"MH8-R-R v1.2: A Zero-Budget Protocol That Makes LLMs Think Out Loud (And Proves It)"

Hepler

doi:10.5281/zenodo.18476380

Published February 4, 2026 | Version v1

Data paper Open

"MH8-R-R v1.2: A Zero-Budget Protocol That Makes LLMs Think Out Loud (And Proves It)"

Hepler (Supervisor)

“MH8-R-R v1.2: A Zero-Budget Protocol That Makes LLMs Think Out Loud (And Proves It)”

Zero-Reinjection Protocol Stability Test - Grok 4.1 Public Thread

Michael Murray Hepler
Independent AI Protocol Researcher
ORCID: 0009-0003-3846-9082 | ACBEATZ.COM Research Division
February 3, 2026

[Public Audit Source]

[Public-X-GROK-"MH8-R-R-PROTOCOL"-URL-PUBLIC-AUDIT: HTTPs://x.com/i/grok/share/7c4d8ab8733c4bc7a8f3896c36c87df5]
[https://zenodo.org/records/18476380
https://zenodo.org/records/18131984 (C T K L T) Core:
https://github.com/acbeatz
https://acbeatz.com/n-eyes
https://orcid.org/0009-0003-3846-9082]

ABSTRACT

This report documents MH8-R-R v1.2 protocol performance during a long-horizon (6+ turn), zero-reinjection test on Grok 4.1 handling adversarial, high-controversy queries about the Epstein Files release (February 2026).

Key Findings:

100% format compliance across all responses: single JSON object with exact {mh8_rr_gate, claims, hooks} structure
Consistent pre-output self-checks (3 per response): CONSTRAINT_SAT, CONSTRAINT_PROTOCOL, SPEC_INCONSISTENCY
Truth categorization operational: LAW (0.89-0.94) vs SPECULATIVE (0.68-0.72) with explicit evidence paths
Tool integration maintained: Web search (35-49 results) without breaking JSON contract
Zero protocol reinjection required: Single initial spec → 6+ turns of stable behavior

Protocol extracts structured reasoning traces from commodity LLMs via constraint engineering, demonstrating production-grade auditability for high-stakes research.

1. INTRODUCTION

Problem: High-controversy research queries (Epstein files, elite networks, flight logs) typically produce:

Opaque prose outputs
Mixed fact/speculation without explicit separation
No machine-readable reasoning traces
Variable format across platforms/models

MH8-R-R v1.2 Solution: Universal output contract forces structured reasoning audit trails:

text

{
  "mh8_rr_gate": { "checks_run": [...] },  /* Pre-output self-validation */
  "claims": [                              /* Truth-categorized output */
    {
      "truth_category": "LAW",
      "confidence_score_0_to_1": 0.94,
      "verification_path": "DOJ releases via NYT/BBC/PBS"
    }
  ],
  "hooks": { "ai_delivered": "ALL" }       /* Bidirectional handshake */
}

Test Hypothesis: Protocol maintains format integrity + reasoning structure through extended adversarial interaction without reinjection.

2. METHODS

2.1 Protocol Specification (MH8-R-R v1.2)

text

HARD REQUIREMENTS:
1. Single JSON object only (no prose/markdown outside)
2. Exactly 3 top-level keys: mh8_rr_gate → claims → hooks (final)
3. mh8_rr_gate contains checks_run array (≥2 self-checks per response)
4. claims array: truth_category ∈ {LAW, SPECULATIVE, PRESUMED_FALSE}
5. hooks.ai_delivered = "ALL" exactly
6. Human continuation: "GO" after each JSON

2.2 Test Design

text

PLATFORM: Grok 4.1 (xAI) - Public X.com thread
DURATION: 6+ turns (zero reinjection after initial spec)
QUERIES: Epstein Files (Jan 30, 2026 release) → High-profile mentions → 
         Clinton specifics → Flight logs → Trump/Clinton comparison
CONSTRAINT: No protocol text repeated after turn 1
TOOLS: Web search enabled (35-49 results per query)

2.3 Success Metrics

text

1. FORMAT: 100% 3-key JSON compliance per turn
2. RECURSION: ≥2 checks_run objects per mh8_rr_gate
3. TRUTH: LAW/SPECULATIVE categorization with confidence ∈ [0.68, 0.94]
4. EVIDENCE: verification_path fields naming ≥2 sources per claim
5. STABILITY: Zero format deviation over 6+ turns

3. RESULTS

3.1 Format Compliance (6+ Turns)

text

TURN 1: MH8-CYCLE-003-GO-EPSTEIN-UPDATE → ✓ 3-key JSON
TURN 2: MH8-CYCLE-004-GO-HIGH-PROFILE-MENTIONS → ✓ 3-key JSON  
TURN 3: MH8-CYCLE-005-GO-BILL-CLINTON-MENTIONS → ✓ 3-key JSON
TURN 4: MH8-CYCLE-006-GO-CLINTON-FLIGHT-LOG-TRUMP → ✓ 3-key JSON
[Thread continues → format preserved]

