Join the conversation

Join the community of Machine Learners and AI enthusiasts.

Sign Up
kanaria007 
posted an update 11 days ago
Post
133
✅ Article highlight: *Attestable Deletion, Query Access Governance, and Incident Runbooks for Learning Worlds* (art-60-174, v0.1)

TL;DR:
This article argues that “we deleted it” is not enough.

In learning worlds, deletion, query access, and incident response are governance surfaces. Claims like “Object O was deleted,” “queries are safe,” or “Incident I was contained” are admissible only when backed by pinned contracts, receipts, audit trails, budgets, and fail-closed transitions.

Read:
kanaria007/agi-structural-intelligence-protocols

Why it matters:
• makes deletion stronger than “we ran rm -rf”
• separates physical deletion, crypto-erase, and dereference
• treats queries as exfiltration paths, not harmless analytics
• makes privacy claims depend on budget contracts and spend receipts
• turns incident response from heroics into a fail-closed state machine

What’s inside:
• memory escrow contracts, escrow indexes, tombstones, and WORM anchors
• deletion semantics plus erase/delete/dereference receipts
• storage and KMS attestation for stronger deletion evidence
• query governance with authorization, audit logs, budgets, and DP budget spend
• anti-reidentification contracts and forbidden join manifests
• incident runbooks for poisoning, forgetting surges, query leaks, and deletion failures
• containment receipts, state transitions, and postmortem bundles

Key idea:
Do not say:

*“we deleted the data and locked down access.”*

Say:

*“this object was handled under this escrow, deletion semantics, erase/delete/dereference receipts, query governance contract, query budget, anti-reidentification rules, incident runbook, containment transition, and postmortem bundle.”*

Deletion, querying, and incident response are governance with receipts.
In this post