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kanaria007 
posted an update 4 days ago
Post
622
✅ New Article: *Structural Observability* (v0.1)

Title:
🔎 Structural Observability: Traces, Coverage, and Postmortems
🔗 https://huggingface.co/blog/kanaria007/structural-observability

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Summary:
When conventional systems fail, you dig through logs, metrics, and RPC traces.
In a Structured Intelligence stack, that’s not enough—you need structural answers:

*What did the system see ([OBS]) before acting? Which goal surfaces were active ([EVAL])? Which Jump/engine produced the decision? Which RML effects executed (and which compensators ran)? Which PoLB mode / release / experiment context was in force?*

This article introduces *Structural Observability*: full-stack structured traces anchored on the *SIR* (episode record), plus cross-cutting *JumpTrace / RMLTrace / EvalTrace / EthicsTrace / GeniusTrace* so incidents can be replayed and explained—without hand-wavy storytelling.

> Logs are strings.
> Structural observability is *reconstructable decision anatomy*.

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Why It Matters:
• Makes postmortems answerable: “what happened?” becomes *traceable structure*, not vibes
• Turns key SI metrics into real operational signals: *SCover / SCI / CAS*
• Prevents silent contradictions (e.g., “ETH blocked” but an effect still fired) via consistency checks
• Enables deterministic re-runs and audit-grade bundles (portable, hashable, exportable)

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What’s Inside:
• A full-stack trace model: World → OBS/SIM/SIS → *SIR* → JumpRuntime → RML Engine → Effects
• How to design trace envelopes and coverage so *SCover* is meaningful
• What “Structural Consistency Incidents (SCI)” look like in practice, and how to postmortem them
• *CAS* and deterministic re-run routines (what must be pinned to get stable outputs)
• Portability conventions for exported/hashed traces (canonicalization, no-float policies, scaled ints)

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📖 Structured Intelligence Engineering Series
this is the *how-to-design / how-to-operate* layer for traces that survive real incidents.
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