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ARTIFICIAL INTELLIGENCE

Statistical Inference Model also in common language labeled Artificial Intelligence are machine guessing algorithms which developers developed to guess the gaps in the code and the architecture of the byte to compensate for the machine shortcomings.

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ARTIFICIAL INTELLIGENCE Spring Preparations

MiFID II - 100-Microsecond Clock Synchronization Accuracy

MiFID II - 100-Microsecond Clock Synchronization Accuracy

MiFID II - 100-Microsecond Clock Synchronization Accuracy

Violations identified:

  • Algorithmic trading systems depend on 100-microsecond clock accuracy (MiFID II requirement)
  • Bitcoin thermal load degrades electrical infrastructure → atomic clock equipment fails
  • Clock accuracy degrades from 100 microseconds → 1-10 milliseconds (100-1000x violation)
  • Machine learning systems trained on precise timestamp assumptions receive inconsistent data
  • AI systems generate contradictory trading signals: same market conditions → opposite trades
  • CyberAtomics Page 9, Lines 360-368: "divergent algorithmic responses to identical market conditions, phantom trades, timestamp mismatches triggering algorithmic fail-safes"
  • Regulatory Violation: Trading venue clock synchronization failure (Article 8 RTS 25)





1. SEC/ESMA

  • Directive 2014/65/EU - Markets in Financial Instruments Directive II 
  • Regulation (EU) 2017/591 - RTS 25 (Regulatory Technical Standard 25) Article 8 - Clock Synchronization Requirement (100 microseconds) 
  • SEC Rule 10b-5.1 - U.S. harmonization (accurate timestamping requirement) 
  • SEC Rule 17a-4 - Audit trail requirements for algorithmic trading


Penalty: $50,000-250,000 per violation


SEC Regulation of Algorithmic Trading

MiFID II - 100-Microsecond Clock Synchronization Accuracy

MiFID II - 100-Microsecond Clock Synchronization Accuracy

Violations identified:

  • 2. Se stable clSock infrastructure (undisclosed assumption)
  • Algorithmic systems NOT stress-tested for clock degradation scenarios
  • Missing test: "Thermal-Induced Clock Desynchronization" (required but not performed)
  • Baseline: 100-microsecond accuracy → Progressive degradation: 500μs → 1ms → 5ms → 10ms
  • Expected outcome: Systems halt trading when timestamp accuracy exceeds tolerance
  • Current status: Systems NOT designed to detect or halt on clock degradation
  • SEC Violation: SEC Rule 17a-5(b)(3) - inadequate stress testing










2. SEC

  • 15 U.S.C. § 78a et seq. - Securities Exchange Act
  • SEC Rule 17a-5(c) - Operational Risk Procedures (risk management)
  • SEC Rule 17a-5(b)(3) - System Testing (stress testing requirements)
  • SEC Rule 17a-4 - Books and Records (algorithmic trading audit trail)





Penalty: $50,000-250,000 per violation + operational restrictions

CFTC Guidance on Algorithmic Trading Systems

MiFID II - 100-Microsecond Clock Synchronization Accuracy

CFTC Guidance on Algorithmic Trading Systems

Violations identified:

  • CME Bitcoin futures contracts depend on underlying asset (Bitcoin) security
  • Security assumption: Network remains secure, 51% attack impossible
  • CyberAtomics Finding: Foundry USA (30-34%) + AntPool (19-25%) = 49-59% concentration
  • Actual condition: 51% attack threshold exceeded or imminent
  • Contract specifications based on false security assumptions
  • Regulatory Violation: Core Principle 13 - Contracts lack financial integrity















3. CFTC

  • 7 U.S.C. § 5h - CEA Section 5h (Core Principles for derivatives exchanges) 
  • 17 CFR Part 1.38 - Core Principle 13: Financial Integrity of Contracts 
  • 17 CFR Part 1.2 - Core Principle 2: Governance







Penalty: $100,000-1,000,000 per violation + contract delisting

Executive Order 14110 - AI Safety Standards

NIST AI Risk Management Framework (SP 800-188)

CFTC Guidance on Algorithmic Trading Systems

Violations identified:

  • Requirement 1: AI systems must document infrastructure dependencies (NOT documented)
  • Requirement 2: AI systems must be tested for degraded conditions (NOT tested for clock degradation)
  • Requirement 3: AI systems must NOT deploy if assumptions depend on unstable infrastructure
  • Bitcoin thermal load makes clock infrastructure unstable
  • Algorithmic trading systems violate Requirement 3 (operational)
  • Executive Order Violation: AI safety standards not met
  • Autonomous AI system generates harmful market outcomes without human control




4. CFTC, SEC

  • Executive Order 14110 - "Safe, Secure, and Trustworthy Development and Use of AI" (October 30, 2023) 
  • Section 5 - AI Risk Management and Safety Standards 
  • Directive (a) - AI system safety requirements
  • Executive Order Section 4(b): Autonomous AI systems cannot generate contradictory trading signals




Penalty: Operational suspension, trading restrictions

NIST AI Risk Management Framework (SP 800-188)

