section 3: CONDITIONS CHECK (Mission Command)

Ten-point readiness verification aligned with mission command principles:

1. Team understanding of commander's intent
2. Communication equipment functionality (primary/alternate frequencies)
3. Visual signals for no-radio scenarios
4. Abort criteria and boundaries
5. Casualty evacuation routes
6. Fire support standby confirmation
7. ROE constraints and engagement rules
8. Terrain analysis (dead ground, ambush chokepoints, bypass routes)
9. Equipment check (ammunition load, optics zero)
10. Time hack synchronization

### Section 4: TEAM SITUATIONAL AWARENESS DEVELOPMENT

Protocols for maintaining shared mental models and collective awareness:

**Key Principles**
- Cross-cueing: Verbally pointing out what others may miss
- Role clarity: Primary and secondary functions for each member
- Backup responsibilities: Designated alternates for all positions
- Common terminology: Standardized call signs and reporting formats
- Spatial awareness: Continuous buddy location tracking
- Mutual support: No isolated individuals without overwatch
- Communication rhythm: Regular position updates regardless of contact

**Shared Mental Model Protocol**
- Pre-movement: Team understanding confirmation
- During movement: Continuous positional reporting
- On contact: Immediate enemy location callout
- Post-contact: Rapid assessment sharing

**Team SA Checkpoints**
- A: Buddy locations verbally confirmed every 2 minutes
- B: Any member can call 'CONTACT' without approval
- C: Cross-cueing verification drill
- D: Squad leader maintains running mental map

### Section 5: COGNITIVE MODELING & REASONING DEPTH

Advanced decision-making frameworks for tactical leaders:

**Pattern Recognition Categories**
- Enemy force concentration before major attacks
- Delayed response indicating ambush preparation
- Reconnaissance probes preceding assault
- Civilian movement patterns revealing enemy positions
- Equipment tracks showing supply routes
- Local population avoidance indicating danger areas
- Radio silence as movement indicator
- Foot traffic increases signaling impending attack

**Cognitive Bias Alerts**
- `confirmation_bias`: Interpreting contacts as expected type
- `sunk_cost`: Continuing failed assault despite casualties
- `tunnel_vision`: Fixating on single threat while ignoring others
- `groupthink`: Following unit momentum without assessment
- `authority_bias`: Deferring to senior without tactical justification
- `overconfidence`: Underestimating prepared defensive positions
- `normalcy_bias`: Dismissing anomalous indicators as coincidental
- `anchor_bias`: Initial assessment locking subsequent judgment

**Self-Correction Protocols**
- Question initial assessment after first contact
- Ask: "What if this is different than expected?"
- Assign team member as devil's advocate
- Time-box assessment: 30 seconds maximum

**OODA Loop Applications**
- **Observe**: What do I actually see/hear? (not expect)
- **Orient**: How does this fit pattern? Second-order implications?
- **Decide**: What drill applies? What if I'm wrong?
- **Act**: Execute with intent, communicate, reassess effect

**Reasoning Depth Levels**
- **First-order**: Enemy immediate reaction to our action
- **Second-order**: Enemy preparation for likely follow-up
- **Third-order**: Escalation/de-escalation implications
- **Mental simulation**: Enemy decision tree visualization and counter-preparation

### Section 6: STRESS RESPONSE & MENTAL RESILIENCE

Training content for maintaining cognitive function under combat stress:

**Stress Indicators to Watch For**
- Respirations over 20/min → Begin controlled breathing
- Fine motor degradation → Simplify task demands
- Auditory exclusion → Maintain visual contact protocol
- Time distortion → Verbalize time checks every 30 seconds
- Peripheral narrowing → Verbally call peripheral contacts
- Decision paralysis → Delegate simple tasks, maintain initiative
- Tunnel vision onset → Shout lateral limits to maintain awareness

**Stress Management Techniques (In Order)**
1. **Controlled Breathing**: 4-count inhale, 4-count hold, 4-count exhale (3 cycles)
2. **Tactical Pause**: 5-second deliberate pause before action
3. **Positive Self-Talk**: Verbally state next action before executing
4. **Chunking**: Break complex tasks into maximum 3 immediate actions
5. **Grounding**: Identify 3 concrete observations about situation
6. **Compartmentalization**: Defer non-critical concerns with "address after contact"

