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43 · Collective Intelligence

Unblocking spiral
in GenOS.

Changes method and scope through a bounded, evidence-gated response to a repeated blockage.

IMPLEMENTATIONPartial
RUNTIME INTEGRATIONWired
EVIDENCEIntegration tested
LAST REVIEWED SOURCEGenOS 5091f70 ↗

Counterfactual search connects bounded intervention planning, verified attempt history, explicit authorization and snapshot restoration. General mission control and comparative benefit remain unqualified.

Documentation markers describe linked material, not verified GenOS behavior. Simulation and benchmark flags remain partial until a concept-specific artifact is linked.

DOCUMENTATION
  • Science
  • Mathematics
  • Interactive model
  • Mechanism steps
  • Benchmark
  • FR explanation
DEFINITION AND SCIENCE

What it means
in GenOS.

IN ONE SENTENCE

Changes method and scope through a bounded, evidence-gated response to a repeated blockage.

BIOLOGICAL / SCIENTIFIC BASIS

Adaptive search can escape repeated failure by changing representation or method. The spiral is an engineering escalation policy, not a biological law or a guarantee of progress.

GENOS TRANSLATION

Recognize blockage → Choose a bounded change → Verify and restore

MATHEMATICAL / LOGICAL MODEL

If a blockage signature repeats k≥k_max times without verified progress ΔQ>0, choose a different admissible method m′ and stop when the budget B is exhausted.

ANIMATED DIAGRAM · INTERACTIVE MODEL

Explore the mechanism: Unblocking spiral

A qualitative teaching model of this concept. It does not run GenOS or validate its implementation.

01 / 03
Current transition · Step 1Detect repeated blockage

The modeled transition may proceed. Change the assumption and move through the stages to inspect the decision path.

PROCESS AND USE

How it works
at a glance.

01

Recognize blockage

Use repeated failure evidence to identify the blocked method and scope.

02

Choose a bounded change

Propose another method or scope under the morphology policy.

03

Verify and restore

Bind the outcome to the original intervention contract and verifier, persist it, and restore the snapshot even on failure before planning another attempt.

RUNTIME IMPLEMENTATION

What is connected,
and how far.

An unfinished or unverifiable attempt blocks progression. Wider scales require verified failures at the current scale and never widen permissions. The host must implement snapshot, execute, verify and restore adapters; a method score is not authorization or evidence of improved outcomes.

IMPLEMENTATION DETAIL

Counterfactual search connects bounded intervention planning, verified attempt history, explicit authorization and snapshot restoration. General mission control and comparative benefit remain unqualified.

FAILURE MODES

Failure modes have not yet been separately cataloged for this entry; follow the source and evidence links before relying on the mechanism.

PRIMARY RESEARCH · MECHANISM LEVEL

The mechanism
behind the analogy.

CONTROLLED COMPARISON, RANDOMIZATION AND REPLICATION · 1935

The design of experiments

Ronald A. Fisher · Oliver and Boyd

Original experimental-design treatment; GenOS comparisons need matched inputs and a declared measurement protocol.

Open publication ↗

Primary research describes the cited mechanism; specific technologies may instead cite their original technical documentation. These sources provide context and do not validate the GenOS implementation.

EVIDENCE AND LIMITS

Method changes remain governed

An unfinished or unverifiable attempt blocks progression. Wider scales require verified failures at the current scale and never widen permissions. The host must implement snapshot, execute, verify and restore adapters; a method score is not authorization or evidence of improved outcomes.