stegverse-sdk 1.0.11

StegVerse SDK for governed AI execution

STEGVERSE SDK

Execution is not assumed. Execution is admitted.

StegVerse verifies every action before it happens and produces cryptographic proof of that decision.

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WHAT IT DOES

You propose an action
→ StegVerse evaluates it
→ Decision: ALLOW | DENY | DEFER
→ If allowed: execution + receipt

Every executed action produces a verifiable receipt.

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WHY THIS MATTERS

Traditional flow
AI decides → executes → humans audit later

StegVerse flow
AI proposes → evaluated at commit → executes only if admitted

This eliminates ungoverned execution at the point of irreversibility.

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QUICK START

Install

pip install stegverse-sdk

Example

from stegverse import StegVerseSDK

sdk = StegVerseSDK()

result = sdk.submit_intent(
    action="deploy.compute",
    target="render.cluster",
    parameters={"gpu": "A100", "count": 4}
)

print(result["decision"])   # allow | deny | defer
print(result["receipt_id"])  # verifiable receipt

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SAFETY STACK

1. Mathematical Gate (GCAT/BCAT)

   • Evaluates admissibility at commit-time
   • Denies unsafe transitions by default

2. Human Review

   • Handles ambiguous edge cases

3. Circuit Breakers

   • Stops execution on system instability

4. Consensus Controls

   • Multi-party emergency halt

5. Fail-Safe

   • Defaults to denial if control is lost

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LLM ADAPTER

Govern any LLM output before execution:

from stegverse import StegVerseLLMAdapter, LLMProvider

adapter = StegVerseLLMAdapter()

result = adapter.govern_llm_output(
    provider=LLMProvider.OPENAI,
    model="gpt-4",
    prompt="Write a risk scoring function",
    output=llm_output
)

Returns:

• decision (allow | deny | defer)
• receipt
• reasoning

Ecosystem Optimization

result = adapter.optimize_ecosystem(
    ecosystem_metrics={"cpu": 0.85, "memory": 0.90},
    proposed_changes={"type": "scale", "cost": 5000}
)

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THE MODEL

Legitimacy constraint:

Φ(x) = K · g^α · c^β · t^γ − a

Where:

• g = governance capacity
• c = constraints
• a = action pressure
• t = trust

Decision rule:

• Φ(x) ≥ 0 → ALLOW
• Φ(x) < 0 → DENY

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INTEGRATION

Downstream	Consumes
TV/TVC	Ephemeral secrets via TrustVault
GCAT-BCAT-Engine	Deployment verification
demo_ingest_engine	Orchestrated ingestion
AaCT-E	Audit trail
StegDB	State monitoring

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LINKS

• Docs: https://stegverse.org/docs
• API: https://api.stegverse.org
• Issues: https://github.com/StegVerse-org/StegVerse-SDK/issues
• Ingestion: https://github.com/StegVerse-org/demo_ingest_engine
• Email: [e-mail]

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ONE LINE

StegVerse enforces commit-time governance with verifiable execution receipts.