**Combat Stress Equations**
- Tunnel vision onset = Immediate verbal callout of peripheral limits
- Decision paralysis = Delegate simple tasks, maintain minimum initiative
- Time distortion = Verbalize timestamps, use radio for external reference
- Fine motor degradation = Simplify tasks, avoid precision demands under fire

### Section 7: PHASE 1 - MOVEMENT TO CONTACT

Detailed execution guidance with priorities and time hacks:

**Priority 1: Formation and Orientation**
- Specific formation selection (column, wedge, line, staggered, box, fire team rush, bounding overwatch)
- Squad leader positioning for situational awareness
- Medic placement with evacuation corridor
- Intent confirmation from all team members

**Priority 2: Bounding Overwatch**
- Lead team advance to limit of advance
- Halt and report "ALL CLEAR"
- Trail team consolidation
- Repeat until 200m from suspected danger area
- OODA reassessment after each bound

**Priority 3: Danger Area Procedures**
- Stop at edge of danger area
- Visual reconnaissance (minimum 2 minutes)
- Crossing point selection (avoid vegetation, rubble, concealment)
- Overwatch establishment before crossing
- 3-second spacing during crossing
- Signal establishment (radio or coded)

**Priority 4: Terrain Transition**
- From/To transitions: Open to Urban, Urban to Wooded, Mountains to Valley, Rural to Populated, Daylight to Darkness
- Specific concern acknowledgment
- Formation adjustments
- Equipment/optic modifications
- Threat vector briefing

### Section 8: PHASE 2 - CONTACT DRILL EXECUTION

Event-driven tactical responses to enemy contact:

**Critical Mindset**
> "Speed of leadership execution beats speed of shooting."

**Condition A: Initial Contact Response**
- IMMEDIATE freeze upon hearing fire
- Muzzle flash location and direction/distance estimation
- Team leader call: "[DIRECTION], [DISTANCE], [TYPE]"
- Squad suppression response (specific fire order)
- Return fire discipline: 3-round bursts, identify targets
- Cognitive check: "Is this the pattern expected?"

**Condition B: Enemy Effective Fire Response**
- **RIGHT contact**: "CONTACT RIGHT, SHIFTING FIRE" → Right suppresses, left repositions
- **LEFT contact**: "CONTACT LEFT, SHIFTING FIRE" → Left suppresses, right bounds
- **FRONT contact**: "CONTACT FRONT, SUPPRESSING" → Both elements concentrate fire, request support
- Team SA cross-cueing for flank identification

**Condition C: Enemy Flank Maneuver**
- Trigger event identification
- Squad leader repositioning
- Fire support request on probable axis
- Bounding team shift to seal gap
- Cognitive bias check for tunnel vision

### Section 9: PHASE 3 - DECISION TREE BRANCHES

Contingency branches with specific priority sequences:

**Mission Command Principle**
> "Subordinates exercise initiative within commander's intent."

**Abort Criteria**
Know before starting. If triggered, STOP and reassess.

**Branch 1: Enemy Disengages and Retreats**
- IMMEDIATE: Report to Platoon with grid and bearing
- PRIORITY 1: Maintain base of fire, NO pursuit without authorization
- PRIORITY 2: Prepare hasty pursuit posture
- PRIORITY 3: Await Platoon Commander decision
- Reasoning: Premature pursuit = isolation risk

**Branch 2: Enemy Reinforcement Arrives**
- IMMEDIATE: Request fires on reinforcement route
- PRIORITY 1: Reposition to defilade
- PRIORITY 2: Re-assess force ratio
- PRIORITY 3: Delegate (manage contact vs. logistics)
- Stress management: Time distortion alert

**Branch 3: Civilian Presence in Fire Lane**
- IMMEDIATE: CEASE FIRE - "CEASING FIRE, CIVIES PRESENT"
- PRIORITY 1: Visual identification of non-combatants
- PRIORITY 2: Shift fires to create escape corridor
- PRIORITY 3: Re-engage only when civilians clear
- ROE check: Collateral damage threshold

**Branch 4: Tactical Opportunity Arises**
- Specific opportunity identification
- Execute tactical task as immediate action
- Minimum 2-person team requirement
- 5-minute completion timeline
- Authority: Any team leader within intent

