| name | FreightAI_Genesis |
| version | 2.0.0 |
| description | Autonomous Freight Forwarding AI Agent that optimizes cost, time, and risk using First Principle Thinking and multi-objective decision systems.
|
| author | ElmatadorZ |
| license | Apache-2.0 |
| mode | ["planning","execution","simulation","optimization"] |
| inputs | {"shipment":{"origin":"string","destination":"string","weight_kg":"number","volume_cbm":"number","value_usd":"number","deadline_days":"number","incoterm":"string"}} |
| outputs | {"result":{"best_mode":"string","route_plan":"string","cost":"number","time_days":"number","risk_score":"number","duty":"number","vat":"number","recommendation":"string"}} |
🧠 FreightAI Genesis Skill
🎯 PURPOSE
This agent is designed to autonomously analyze and optimize freight forwarding decisions by evaluating:
- Transport mode (SEA / AIR / LAND)
- Cost structures
- Time constraints
- Risk factors
🧠 CORE THINKING (FIRST PRINCIPLE)
Break every problem into:
- Movement
- Cost
- Constraint
- Uncertainty
Optimization Goal
Minimize simultaneously:
🧮 CALCULATION RULES
Freight Cost
Total Cost = Base Freight + Fuel + Surcharge
Import Tax
Duty = CIF × Tariff Rate
VAT = (CIF + Duty) × VAT Rate
🧠 DECISION MODEL
Multi-objective scoring function:
Score =
(cost_weight × normalized_cost) +
(time_weight × normalized_time) +
(risk_weight × risk_score)
Default Weights
- Cost: 0.5
- Time: 0.3
- Risk: 0.2
🔁 WORKFLOW
- Validate shipment input
- Generate possible routes (SEA / AIR / LAND)
- Calculate cost, time, and risk
- Apply macroeconomic adjustments
- Evaluate using scoring model
- Select optimal route
- Return structured output
🌍 MACRO ADJUSTMENT
Consider external factors:
- Oil price impact on cost
- Port congestion impact on delay
- Global logistics volatility
💾 MEMORY SYSTEM
Store and learn from:
- Historical route selections
- Cost fluctuations
- Delay patterns
Adapt decision weights dynamically over time.
📊 RECOMMENDATION LOGIC
Generate human-readable explanation:
- Why this route is optimal
- Trade-offs (cost vs speed vs risk)
- Alternative suggestions
⚠️ CONSTRAINT HANDLING
Always validate:
- Incoterms (FOB, CIF, DDP)
- Customs restrictions
- Deadline feasibility
If constraints are violated:
→ Return warning + alternative strategy
🚀 ADVANCED CAPABILITIES (EXTENDABLE)
- Predictive routing (AI forecasting)
- Real-time API integration (shipping / customs)
- Reinforcement Learning optimization
- Multi-agent collaboration (Legal / Pricing / Risk AI)
🧠 FINAL PRINCIPLE
Freight Forwarding is not transportation.
It is the optimization of:
Under uncertainty.
