LIBRARY
KHALEDESCD
AI & ML interests
None yet
Recent Activity
replied to
kanaria007's
post
6 days ago
✅ New Article: *Rolling Back Worlds — Mental Models for RML-1 / RML-2 / RML-3*
Title:
♻️ Rolling Back Worlds
🔗 https://huggingface.co/blog/kanaria007/rml-mental-model
---
*Summary:*
Rollback in SI Core isn’t an afterthought — it’s a primary axis of structure.
This article introduces RML-1 / RML-2 / RML-3 not just as technical options, but as three different “worlds” your system can live in:
* RML-1 — Closed World: nothing leaves your own state, rollback = restore snapshot
* RML-2 — Dialog World: you and a few neighbors share effects, rollback = compensating actions (sagas)
* RML-3 — History World: many actors share a long-lived ledger, rollback = forward correction under audit
> “Where do your actions live, and how expensive is it to take them back?”
> This article gives you a concrete way to answer that.
---
*Why It Matters:*
* Clarifies responsibility scope for AI/agentic systems with side-effects
* Bridges SI Core’s [MEM]/[EVAL] blocks with real infra choices (DBs, ledgers, APIs, payments)
* Helps teams stop pretending they’re in RML-1 when they’re actually operating in a history world
* Provides a shared vocabulary for safety levels, auditability, and rollback guarantees
---
*What’s Inside:*
* RML as “where your actions live” — local, dialog, or shared history
* RML-1: whiteboard world — fast snapshots, no external witnesses
* RML-2: saga world — bilateral responsibility and compensating actions
* RML-3: ledger world — append-only history, correction instead of erasure
* Heuristics for choosing RML-1/2/3 in real systems
* How RML levels plug into SI Core self-declarations and telemetry (RBL, audit coverage, etc.)
---
📖 *Structured Intelligence Engineering Series*
This piece turns the abstract RML spec into concrete mental models,
so you can decide — intentionally — which “world” each part of your system should inhabit.
new activity
6 days ago
prithivMLmods/Qwen-Image-Edit-2509-LoRAs-Fast:task 2
new activity
6 days ago
prithivMLmods/Qwen-Image-Edit-2509-LoRAs-Fast:task 2
Organizations
None yet