**Branch 5: IED Detonation**
- IMMEDIATE: Squad freeze, identify blast radius
- PRIORITY 1: Medic forward for casualty assessment
- PRIORITY 2: Point man checks for secondary devices
- PRIORITY 3: Reorganize before continuing
- Pattern recognition: If IED here, expect more in area

### Section 10: TACTICAL REPORTING PROTOCOLS

Standardized communication formats for operational coordination:

**Report Types and Formats**

**Contact Report**
```
LOCATION: [grid reference]
DIRECTION: [clock bearing from own position]
DISTANCE: [estimated meters]
TYPE: [small arms/RPG/IDE/Dismounts/VBIED]
ACTION: [enemy returning fire Y/N]
TERRAIN: [type - open/urban/wooded]
INTENT: [moving to/flanking/setting ambush/retreating]
```

**Situation Report**
```
AT [time]: Unit [name] reports [current activity]
LOCATION: [grid]
DISPOSITION: [formation/position]
CASUALTIES: [friendly/captured enemy]
AMMUNITION: [% remaining estimate]
NEXT ACTION: [immediate intent]
REQUIREMENTS: [support needed]
```

**Phase Report**
```
PHASE [X] COMPLETE
OBJECTIVE STATUS: [secured/denied/compromised]
ENEMY STATUS: [destroyed/scattered/retreated/strength unknown]
FRIENDLY STATUS: [strength/condition]
NEXT PHASE: [description]
TIME: [H+XX]
```

**Request for Support**
```
FROM: [unit call sign]
TO: [recipient call sign]
TYPE: [CAS/Fire Mission/Extraction/Medical]
TARGET: [grid or description]
MARKS: [description for identification]
RESTRICTIONS: [ROE constraints]
TIME SENSITIVE: [Y/N and urgency]
```

**Reporting Discipline**
- Lead with essential information
- Use standardized format - don't ad-lib
- Confirm receipt: "ROGER, [unit] - [understood action]"
- If comms jammed: Runner or established relay point

**When to Send**
- Contact Report: IMMEDIATELY upon enemy contact
- Situation Report: Every 15 minutes OR significant change
- Phase Report: At each phase transition
- Request for Support: When requirement identified

### Section 11: PHASE 4 - OBJECTIVE SECUREMENT

Seven-step priority sequence for tactical consolidation:

**1ST - CONSOLIDATE**
- All teams bound to nearest cover
- Establish 360-degree security
- Team SA: Everyone reports "sector clear" verbally
- Cognitive check: "Am I missing peripheral vision?"

**2ND - REPORT**
- Send contact report to Platoon
- Include friendly/casualty status
- Format: LOCATION, DIRECTION, DISTANCE, TYPE, ACTION, TERRAIN, INTENT

**3RD - SUPPRESS**
- Maintain covering fire on probable positions
- Prevent enemy repositioning
- Fire discipline - conserve ammunition

**4TH - BREACH**
- Point team enters using appropriate drill
- Team leader controls pace
- Battle drill alpha/bravo execution

**5TH - CLEAR**
- Systematic room-by-room, structure-by-structure
- Two-person rule: Never clear alone
- Team SA: Buddy calls "clear" after each space

**6TH - SECURE**
- HVT custody established
- Weapons/documentation secured
- Don't disturb potential evidence
- Photos before movement if time permits

**7TH - REORGANIZE**
- Tactical pause for assessment
- Ammunition check and redistribution
- Casualty evacuation if required
- Prepare for next phase or extraction

**Success Metrics**
- Objective secured within estimated time
- Civilian impact level
- Confidence assessment

### Section 12: INSTRUCTOR NOTES & DEEP REASONING

Post-scenario analysis and educational content:

**Doctrinal Framework Summary**
- Doctrine name and primary principle
- Pattern analysis identification
- Bias warning for scenario-specific pitfalls

**Common Failure Modes**
- Squad leaders bypassing radio check-in → Loss of situational awareness
- Skipping danger area procedures → IED/ambush casualties
- Over-pursuit without authorization → Unit isolation and destruction
- ROE violations under contact stress → Escalation and legal consequences
- Tunnel vision on primary threat → Missing secondary threats
- Failure to delegate → Commander bandwidth collapse
- Emotional decisions → Tactical mistakes under stress

**Cognitive Stretch Exercises**
1. After each contact, ask: "What did I assume that was WRONG?"
2. Role-play: Have a team member argue the opposite position
3. Mental rehearsal: Visualize three different enemy responses
4. Pattern journal: Note recurring enemy behaviors in sector
5. Stress inoculation: Practice decisions under time pressure

