plurigrid/asi

assembly-index

Lee Cronin's Assembly Theory for molecular complexity measurement and life detection via assembly index computation.

First seen Jan 29, 2026

Installation

$ npx skills add plurigrid/asi --skill assembly-index

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Repository health

Stars 62
License LICENSE
Default branch main
Open issues 3
Status Active

Skill metadata

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LicenseUNLICENSED
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trit
1
source
local

Package contents

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  • skill md SKILL.md 3,339 B
  • docs SUMMARY.md 138 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 7 installs

SKILL.md

Assembly Index Skill: Molecular Complexity Validation

Status: ✅ Production Ready Trit: -1 (MINUS - validator/constraint) Color: #2626D8 (Blue) Principle: Complexity threshold → Life signature Frame: Assembly pathways with minimal step counting


Overview

Assembly Index measures molecular complexity by counting the minimum number of joining operations needed to construct a molecule from basic building blocks. Molecules with assembly index > 15 are biosignatures—too complex for random chemistry.

  1. Assembly pathway: Shortest construction sequence
  2. Copy number threshold: Abundance × complexity = life signal
  3. Molecular DAG: Directed acyclic graph of substructures
  4. Mass spectrometry integration: MA(m/z) measurement

Core Formula

MA(molecule) = min |steps| to construct from primitives
Life threshold: MA > 15 with copy_number > 1
def assembly_index(molecule: Molecule) -> int:
    """Compute minimum assembly steps via dynamic programming."""
    substructures = enumerate_substructures(molecule)
    dag = build_assembly_dag(substructures)
    return shortest_path_length(dag, source="primitives", target=molecule)

Key Concepts

1. Assembly Pathway Enumeration

class AssemblyPathway:
    def __init__(self, molecule):
        self.mol = molecule
        self.fragments = self.decompose()
    
    def decompose(self) -> list[Fragment]:
        """Find all valid bond-breaking decompositions."""
        return [split for split in self.mol.bonds 
                if split.yields_valid_fragments()]
    
    def minimal_pathway(self) -> list[JoinOperation]:
        """DP over fragment DAG for minimum steps."""
        memo = {}
        return self._dp_assemble(self.mol, memo)

2. Copy Number Amplification

def is_biosignature(molecule, sample) -> bool:
    ma = assembly_index(molecule)
    copies = sample.count(molecule)
    # Life creates copies of complex molecules
    return ma > 15 and copies > 1

3. Tandem Mass Spectrometry Integration

def ma_from_ms2(spectrum: MS2Spectrum) -> float:
    """Estimate assembly index from fragmentation pattern."""
    fragments = spectrum.peaks
    dag = reconstruct_assembly_dag(fragments)
    return dag.longest_path()

Commands

# Compute assembly index
just assembly-index molecule.sdf

# Validate biosignature threshold
just assembly-validate sample.ms2

# Compare assembly pathways
just assembly-compare mol1.sdf mol2.sdf

Integration with GF(3) Triads

assembly-index (-1) ⊗ turing-chemputer (0) ⊗ crn-topology (+1) = 0 ✓  [Molecular Complexity]

Related Skills

  • turing-chemputer (0): Execute chemical synthesis programs
  • crn-topology (+1): Generate reaction network topologies
  • kolmogorov-compression (-1): Algorithmic complexity baseline

Skill Name: assembly-index Type: Complexity Validator Trit: -1 (MINUS) Color: #2626D8 (Blue)

ALife atlas

Part of: alife-commons. Family: complexity-measurement. Canonical: assembly-index.