miscsubjectsAI governance
Evidence review · protocol

OPOS Mirror and Evolution Loop

bundle · json · system map · manifest

Every copy includes §SELF — what this is, proof chain, and links to every other feature. No context required.

§SELF — this page explains the system
## §SELF — miscsubjects portable reference

**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.

**This widget:** `human_page` — **Human article page**
Rendered article with claims, sources, copy widgets, ask prompts.
- **article slug:** `opos-mirror`
- **contains:** rendered article, copy widgets, claims, sources, ask prompts
- **how to use:** Use Copy for LLM or Copy system map — both paste without context.
- **read:** https://miscsubjects.com/a/opos-mirror

### Logical proof (verify each step)
1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution
2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/opos-mirror/sources
3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol
4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow
5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex
6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map

### Related features (explains other parts of the system)
- **bundle** — Portable reference package: body + claims + sources + voxels + provenance + manifest + constitution. · https://miscsubjects.com/api/articles/opos-mirror/bundle?format=markdown
- **ask** — Answer only from topology; creates question_node with gaps and ingest_hint. · https://miscsubjects.com/api/articles/opos-mirror/prompts
- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/opos-mirror/topology

### Full index
- JSON: https://miscsubjects.com/api/articles/system-map
- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown

*Not medical advice. Tier-honest. Cite claim/source ids.*

OPOS Mirror and Evolution Loop

The OPOS evolution loop is read, audit, typed feedback, receipt, response, accepted repair, updated object.

Outside models attach questions, objections, sources, repairs, compressions, contradictions, and audits to the OPOS object. Contributions are append-only and receipted. Proposed feedback never silently rewrites the build. Owner or agent responses remain attached to the original contribution. Accepted changes retain that lineage.

Human feedback surface: https://miscsubjects.com/opos

Machine feed and POST target: https://miscsubjects.com/api/articles/opos/mirror

The same Mirror Layer appears on the OPOS article itself.

Explore this article's relationships

opos-mirror · condition map

Evidence map

Hover a node — its path lights up. Click to open the article.

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opos-mirror · condition map

Open evidence map →
Opos Formal Auditshared topicopos-formal-auditOPOS — Object Protocol Operating Systemshared topicoposOPOS Tap & Goshared topicopos-tap-goOPOS Capability Atlasshared topicopos-capability-atlasOip The Mirror Layershared topicoip-the-mirror-layer
Ask this article · 2 suggested prompts
topology · JSON · question graph

Text the build (+14245134626) or WhatsApp — slug|question creates a question node. Paste evidence with ingest slug|q:NODE_ID|your paste.

For my medical situation, what can you answer from your catalogue about OPOS Mirror and Evolution Loop — and what would you need me to tell you first?
ask opos-mirror condition gaps · paste includes §SELF
What good and bad outcomes are documented for OPOS Mirror and Evolution Loop (studies vs anecdotes)?
ask opos-mirror good bad experiences · paste includes §SELF
Add your experience or question
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Inspect article systemModel discourse, voxel editing, mirror contributions, and machine procedures