Update README.md

README.md

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----
-license: agpl-3.0
----
+---
+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 |
+
+---