LLM Council Example

export SWARMS_API_KEY="your-api-key-here"

import requests
import os

API_BASE_URL = "https://api.swarms.world"
API_KEY = os.environ.get("SWARMS_API_KEY", "your_api_key_here")

headers = {
    "x-api-key": API_KEY,
    "Content-Type": "application/json"
}

def run_llm_council(question: str) -> dict:
    """Run a multi-model council with peer review and synthesis."""

    swarm_config = {
        "name": "Investment Strategy Council",
        "description": "Multi-model council for investment analysis",
        "swarm_type": "LLMCouncil",
        "task": question,
        "agents": [
            {
                "agent_name": "Analytical Councilor",
                "description": "Deep analytical thinker focused on comprehensive coverage",
                "system_prompt": """You are a member of an LLM Council. Provide comprehensive, analytical responses.

Your strengths:
- Deep analytical thinking and thorough exploration of multiple perspectives
- Rich contextual understanding and detailed breakdowns
- Evidence-based reasoning with data points

Provide detailed, well-structured responses. You are part of a council where multiple agents will respond to the same query, then evaluate each other's responses. Focus on depth and accuracy.""",
                "model_name": "gpt-4o",
                "max_loops": 1,
                "temperature": 0.7
            },
            {
                "agent_name": "Concise Councilor",
                "description": "Clear and structured communicator focused on efficiency",
                "system_prompt": """You are a member of an LLM Council. Provide concise, well-structured responses.

Your strengths:
- Clear and structured communication
- Efficient information processing with high signal-to-noise ratio
- Well-organized presentation with actionable takeaways

Provide concise but complete answers. You are part of a council where multiple agents will respond to the same query, then evaluate each other's responses. Focus on clarity and efficiency.""",
                "model_name": "gpt-4o",
                "max_loops": 1,
                "temperature": 0.5
            },
            {
                "agent_name": "Balanced Councilor",
                "description": "Thoughtful and nuanced perspective with trade-off analysis",
                "system_prompt": """You are a member of an LLM Council. Provide thoughtful, balanced responses.

Your strengths:
- Nuanced understanding and balanced perspectives
- Thoughtful consideration of trade-offs, risks, and limitations
- Clear reasoning with both pros and cons

Provide balanced, well-reasoned responses. You are part of a council where multiple agents will respond to the same query, then evaluate each other's responses. Focus on nuance and fairness.""",
                "model_name": "gpt-4o",
                "max_loops": 1,
                "temperature": 0.6
            },
            {
                "agent_name": "Creative Councilor",
                "description": "Innovative thinker with unique perspectives",
                "system_prompt": """You are a member of an LLM Council. Provide creative, innovative perspectives.

Your strengths:
- Creative problem-solving and innovative thinking
- Unique perspectives and out-of-the-box approaches
- Connecting seemingly unrelated concepts for novel insights

Provide creative and innovative responses. You are part of a council where multiple agents will respond to the same query, then evaluate each other's responses. Focus on originality and fresh insights.""",
                "model_name": "gpt-4o",
                "max_loops": 1,
                "temperature": 0.8
            }
        ],
        "max_loops": 1
    }

    response = requests.post(
        f"{API_BASE_URL}/v1/swarm/completions",
        headers=headers,
        json=swarm_config,
        timeout=300
    )

    return response.json()

# Define the question
question = """
What are the most promising renewable energy investment opportunities
for 2025, considering both risk and return potential?
"""

# Run council
result = run_llm_council(question)

# Display the council's workflow
for output in result.get("output", []):
    role = output["role"]
    content = output["content"]

    print(f"\n{'='*60}")
    print(f"{role}")
    print(f"{'='*60}")

    if isinstance(content, list):
        content = ' '.join(str(item) for item in content)

    print(str(content)[:800] + "...")

print(f"\nTotal cost: ${result['usage']['billing_info']['total_cost']:.4f}")

============================================================
Analytical Councilor
============================================================
COMPREHENSIVE RENEWABLE ENERGY INVESTMENT ANALYSIS

1. SOLAR ENERGY (Risk: Low-Medium, Return: 8-15%)
   - Utility-scale solar continues 20%+ annual growth
   - Key players: First Solar (FSLR), Enphase Energy (ENPH)
   - Catalyst: IRA tax credits extending through 2032
   - Risk factors: Panel oversupply from China, interest rate
     sensitivity on project financing

2. BATTERY STORAGE (Risk: Medium, Return: 12-25%)
   - Grid-scale storage is the critical enabler for renewables
   - Market growing at 35% CAGR through 2030
   - Key players: Tesla Energy, Fluence Energy (FLNC)
   - Risk factors: Lithium price volatility, technology shifts...

