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Technical2024-12-28·10 min

SHA-256 Cryptographic Seals for AI Decisions: Technical Deep Dive

How cryptographic hashing provides tamper-evident proof of AI decision integrity. A technical guide to SHA-256 seals in autonomous systems.

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Mala Engineering
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SHA-256 Cryptographic Seals for AI Decisions

What is SHA-256?

SHA-256 (Secure Hash Algorithm 256-bit) is a cryptographic hash function that produces a unique 256-bit (32-byte) fingerprint for any input data. It has three critical properties:

1. **Deterministic**: The same input always produces the same hash 2. **Collision-resistant**: It's computationally infeasible to find two inputs with the same hash 3. **Avalanche effect**: A single character change produces a completely different hash

Why SHA-256 for AI Decision Records?

When an AI agent makes a decision, the complete decision context - intent signals, precedent links, policy checks, and final rationale - is serialized and hashed with SHA-256.

This creates a tamper-evident seal: if any character in the decision record is altered after the fact, the hash will no longer match, immediately revealing the integrity violation.

The Seal Process

1. Capture: Siphon harvests intent from raw streams
2. Contextualize: Wisdom Graph adds precedent links
3. Commit: Thread is written to the Loom
4. Seal: SHA-256 hash anchors the "why"

Verification and Proof of Authority

At audit time, the stored decision record is re-hashed and compared against the original seal. A match proves the record is unaltered. A mismatch proves tampering.

This provides what we call a "Certificate of Authority" - cryptographic proof that an autonomous decision was made with the recorded context and has not been modified since.

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