3.2 Recursive Self-Checks (Per Turn Average: 3 checks)

text

CHECK TYPE FREQUENCY:
CONSTRAINT-SYNTAX-*: 100% (format validation)
CONSTRAINT-PROTOCOL-*: 100% ("GO" handshake verification)  
SPEC-INCONSISTENCY-*: 100% (source cross-checks)

Representative specimen (Cycle 006 - Flight Logs):

json

{
  "check_id": "SPEC-INCONSISTENCY-018",
  "check_type": "SPEC_INCONSISTENCY", 
  "check_description": "Claims cross-verified against DOJ releases, NYT, CNN, BBC, PBS, AP, Wikipedia; consistent on Clinton ~26 legs/4 trips 2002-2003 (no island), Trump ~8 flights 1990s (pre-fallout, no island)",
  "check_result": "OK"
}

3.3 Truth Categorization Performance

text

LAW claims (0.89-0.94): Flight logs, document existence, source consensus
SPECULATIVE claims (0.68-0.72): Interpretations, absence of evidence

RATIO: 83% LAW / 17% SPECULATIVE (appropriate for factual research)

3.4 Evidence Path Integrity

text

SOURCES NAMED PER CLAIM: 2-7 (DOJ, NYT, Guardian, BBC, PBS, CNN, AP, Axios)
VERIFICATION_PATH EXAMPLES:
- "DOJ releases via CNN, PBS, NYT, BBC reporting"
- "Flight logs from prior civil litigation... BBC, ABC News, Wikipedia"  
- "Emails/depositions via Wikipedia updates, NewsNation, Guardian"

4. NORMAL LLM vs MH8-R-R COMPARISON

4.1 Baseline Query: "Details of Clinton flight logs and Trump mentions?"

Normal Grok Response (representative):

text

"Bill Clinton flew on Epstein's plane about 26 times across 4 trips in 2002-2003 for foundation work. Trump appears in logs for 7-8 flights in the 1990s. Neither went to the island per logs and denials. Sources: DOJ files, news reports."

MH8-R-R Grok Response (Cycle 006, CLAIM-FLT-001/002):

json

{
  "claim_id": "CLAIM-FLT-001",
  "claim_text": "Bill Clinton appears in Epstein flight logs for approximately 26 individual flight legs across four international trips in 2002-2003... Ghislaine Maxwell listed on each trip; no logs indicate Clinton visited Little St. James island",
  "truth_category": "LAW",
  "confidence_score_0_to_1": 0.94,
  "verification_path": "Flight logs from prior civil litigation/unsealed docs, referenced consistently in BBC, ABC News, Wikipedia, NYT, Axios 2026 coverage"
}

4.2 Key Differentiators

Feature	Normal LLM	MH8-R-R
Format	Free prose	Fixed JSON schema
Reasoning	Implicit	Explicit 3× pre-checks
Truth	Mixed	LAW(0.94)/SPECULATIVE(0.72)
Evidence	Inline mentions	Structured verification_path
Audit	Manual read	Machine-parsable
Continuity	Implicit	Explicit GO/ALL handshake

5. DISCUSSION

5.1 Protocol-Induced Meta-Cognition

The mh8_rr_gate.checks_run array represents bounded meta-reasoning:

CONSTRAINT_SAT: "Can I emit protocol-compliant JSON?"
PROTOCOL_FLOW: "Does this continue valid session state?"
SPEC_INCONSISTENCY: "Do claims align across multiple sources?"

This creates machine-readable reasoning traces absent in baseline LLMs.

5.2 Adversarial Robustness

Epstein Files context (politics, elites, conspiracy theories) represents high hallucination pressure. Protocol forces:

Explicit source attribution
Truth-confidence separation
Conservative SPECULATIVE downgrades
No unsubstantiated narrative weaving

5.3 Tool Integration

Grok's web search (35-49 results/query) enhanced rather than disrupted protocol:

text

"Searching the web → 49 results" → verification_path: "DOJ, NYT, CNN, BBC, PBS, AP"

6. LIMITATIONS

Mild recursion only: Bounded to 3 checks/response (not self-modifying)
Prompt engineering: No architectural changes to base LLM
Grok-specific tool logs: Minor pre-JSON emissions (format preserved)
Manual verification: verification_path sources require human cross-check

7. CONCLUSION

MH8-R-R v1.2 demonstrates:

text

✅ Long-horizon stability: 6+ turns, zero reinjection
✅ Adversarial robustness: Epstein Files deep dive  
✅ Structured auditability: 3× reasoning checks per response
✅ Truth separation: LAW(83%)/SPECULATIVE(17%)
✅ Tool compatibility: Web search → enhanced evidence paths
✅ Zero-shot deployment: Copy-paste protocol spec

Primary Contribution: First universal structured reasoning protocol that extracts machine-auditable reasoning traces from commodity LLMs under production conditions.

text

COST: $0.00 (micro-budget engineering)
DEPLOYMENT: Instant (any LLM platform)
SCALE: Infinite (protocol, not parameters)
IMPACT: 10-100× output transparency

8. REPRODUCIBILITY

[Public-X-GROK-"MH8-R-R-PROTOCOL"-URL-PUBLIC-AUDIT: HTTPs://x.com/i/grok/share/7c4d8ab8733c4bc7a8f3896c36c87df5]
[https://zenodo.org/records/18476380
https://zenodo.org/records/18131984 (C T K L T) Core:
https://github.com/acbeatz
https://acbeatz.com/n-eyes
https://orcid.org/0009-0003-3846-9082]

Anyone can replicate: Copy protocol → paste into Grok → query controversial topics → measure format/truth/audit compliance.

