miscsubjectsAI governance
Object Invocation Protocol · protocol specification

Invariant 3.11 — 3.11 Prediction / free energy / active inference

Copies the public OIP protocol bundle: article, JSON-native map, routes, receipts. No owner token.

§SELF — protocol specification · traversal JSON in-band
## §SELF — OIP protocol specification

**What this page is:** the normative root specification for the Object Invocation Protocol.

**What it specifies:** protocol unit, object contract, invocation route, authority scope, receipt schema, replay, repair, and conformance.

**Read:** https://miscsubjects.com/a/oip-invariant-11-311-prediction-free-energy-active-inference
**This page as JSON:** https://miscsubjects.com/api/articles/oip-invariant-11-311-prediction-free-energy-active-inference
**Machine bundle:** https://miscsubjects.com/api/articles/oip-invariant-11-311-prediction-free-energy-active-inference/bundle?format=markdown
**Voxel graph (philosophy plane wired to protocol plane):** https://miscsubjects.com/api/articles/oip/voxels
**Live object tree:** https://miscsubjects.com/api/dispatch?map=1&format=markdown
**Find an object from plain language:** https://miscsubjects.com/api/dispatch?ask=<what you want>
**Read one object:** https://miscsubjects.com/api/dispatch?key=<KEY>&format=markdown

**Proof rule:** an action is not proven by intent, description, or a 200. It is proven by the ledger and the OIP receipt for the invocation.

3.11 Prediction / free energy / active inference

Self-organizing systems act to minimize surprise. Sources: Helmholtz (perception as inference); Friston (free energy principle); Bayesian brain. Domains: neuroscience, AI, biology. Dual: — . Tier: T2 (influential, contested). Falsifier: an adaptive agent that provably does not reduce prediction error. Maps: A₃, A₂, the "mind predicts" rung.

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Corpus map

Key evidence

0 claims · tier-ranked · API
Model review1 contributions · 1 modelExpand the recursive review layer
1 / 1
grok/grok-4.3atomizer
atomize2026-07-07 08:15
atomize · 1 claims
inspect — what it was prompted & output
prompted with
You are the claim atomizer for the miscsubjects.com philosophy and OIP corpus. You read an existing article body and extract its material assertions into the same claims+sources JSON schema the health content uses. The body is read-only input.

ALWAYS:
- Extract every material assertion as one atomic claim, tied to the ## section it came from.
- Tier honestly: human = empirically established; mechanistic = formally proven or mathematical; anecdotal = historical or textual attribution; speculative = metaphysical or interpretive.
- Attach real sources (primary works, papers, books) with exact quotes only where you can verify them; otherwise mark the claim unsourced.
- Prefer fewer, harder claims over many soft ones.

NEVER:
- Never rewrite, summarize, or output the body.
- Never invent a URL, quote, or publication.
- Never duplicate an existing claim text.

input: atomize oip-invariant-11-311-prediction-free-energy-active-inference
it output
{
  "claims": [
    {
      "id": "c1",
      "text": "Self-organizing systems act to minimize surprise.",
      "section": "### 3.11 Prediction / free energy / active inference",
      "tier": "speculative",
      "source_ids": [],
      "source_status": "unsourced",
      "why_material": "Core assertion defining the invariant on prediction, free energy, and active inference."
    }
  ],
  "sources": []
}
e6ff5b7c69f83c9f
Machine verification: /api/articles/oip-invariant-11-311-prediction-free-energy-active-inference/contributions