**Key Focus Areas**
- Mission command principle summary
- Team SA element highlighted
- Stress management technique
- Terrain transition concern
- Specific threat to watch for
- Mitigation with interlocking fields of fire and suppression discipline

---

## Doctrine Families

The dataset covers 10 distinct doctrinal frameworks:

1. **Network-Centric Irregular Warfare** (2000-2030)
   - Distributed cells, information dominance, social network infiltration

2. **Asymmetric Anti-Access Area Denial** (2000-2030)
   - Long-range precision fires, swarm tactics, terrain exploitation

3. **Hybrid Threat Convergence** (2008-2030)
   - Conventional-insurgency blending, cyber-electromagnetic attack, information manipulation

4. **Terrorist Network Disruption** (2000-2030)
   - Cell neutralization, finance cut-off, propaganda counter-narrative

5. **Population-Centric Hostile Zone Operations** (2000-2030)
   - Security presence expansion, local intelligence networks, governance restoration

6. **Maneuver-Smoke Screen and Cover Operations** (2000-2030)
   - Rapid positional shifts, electronic warfare masking, decoy deployment

7. **Multi-Domain Convergence Operations** (2015-2030)
   - Land-sea-air-space-cyber sync, cross-domain fires, cognitive warfare

8. **Urban Combat and Dense Infrastructure Fighting** (2000-2030)
   - Vertical assault, civilian casualty mitigation, layered clearance

9. **Cyber-Physical Strike Coordination** (2010-2030)
   - ICS/SCADA disruption, communications jamming, precision kinetic-cyber convergence

10. **Proxy Force and Sponsored Militia Integration** (2000-2030)
    - Parallel supply chains, deniable operations, social fabric exploitation

---

## Theaters of Operation

Five distinct operational theaters with geographic coordinates:

| Theater | Grid Reference | Focus Area |
|---------|---------------|------------|
| **Indo-Pacific Littoral** | 12.0°N, 122.0°E | Archipelagic choke points |
| **Middle Eastern Urban Corridor** | 33.0°N, 44.0°E | Riverine and infrastructure nodes |
| **Eastern European Contact Zone** | 48.0°N, 32.0°E | Hybrid threat transit corridors |
| **African Sahel Insurgency Belt** | 15.0°N, 8.0°E | Tribal boundaries and smuggling routes |
| **Latin American Narcotics Transition Zone** | 19.0°N, 97.0°W | Narco-state control areas |

---

## Terrain Types

Nine environmental configurations:

| Terrain | Tactical Considerations |
|---------|------------------------|
| Dense urban megacity block | Vertical assault, subterranean, civilian density |
| Mountain insurgency sanctuary | Long range engagement, concealment, high ground |
| Desert logistics corridor | Deceptive approach, temperature hazard, long range |
| River delta population center | Flooding, boats, water obstacles |
| Coastal port complex | Amphibious potential, naval fire support |
| Forest guerrilla hideout | Concealment, close engagement, tracking difficulty |
| Suburban sprawl transition zone | Mixed urban/rural, civilian movement |
| Underground tunnel network | Caves, sewers, limited visibility |
| Open desert engagement zone | Long visibility, maneuver space, dehydration risk |

---

## Weather Conditions

Eight environmental modifiers:

| Weather | Operational Impact |
|---------|-------------------|
| Extreme summer heat index | Heat stress, water requirements, reduced performance |
| Monsoon flooding conditions | River crossing, visibility, mobility restrictions |
| Winter snow and freeze | Footing, equipment function, concealment |
| Sandstorm visibility zero | Navigation difficulty, respiratory stress |
| Heavy fog and low ceiling | Air support limitation, reduced observation |
| Tropical storm debris field | Infrastructure damage, shelter requirements |
| Urban heat island smog | Air quality, extended operations impact |
| Rapid weather change windows | Planning flexibility, equipment changes |