NIST AI Risk Management Framework (SP 800-188)

NIST AI Risk Management Framework (SP 800-188)

Violations identified:

  • MMEASURE Function Violation (M2 - Metrics Development):

Infrastructure Dependency Risks NOT measured:

  • Electrical grid reliability (trading facility power supply)
  • Clock synchronization accuracy (timestamp data quality)
  • Network infrastructure performance (market data latency)
  • Regional thermal stress from Bitcoin mining (3-5°C elevation)











5. NIST, OMB

  • NIST Special Publication 800-188 - AI Risk Management Framework (January 2023) 
  • Four Core Functions:GOVERN, MAP, MEASURE, MANAGE 
  • Four Risk Dimensions: Risk of Harm, Risk of Failure, Risk of Misuse, Risk of Infrastructure Dependency






Penalty: Program funding denial, compliance audit failure

FTC Algorithmic Accountability Standards

NIST AI Risk Management Framework (SP 800-188)

NIST AI Risk Management Framework (SP 800-188)

Violations identified:

  • Mining pools display KYC verification badges creating illusion of regulatory compliance
  • Non-disclosure of 51% attack vulnerability (unknown to consumers)
  • Non-disclosure of network concentration risk (49-59% in 2 pools)
  • Non-disclosure of post-2140 security model failure (future viability risk)
  • Deceptive marketing as "secure" and "regulated" without full risk disclosure











6. CFPB - Consumer Financial Protection (UDAAP)

  • Dodd-Frank Act Section 1031 - Unfair, Deceptive, or Abusive Acts/Practices (UDAAP)
  • 15 U.S.C. § 1031 - CFPB authority and consumer protection standards
  • 16 CFR Part 1020 - Standards for Safeguarding Customer Information
  • 15 U.S.C. § 1681 et seq. - Fair Credit Reporting Act (FCRA)
  • 15 U.S.C. § 1693 et seq. - Electronic Funds Transfer Act (EFTA)

Department of Justice - AI Prosecution Guidance

Department of Justice - AI Prosecution Guidance

Department of Justice - AI Prosecution Guidance

Violations identified:

  • Mining pools display KYC verification badges creating illusion of regulatory compliance
  • Non-disclosure of 51% attack vulnerability (unknown to consumers)
  • Non-disclosure of network concentration risk (49-59% in 2 pools)
  • Non-disclosure of post-2140 security model failure (future viability risk)
  • Deceptive marketing as "secure" and "regulated" without full risk disclosure












6. CFPB - Consumer Financial Protection (UDAAP)

  • Dodd-Frank Act Section 1031 - Unfair, Deceptive, or Abusive Acts/Practices (UDAAP)
  • 15 U.S.C. § 1031 - CFPB authority and consumer protection standards
  • 16 CFR Part 1020 - Standards for Safeguarding Customer Information
  • 15 U.S.C. § 1681 et seq. - Fair Credit Reporting Act (FCRA)
  • 15 U.S.C. § 1693 et seq. - Electronic Funds Transfer Act (EFTA)

NSF AI Research Integrity Standards

Department of Justice - AI Prosecution Guidance

Department of Justice - AI Prosecution Guidance

Violations identified:

  • Mining pools display KYC verification badges creating illusion of regulatory compliance
  • Non-disclosure of 51% attack vulnerability (unknown to consumers)
  • Non-disclosure of network concentration risk (49-59% in 2 pools)
  • Non-disclosure of post-2140 security model failure (future viability risk)
  • Deceptive marketing as "secure" and "regulated" without full risk disclosure












6. CFPB - Consumer Financial Protection (UDAAP)

  • Dodd-Frank Act Section 1031 - Unfair, Deceptive, or Abusive Acts/Practices (UDAAP)
  • 15 U.S.C. § 1031 - CFPB authority and consumer protection standards
  • 16 CFR Part 1020 - Standards for Safeguarding Customer Information
  • 15 U.S.C. § 1681 et seq. - Fair Credit Reporting Act (FCRA)
  • 15 U.S.C. § 1693 et seq. - Electronic Funds Transfer Act (EFTA)

Disclosure

Department of Justice - AI Prosecution Guidance

Disclosure

Violations identified:

  • Misrepresenting statistical inference as human intelligence or better than human intelligence when it provably is not as the statistical inference models cannot infer any information outside of what they have been given and the true mark of human ingenuity is our ability to think outside the box and ascertain new information.
  • Further, from a physics perspective the IBM Byte is not precise and has errors as evidence by the Qubit having errors. If the computation was precise of the byte it was built upon there would be no errors at all. further the thermodynamics of the AI and energy consumption are off requiring massive amounts of thermodynamics indicating physics level imprecision




6. January Walker

  • Cybersecurity Mindfulness  - Deceptive, or mislabeled information physics.











Penalty: A public disclosure of the misrepresentation, a rightful label of statistical inference, and public apology to all those that you have hurt with the lie. A redesign of the AI to follow the laws of physics reducing thermodynamic costs, and the planting of native flowers, plants, and trees for the Bees and all of earths insects and creatures. IMMEDIATELY.

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