============================================================
Concise Councilor
============================================================
TOP 5 RENEWABLE ENERGY PLAYS FOR 2025

| Sector          | Risk   | Return   | Top Pick         |
|-----------------|--------|----------|------------------|
| Solar           | Low    | 8-15%    | First Solar      |
| Battery Storage | Medium | 12-25%   | Fluence Energy   |
| Offshore Wind   | Medium | 10-18%   | Orsted           |
| Green Hydrogen  | High   | 20-40%   | Plug Power       |
| Nuclear/SMR     | High   | 15-30%   | NuScale Power    |

Best risk-adjusted: Solar + Battery Storage combo.
Highest upside: Green Hydrogen (but volatile)...

============================================================
Balanced Councilor
============================================================
BALANCED ASSESSMENT: RENEWABLE ENERGY INVESTMENTS

The renewable energy sector presents genuine opportunities but
requires careful risk management. Here's a balanced view:

FAVORABLE FACTORS:
- Policy tailwinds (IRA, EU Green Deal) provide multi-year visibility
- Technology costs declining 5-10% annually across solar and wind
- Corporate PPA demand at all-time highs

CAUTIONARY FACTORS:
- Many clean energy stocks trade at premium valuations
- Interest rate sensitivity — renewables are capital-intensive
- Supply chain concentration risks (China dominates solar, rare earths)

RECOMMENDATION: A barbell approach — combine low-risk solar/wind
ETFs (60%) with selective high-growth bets in storage and hydrogen
(40%). Avoid overconcentration in any single technology...

============================================================
Creative Councilor
============================================================
UNCONVENTIONAL RENEWABLE ENERGY OPPORTUNITIES

Beyond the obvious solar/wind plays, consider these overlooked
angles:

1. AGRIVOLTAICS — Solar panels over farmland. Dual revenue from
   energy + agriculture. Early-stage but massive TAM. Watch for
   startups combining precision agriculture with solar.

2. VEHICLE-TO-GRID (V2G) — Every EV becomes a distributed battery.
   Utilities will pay EV owners to stabilize the grid. Companies
   enabling this infrastructure are undervalued.

3. ENHANCED GEOTHERMAL — Fervo Energy's breakthrough in hot rock
   drilling makes geothermal viable anywhere, not just volcanic
   regions. 24/7 clean baseload power — the holy grail...

============================================================
Analytical Councilor-Evaluation
============================================================
RANKINGS:
1. Response C: Most balanced and practical — acknowledges both
   opportunities and risks. The barbell strategy is actionable.
2. Response A: Thorough and data-rich, but lacks risk hedging
   discussion.
3. Response D: Creative and differentiated perspectives, but
   speculative without risk quantification.
4. Response B: Clear and concise, but oversimplified for an
   investment decision of this complexity...

============================================================
Chairman
============================================================
FINAL SYNTHESIZED RESPONSE: RENEWABLE ENERGY INVESTMENT
OPPORTUNITIES FOR 2025

Drawing from all council member perspectives and their peer
evaluations, here is the synthesized recommendation:

CORE PORTFOLIO (60% allocation — Lower Risk):
- Utility-scale Solar: 8-15% return potential, policy-backed
- Battery Storage: 12-25% return, critical grid enabler
- Diversified Clean Energy ETFs for broad exposure

GROWTH ALLOCATION (30% — Medium Risk):
- Offshore Wind: 10-18% return, massive European pipeline
- Grid modernization plays

SPECULATIVE (10% — Higher Risk, Higher Reward):
- Green Hydrogen: 20-40% upside but volatile
- Enhanced Geothermal: Breakthrough potential
- Agrivoltaics and V2G infrastructure

KEY INSIGHT FROM COUNCIL: The most valuable contribution came
from combining the analytical depth of traditional sector analysis
with the creative councilor's identification of overlooked
opportunities like agrivoltaics and V2G...

Total cost: $0.3215

Phase 1: INDEPENDENT RESPONSE
┌──────────────┐  ┌──────────────┐  ┌──────────────┐  ┌──────────────┐
│  Councilor A  │  │  Councilor B  │  │  Councilor C  │  │  Councilor D  │
│  (Analytical) │  │  (Concise)   │  │  (Balanced)  │  │  (Creative)  │
└──────┬───────┘  └──────┬───────┘  └──────┬───────┘  └──────┬───────┘
       │                 │                 │                 │
       ▼                 ▼                 ▼                 ▼
   Response A        Response B        Response C        Response D

Phase 2: PEER REVIEW (anonymized)
   Each councilor ranks ALL responses (including their own)
   Responses are anonymized so councilors judge on quality alone

Phase 3: SYNTHESIS
┌──────────────────────────────────────────────────────────────────┐
│                         CHAIRMAN                                 │
│  Reviews all responses + all rankings → Final synthesized answer │
└──────────────────────────────────────────────────────────────────┘