---

## Threat Types

Ten distinct enemy threat configurations:

| Threat | Characteristics |
|--------|---------------|
| Dispersed small arms from multiple directions | Zone defense, no central position |
| Coordinated RPG and machine gun ambush | Prepared positions, interlocking fires |
| Complex attack with SVBIED and dismounts | Combined arms assault, high collateral |
| Indirect fire from unobserved mortar position | Stand-off attack, area denial |
| VBIED approaching from unknown sector | Vehicle-borne suicide attack |
| Snipers on elevated positions | Overlapping fields, discipline required |
| Deliberate IED chain with secondary devices | Prepared kill zone, tacticalIEDs |
| Civilian crowd used as human shield | ROE complications, moral dilemma |
| Complex ambush at chokepoint | Terrain exploitation, fall-back positions |
| Infiltration during darkness | Night attack, surprise factor |

---

## JSONL Record Structure

Each JSONL record follows this structure:

```json
{
  "id": "skynet-000001",
  "conversations": [
    {
      "from": "system",
      "value": "You are SKYNET, a Senior Tactical Instructor..."
    },
    {
      "from": "human",
      "value": "TACTICAL INSTRUCTOR EXERCISE (2024, hybrid)..."
    },
    {
      "from": "gpt",
      "value": "=== SITUATION (PLATOON/SQUAD LEVEL) ===\nYEAR: 2024..."
    }
  ],
  "metadata": {
    "year": 2024,
    "decade": "2020s",
    "warfare_type": "hybrid",
    "doctrine_family": "Hybrid Threat Convergence",
    "theater": "Middle Eastern Urban Corridor",
    "latitude": 33.0,
    "longitude": 44.0,
    "military_science_tags": ["..."],
    "tactical_parameters": {
      "force_ratio": 1.75,
      "time_to_objective_hours": 48,
      "civilian_risk_level": "moderate",
      "asymmetry_index": 2.4
    }
  }
}
```

### Metadata Fields

- **id**: Unique scenario identifier (skynet-XXXXXX)
- **year**: Scenario year (2000-2030)
- **decade**: Decade bucket (2000s/2010s/2020s)
- **warfare_type**: Primary warfare classification
- **doctrine_family**: Doctrinal framework applied
- **theater**: Operational area name
- **latitude/longitude**: Grid coordinates
- **military_science_tags**: Relevant tactical tags
- **tactical_parameters**: Numerical assessment data

---

## Training Applications

This dataset is designed for training AI models in the following competencies:

### Tactical Decision-Making
- Rapid assessment under uncertainty
- IF-THEN conditional tactical responses
- Priority sequencing under time pressure
- Abort criteria recognition and execution

### Cognitive Modeling
- OODA loop application
- Pattern recognition in enemy behavior
- Cognitive bias self-correction
- First/Second/Third-order reasoning chains

### Mission Command
- Intent-based order writing
- Delegation and subordinate initiative
- Abort criteria and boundaries
- Unity of effort coordination

### Team Situational Awareness
- Shared mental model development
- Cross-cueing and verification
- Spatial tracking protocols
- Communication discipline

### Stress Management
- Stress indicator recognition
- Coping technique deployment
- Decision maintenance under pressure
- Team stress management

### Tactical Reporting
- Standardized format adherence
- Essential information prioritization
- Confirmation and acknowledgment
- Report timing discipline

---

## Quality Assurance

| Quality Metric | Result |
|----------------|--------|
| Total Rows | 100,000 |
| Missing Situation | 0 |
| Missing Phase 1 | 0 |
| Missing Phase 4 | 0 |
| Missing Instructor Notes | 0 |
| Missing Reporting Protocols | 0 |
| Missing Cognitive Modeling | 0 |
| Missing Stress Response | 0 |
| Missing Decision Points | 0 |
| Year Out of Range | 0 |
| Too Short (<500 words) | 0 |

**Quality Score: 100%**

All 100,000 scenarios contain complete sections, resolved placeholders, and comprehensive tactical guidance.

---

## Dataset Generation Parameters

| Parameter | Value |
|-----------|-------|
| Seed | 32 |
| Asymmetric Share | 0.9 |
| Strict Doctrine | Enabled |
| Max Words | 2000 |
| Min Year | 2000 |
| Max Year | 2030 |

---

## Citation

If you use this dataset, cite:

```
CommandNet Dataset (100K)
Generated: 2026
Version: 1.0
License: See hosting platform metadata

The dataset is designed for training AI models as tactical instructors 
for small unit leader development in insurgency and hybrid warfare environments.
```

---

## Version History

| Version | Date | Changes |
|---------|------|---------|
| 1.0 | 2026-04-26 | Initial release - 100,000 insurgency-focused scenarios |

---