The Thib Paradox
A Mathematical Framework for Investigating Anomalous Interstellar Objects
Author: Pascal Thibodeau
Date: September 2025
Location: Sorel-Tracy, Quebec, Canada
Table of Contents
Executive Summary
1. Context and Motivation
2. Formulation of the Thib Paradox
3. Mathematical Formalization
4. Application to 3I/ATLAS
5. Validation on Historical Cases
6. Practical Action Scale
7. Integration with the Loeb Scale
8. Implications and Applications
9. Limitations and Considerations
10. Proposed Empirical Validation
11. Conclusions
References and Sources
Executive Summary
The Thib Paradox identifies a fundamental cognitive bias in the scientific approach to anomalous interstellar objects. When faced with characteristics unknown in our solar system, the scientific community systematically favors hypothetical natural explanations rather than rigorously investigating the artificial hypothesis. This paradox reveals a critical asymmetry in error costs: missing an authentic technosignature represents an irreversible civilizational loss, while investigating a false alarm only incurs temporary and recoverable costs.
1. Context and Motivation
1.1 The 3I/ATLAS Case
The interstellar object 3I/ATLAS presents a major spectroscopic anomaly: a Ni/Fe ratio > 1, never observed naturally in our solar system. VLT observations reveal:
- Nickel detected: Q(Ni) = 10^22.67 atoms/s
- Iron absent: Below detection threshold
- Ni/Fe ratio: > 1 (vs 0.05-0.43 for all known natural bodies)
1.2 Current Scientific Response
The scientific community is actively investigating 3I/ATLAS with considerable resources, exploring various hypotheses including:
- Formation in different galactic environments (thick disk regions)
- Selective nickel carbonylation processes
- Novel physicochemical conditions in other stellar systems
While the artificial hypothesis receives some consideration (notably by researchers like Avi Loeb), resource allocation could benefit from a more systematic framework that accounts for the asymmetry in error costs when investigating potentially revolutionary discoveries.
1.3 The Opportunity for Optimization
According to Drake's equation, civilizations capable of interstellar travel represent a non-negligible probability in our galaxy. The Thib Paradox proposes that a systematic framework for resource allocation could help optimize investigation priorities, particularly when dealing with objects exhibiting characteristics unprecedented in our solar system experience.
2. Formulation of the Thib Paradox
2.1 Main Statement
"For interstellar objects presenting characteristics unprecedented in our solar system, a systematic framework accounting for error cost asymmetry can optimize resource allocation and investigation priorities, particularly when artificial origin represents a non-negligible possibility."
2.2 The Fundamental Asymmetry
Type I Error: Ignoring an authentic technosignature
- Cost: Irreversible civilizational loss
- Impact: Missing the most important moment in human history
- Value lost: Infinite (in historical terms)
Type II Error: Investigating a false alarm
- Cost: Financial and temporal resources
- Impact: Recoverable, generates scientific knowledge
- Value lost: Finite and limited
2.3 Application Conditions
The Thib Paradox applies when the following four criteria are met:
- Object of interstellar origin β
- Characteristics unknown in our solar system β
- Significant asymmetry of error costs β
- Temporally limited observation window β
3. Mathematical Formalization
3.1 Fundamental Variables
- A = Anomaly level (0-10, unknown characteristics)
- I = Potential impact of a discovery (civilizational value)
- C = Cost of thorough investigation (normalized)
- P_n = A priori probability of an unknown natural process
- R = Rarity factor in our solar system
- U = Urgency factor (1/temporal window)
3.2 The Thib Equation
Complete Version:
S = (A Γ I Γ R Γ U) / (C Γ P_n)
Simplified Version:
S = (Anomaly Γ Impact) / (Cost Γ Natural_Probability)
Decision Rule:
Investigate artificial origin if S > 1
3.3 Interpretation
The equation formalizes the intuition that:
- Higher anomaly β More investigation needed
- Higher potential impact β More investigation needed
- Lower natural explanation probability β More investigation needed
- Higher required resources β Less investigation needed
4. Application to 3I/ATLAS
4.1 Estimated Parameters
| Variable |
Value |
Justification |
| A (Anomaly) |
9 |
Ni/Fe > 1, never observed naturally |
| I (Impact) |
1000 |
First confirmed technosignature |
| C (Cost) |
1 |
Few million $, normalized |
| P_n (Natural prob.) |
0.1 |
Hypothetical galactic process |
| R (Rarity) |
100 |
Unique in our experience |
| U (Urgency) |
5 |
~6 months observation window |
4.2 Threshold Calculation
S = (9 Γ 1000 Γ 100 Γ 5) / (1 Γ 0.1)
S = 4,500,000 / 0.1
S = 45,000,000
Result: S = 45,000,000 >> 1
Conclusion: Investigation of artificial origin strongly justified
4.3 Sensitivity Analysis
Even with very conservative parameters:
- A = 3, I = 100, R = 10, U = 2, C = 5, P_n = 0.5
- S = (3Γ100Γ10Γ2)/(5Γ0.5) = 2400 >> 1
Investigation remains justified even in the most pessimistic scenario.
