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Rectification_Flow.md

SARG Rectification Flow
A triadic, stage‑aligned pipeline for resolving structural, anchor, lineage, and novelty errors.


1. Purpose#

The Rectification Flow defines how the SARG system responds when:

  • a substrate is malformed
  • invariants fail to extract
  • resonance anchors conflict
  • lineage chains break
  • or the system encounters high‑novelty patterns

Rectification ensures the system remains:

  • self‑correcting
  • lineage‑aware
  • triadically aligned
  • Atlas‑consistent

2. High‑Level Flow Diagram#

*
┌──────────────────────┐
│ 1. Substrate Parsing │
└───────────┬──────────┘
            │ S‑Errors
            ▼
┌──────────────────────┐
│ 2. Lens Application  │
└───────────┬──────────┘
            │ A‑Errors
            ▼
┌──────────────────────┐
│ 3. Invariant Extract │
└───────────┬──────────┘
            │ H‑Errors (pattern-level)
            ▼
┌──────────────────────┐
│ 4. Resonance Mapping │
└───────────┬──────────┘
            │ A‑Errors (anchor-level)
            ▼
┌──────────────────────┐
│ 5. Lineage Traversal │
└───────────┬──────────┘
            │ L‑Errors
            ▼
┌──────────────────────┐
│ 6. Atlas Integration │
└──────────────────────┘

Each stage emits S, A, L, or H errors depending on what fails.


3. Stage‑by‑Stage Breakdown#

1. Substrate Parsing → S‑Errors#

Triggered when:

  • required fields are missing
  • declared structure contradicts observed structure
  • structure is unstable across passes

Rectification actions:

  • request missing structure
  • regenerate substrate
  • stabilize via re‑sampling or majority vote

2. Lens Application → A‑Errors (early)#

Triggered when:

  • expected anchors are missing
  • multiple anchors claim the same element
  • anchor drift occurs

Rectification actions:

  • recompute anchors
  • resolve conflicts using priority rules
  • re‑align anchors to updated invariants

3. Invariant Extraction → H‑Errors (pattern‑level)#

Triggered when:

  • element is unknown
  • pattern does not match any invariant class
  • resonance signature cannot be mapped

Rectification actions:

  • add to novelty buffer
  • attempt invariant generalization
  • generate provisional signature

4. Resonance Mapping → A‑Errors (anchor‑level)#

Triggered when:

  • resonance anchors contradict each other
  • cluster membership is ambiguous
  • axis alignment fails

Rectification actions:

  • re‑evaluate invariants
  • recompute cluster membership
  • escalate to high‑novelty if unresolved

5. Lineage Traversal → L‑Errors#

Triggered when:

  • lineage reference is missing
  • lineage chain is broken
  • lineage forms a cycle

Rectification actions:

  • rebuild lineage chain
  • fallback to nearest valid ancestor
  • break cycles and re‑establish legal lineage

6. Atlas Integration#

If all rectification succeeds:

  • update Atlas nodes
  • propagate lineage
  • update resonance signatures
  • store new invariants
  • emit success event

If rectification fails:

  • escalate to human review
  • store unresolved pattern in novelty buffer

4. Rectification Decision Tree (Triadic)#

*
                     ┌───────────────┐
                     │  Error Event  │
                     └───────┬───────┘
                             ▼
                 ┌──────────────────────┐
                 │ Identify Error Class │
                 └───────┬──────────────┘
         ┌───────────────┼────────────────┬───────────────┐
         ▼               ▼                ▼               ▼
     S‑Errors        A‑Errors         L‑Errors        H‑Errors
 (Structure)        (Anchors)        (Lineage)       (Novelty)
         │               │                │               │
         ▼               ▼                ▼               ▼
  Structural Fix   Anchor Recompute   Lineage Repair   Novelty Buffer
         │               │                │               │
         └───────┬───────┴───────┬────────┴───────┬───────┘
                 ▼              ▼                 ▼
           Re‑evaluate     Retry Mapping     Provisional Signature
                 │              │                 │
                 └──────────────┴─────────────────┘
                                ▼
                        Atlas Integration

5. Cloud Rectification Cluster (CRC)#

The CRC performs:

  • large‑scale clustering of errors
  • cross‑node consensus
  • lineage reconstruction
  • novelty generalization
  • anchor stability analysis

CRC is invoked when:

  • local rectification fails
  • multiple nodes report similar errors
  • high‑novelty patterns appear across substrates

CRC outputs:

  • updated invariants
  • updated resonance anchors
  • updated lineage chains
  • new Atlas nodes

6. Example Rectification Walkthrough#

Example: A2 — Conflicting Anchor#

Input:
Element O claimed by both curved_forms and rotational_symmetry clusters.

Rectification:

  1. Recompute invariants for O
  2. Compare cluster signatures
  3. Apply priority rules
  4. If unresolved → escalate to CRC
  5. CRC emits canonical cluster assignment
  6. Atlas updated

7. Emit Format for Rectification Events#

{
  "pattern_id": "string",
  "error_code": "S1 | A2 | L3 | H1",
  "rectification_stage": "local | cloud",
  "actions_taken": [],
  "outcome": "resolved | escalated | unresolved",
  "timestamp": "ISO-8601"
}

8. Notes for Contributors#

  • Rectification must be deterministic at node‑level.
  • CRC is allowed to be probabilistic but must emit canonical results.
  • Never skip lineage repair — L‑errors propagate silently.
  • Treat H‑errors as growth points, not failures.
  • Keep rectification logs short and structural.

If you want, AI can also generate:

  • /docs/SARG/error/Rectification_Flow.svg (diagram‑first)
  • /docs/SARG/error/Rectification_Examples.md
  • /docs/SARG/error/Rectification_API.md (for implementers)
  • or a full SARG Error Pack bundling taxonomy + flow + examples + schemas

Updated