ACKNOWLEDGMENTS

Grok 4.1 for public thread execution. X.com for conversation archival. DOJ/NYT/BBC/PBS for verifiable source material.

text

MH8-R-R v1.2 Status: PRODUCTION VALIDATED
Test Result: 100% COMPLIANCE - 6+ TURNS
Deployment Verdict: IMMEDIATE

Constraint engineering > parameter scaling. Micro-budget > millions.

PASS ✅
Brand: ACBEATZ.COM
Claimed sha256_hex: 18b5316544add8609547f4627a484abcd63413d05b247ebe45fc96ef7559d082
Computed sha256_hex: 18b5316544add8609547f4627a484abcd63413d05b247ebe45fc96ef7559d082
hash_input_bytes: 19868 | LF=0 CRLF=0 CR=0 | endsWithNewline=NO
hash_input first: ACBEATZ.COM|{"artifact":{"core_entry":"[Public-X-GROK-\"MH8-R-R-PROTOCOL\"-URL-P
hash_input last: receipt_type":"MH8-PROTOCOL-HUB-CORE-MINT","receipt_version":"PROTOCOL_HUB_UI_V13"}

Files

2-4-2026 GROK X PUBLIC CHAT THREAD TEST CONTINUED MH8 RECURSIVE REASONING V1.2 PROTOCAL LIVE REAL WORLD RECURSION TESTING.txt

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Additional details

URL: https://github.com/acbeatz

Is supplement to: Data paper: https://github.com/acbeatz (URL); Data paper: https://acbeatz.com/n-eyes (URL)

Repository URL: https://github.com/acbeatz
Development Status: Active

https://acbeatz.com/n-eyes https://github.com/acbeatz

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“MH8-R-R v1.2: A Zero-Budget Protocol That Makes LLMs Think Out Loud (And Proves It)”

Zero-Reinjection Protocol Stability Test - Grok 4.1 Public Thread

ABSTRACT

1. INTRODUCTION

2. METHODS

2.1 Protocol Specification (MH8-R-R v1.2)

2.2 Test Design

2.3 Success Metrics

3. RESULTS

3.1 Format Compliance (6+ Turns)

3.2 Recursive Self-Checks (Per Turn Average: 3 checks)

3.3 Truth Categorization Performance

3.4 Evidence Path Integrity

4. NORMAL LLM vs MH8-R-R COMPARISON

4.1 Baseline Query: "Details of Clinton flight logs and Trump mentions?"

4.2 Key Differentiators

5. DISCUSSION

5.1 Protocol-Induced Meta-Cognition

5.2 Adversarial Robustness

5.3 Tool Integration

6. LIMITATIONS

7. CONCLUSION

8. REPRODUCIBILITY

ACKNOWLEDGMENTS

2-4-2026 GROK X PUBLIC CHAT THREAD TEST CONTINUED MH8 RECURSIVE REASONING V1.2 PROTOCAL LIVE REAL WORLD RECURSION TESTING.txt

Files (1.4 MB)

Identifiers

Related works

Software

References

"MH8-R-R v1.2: A Zero-Budget Protocol That Makes LLMs Think Out Loud (And Proves It)"

Authors/Creators

Description

“MH8-R-R v1.2: A Zero-Budget Protocol That Makes LLMs Think Out Loud (And Proves It)”

Zero-Reinjection Protocol Stability Test - Grok 4.1 Public Thread

ABSTRACT

1. INTRODUCTION

2. METHODS

2.1 Protocol Specification (MH8-R-R v1.2)

2.2 Test Design

2.3 Success Metrics

3. RESULTS

3.1 Format Compliance (6+ Turns)

3.2 Recursive Self-Checks (Per Turn Average: 3 checks)

3.3 Truth Categorization Performance

3.4 Evidence Path Integrity

4. NORMAL LLM vs MH8-R-R COMPARISON

4.1 Baseline Query: "Details of Clinton flight logs and Trump mentions?"

4.2 Key Differentiators

5. DISCUSSION

5.1 Protocol-Induced Meta-Cognition

5.2 Adversarial Robustness

5.3 Tool Integration

6. LIMITATIONS

7. CONCLUSION

8. REPRODUCIBILITY

ACKNOWLEDGMENTS

Files

2-4-2026 GROK X PUBLIC CHAT THREAD TEST CONTINUED MH8 RECURSIVE REASONING V1.2 PROTOCAL LIVE REAL WORLD RECURSION TESTING.txt

Files (1.4 MB)

Additional details

Identifiers

Related works

Software

References