5. Validation on Historical Cases
5.1 Consistency Test: 2I/Borisov
Parameters:
- A = 2 (interstellar origin but normal composition)
- I = 50 (important but not revolutionary)
- C = 1, P_n = 0.8, R = 2, U = 3
Calculation: S = (2Γ50Γ2Γ3)/(1Γ0.8) = 750
Result: Investigation justified β (indeed studied intensively)
5.2 Consistency Test: Standard Asteroid
Parameters:
- A = 0.5 (standard composition)
- I = 1 (minor discovery)
- C = 1, P_n = 0.95, R = 0.1, U = 1
Calculation: S = (0.5Γ1Γ0.1Γ1)/(1Γ0.95) = 0.05
Result: No special investigation β (observed behavior)
6. Practical Action Scale
6.1 Operational Thresholds
| S Range |
Action Level |
Protocol |
| S < 0.1 |
Ignore |
Standard passive monitoring |
| 0.1 β€ S < 1 |
Surveillance |
Increased routine observations |
| 1 β€ S < 10 |
Investigation |
Normal dedicated resources |
| 10 β€ S < 100 |
High Priority |
Major resource mobilization |
| S β₯ 100 |
Absolute Urgency |
International coordination |
6.2 Protocol for 3I/ATLAS (S = 45M, Loeb-4)
Absolute Urgency Level justifying:
- Coordinated mobilization of international observatories
- Systematic investigation of artificial hypotheses
- Search for technological signatures (geometry, maneuvers, signals)
- Exceptional resource allocation
- Potential transition to Loeb-5+ based on new observations
Consistency with Loeb-4:
- Critical threshold for technosignature investigation crossed β
- Intensive observation protocols activated β
- Preparation for escalation to higher levels β
7. Integration with the Loeb Scale
7.1 Loeb Scale Reminder (0-10)
The Loeb scale classifies interstellar objects according to their anomalies:
Green Zone (0-1): Confirmed natural objects
- Level 0: Completely natural (e.g., 2I/Borisov)
- Level 1: Natural with minor variations
Yellow Zone (2-4): Increasing anomalies
- Level 2: One major deviation
- Level 3: Multiple persistent anomalies
- Level 4: Critical threshold - technosignature indicators
Orange Zone (5-7): Suspected artificial origin
- Level 5: Non-operational technology suspected
- Level 6: Operational signs detected
- Level 7: Probable technology, uncertain intent
Red Zone (8-10): Technological confirmation
- Level 8: Confirmed technology without threat
- Level 9: Regional impact with technological causation
- Level 10: Global impact with technological causation
7.2 Loeb-Thib Correspondence
| Loeb Level |
Anomaly (A) |
Typical S |
Thib Action |
| 0-1 |
0.1-1 |
< 1 |
Passive monitoring |
| 2-3 |
2-4 |
1-50 |
Normal investigation |
| 4-5 |
5-7 |
50-500 |
Priority investigation |
| 6-7 |
7-9 |
500-5000 |
Major mobilization |
| 8-10 |
9-10 |
> 5000 |
International coordination |
7.3 Application: 3I/ATLAS
According to the original Loeb scale, 3I/ATLAS would be classified Level 4:
- Multiple anomalies (Level 3) β
- Characteristics weakly compatible with artificial origin β
- Critical threshold crossed β Technosignature investigation justified
This Loeb-4 classification perfectly corresponds to our Thib calculation (S = 45M >> 1).
