One universal record shape that travels across industries
10.0 Cross-Domain Proof
Purpose. Show that one compact contract — value, align, band, manifest_id, stamp — works unchanged across very different worlds. Same pillars, same replayable math, different payloads and policies.
# the universal pillars
record := {
value, # untouched truth
align, # bounded trust/stress dial in (-1,+1)
band, # action stance derived from align
manifest_id, # which rulebook was in force
stamp # (optional) time+order+content proof
}
Why it matters. If identical structure works for money, models, and machines, then Shunyaya Symbolic Mathematical Data Exchange is truly general: a portable accountability layer, not another domain-locked format.
10.1 Finance / Operations Stability
Problem. Leaders don’t just need amounts; they need posture: “steady or wobbling?” Meetings become arguments.
How SSMDE helps.
- value carries the money truth (no smoothing).
- align expresses stability now on
(-1,+1). - band declares what finance should do (e.g., investigate within 24h).
- manifest_id freezes the quarter’s thresholds and timers.
- stamp proves when that stance existed and in what order.
# illustrative finance record
{
value: { cash_collected_usd: 18420.77 },
align: -0.31,
band: "A-",
manifest_id: "AR_STABILITY_Q4_CLOSE_v2",
stamp: "SSMCLOCK1|2025-10-31T14:05:22Z|θ=044.91|sha256=ab12d4...|prev=89c2aa..."
}
Outcome. Audit can replay thresholds, treasury gets forward-looking signal, and nobody can rewrite quarter-close history.
10.2 AI Routing and Escalation
Problem. The real governance question is routing: auto-execute vs human-review vs block. Today, rules hide in code and folklore.
How SSMDE helps.
- value is the model’s proposal (
ai_decision_score,proposed_action). - align asks “within declared comfort zone?” — not just score, but stability.
- band drives routing (
"AUTO-EXECUTE","HUMAN-REVIEW","BLOCKED"). - manifest_id locks thresholds, exposure caps, fairness gates.
- stamp anchors who/what routed what, when, and in sequence.
# illustrative AI routing record
{
value: { ai_decision_score: 0.912, proposed_action: "APPROVE_LOAN" },
align: +0.78,
band: "AUTO-EXECUTE",
manifest_id: "LOAN_ROUTING_REVIEW_LIM_25K_v3",
stamp: "SSMCLOCK1|2025-10-31T14:05:22Z|θ=255.40|sha256=c19b77...|prev=02bc91..."
}
Outcome. Compliance gets replayable justification; operators are protected by published policy; “the AI just did it” becomes accountable governance.
Navigation
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Directory of Pages
SSMDE – Table of Contents
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https://github.com/OMPSHUNYAYA/Symbolic-Mathematical-Data-Exchange
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