7.4 Unified Framework
Integrated process:
- Classify with Loeb scale (0-10)
- Map to Thib parameters (A, I, P_n)
- Calculate threshold S
- Decide investigation level
- Apply appropriate protocols
8. Implications and Applications
8.1 Methodological Enhancement
The Thib Paradox suggests complementing current scientific approaches with:
- Systematic cost-benefit analysis for resource allocation decisions
- Explicit consideration of error cost asymmetries
- Quantitative frameworks for investigation priority setting
- Integration of impact assessment in research planning
Note: This framework aims to support and optimize current scientific practices, not replace them.
8.2 Future Applications
For interstellar objects:
- Automatic Thib evaluation protocol
- Systematic mapping to Loeb scale (0-10)
- Progressive escalation of investigation protocols
For SETI research:
- Detection threshold readjustment based on cost asymmetry
- Integration with Rio scale for signals
- Resource optimization according to potential impact
For astronomical anomalies:
- Systematic inclusion of artificial hypothesis
- Graduated application according to anomaly level (0-10)
- Independent confirmation protocols
For space missions:
- Prioritization based on S calculation
- Resource allocation proportional to impact
- Rapid interception mission preparation
8.3 Research Impact
The framework could:
- Avoid missing civilizational contacts
- Optimize scientific resource allocation
- Standardize investigation protocols
- Reduce institutional cognitive biases
9. Limitations and Considerations
9.1 Estimation Challenges
- Subjectivity of parameters (A, I, P_n)
- Variability according to experts and contexts
- Evolution of values with new data
9.2 Potential Risks
- Over-investigation of rare natural objects
- Excessive allocation of resources
- Uncontrolled media noise
9.3 Mitigation Measures
- Calibration on historical corpus
- Validation by expert committees
- Periodic revision of parameters
- Rigorous scientific communication
10. Proposed Empirical Validation
10.1 Retrospective Test
Apply the Thib equation to historical discoveries and verify consistency with decisions made.
10.2 Prospective Validation
Use the framework for next interstellar objects and measure effectiveness of resulting protocols.
10.3 Success Metrics
- Detection rate of genuine anomalies
- Optimization of allocated resources
- Reduction of confirmation biases
- Improvement of SETI protocols
11. Conclusions
11.1 Main Contributions
- Identification of a major cognitive bias in scientific approach
- Mathematical formalization of error cost asymmetry
- Practical framework for decision-making
- Integration with existing classification systems
11.2 Expected Impact
The Thib Paradox proposes a complementary analytical tool: enhancing existing scientific approaches with systematic cost-benefit analysis for resource allocation. Rather than replacing current methodologies, this framework could help optimize investigation priorities based on error cost asymmetries, potentially improving the efficiency of detecting genuinely revolutionary discoveries.
11.3 Guiding Principle
"Neither ignore by assumption, nor conclude by speculation, but optimize by calculation"
The framework recognizes that current scientific investigations of anomalous interstellar objects like 3I/ATLAS demonstrate appropriate resource allocation. The Thib Paradox provides a systematic method to validate and optimize such decisions.
References and Sources
- Rahatgaonkar et al. (2025). "Spectroscopic observations of 3I/ATLAS". ArXiv.
- CATA Press Release (2025). "Unusual nickel detection in interstellar comet".
- Loeb, A. (2025). "The Loeb Scale for Interstellar Objects". Medium.
- Drake, F. (1961). "Project Ozma and the Search for Extraterrestrial Intelligence".
- Micheli et al. (2018). "Non-gravitational acceleration in 1I/'Oumuamua". Nature.
Contact:
Pascal Thibodeau
Sorel-Tracy, Quebec, Canada
Website: https://kshiotsn.gensparkspace.com/
"The universe is not required to conform to our prejudices about what is 'natural'. For interstellar visitors, it is better to err on the side of curiosity than on the side of certainty."
- Pascal Thibodeau, 2025