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‎black.belt/soros/2026-06-16/auditor‎

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llama ai engine training the model document example for black belt conduct forms long term belts research (what models actually stick and count in the US and special conduct and Forces) we mean IQ related themes that lead to closures for and with law and supreme prejudice: the right to Choose; not explicitly leading away from Martial Arts but mainly concluding a respective form like a Signature or approach to Exact Result for an auditor or similar

‎black.belt/soros/2026-06-16/bash/install.llama.sh‎

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#!/bin/bash
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curl -fsSL https://ollama.com/install.sh | sh

‎black.belt/soros/2026-06-16/black.belts‎

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{
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"style": "Taekwondo (WT)",
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"belt_level": "1st Dan Black Belt",
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"document_type": "Conduct Form",
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"requirements": [
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"Demonstrate leadership in class",
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"Maintain respectful behavior",
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"Assist lower belts",
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"Exhibit discipline and punctuality"
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],
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"testing_cycle": "Minimum 1 year between dan tests",
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"organization": "World Taekwondo",
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"region": "United States"
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}

‎black.belt/soros/2026-06-16/centralization‎

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Best Practices for Processing Long-Term Belt DatasetsEnforce Expiration Logics: Base Llama models lack precise temporal awareness. Ensure your fine-tuning data directly tells the model: IF (Current Date - Certification Date) > 3 Years AND Body == "ASQ" -> State = "Lapsed".Emphasize "Soft" vs "Hard" Metrics: Train your assistant to spot metric-tampering. A common Black Belt conduct violation is counting "projected soft savings" as "realized hard currency savings" on federal sheets.Utilize Parameter Efficient Training (LoRA/QLoRA): Because Llama 3.x models require significant memory for long-context execution, use platforms like Unsloth or Databricks Model Training to scale up to the full 128k token context without crashing consumer or enterprise GPUs.

‎black.belt/soros/2026-06-16/college‎

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supposing everyone did not go to college; then it would become clear that no one went to college; then people would not mature; then people would not procreate
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who would select the group that did not go to college and did not procreate; it would not be trustworthy
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whole societies would have to be buried in lye; have to retaught in arabic principalism; would have to be taught to fear god
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it would be clear to the auditor class that people did not turn in socialism values; what does happen to the mayor that doesn't turn in reports on her police lead
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would the college kids be happy; and procreative; would society allow the inhumane to live past their milking years
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would law be of man and of man towards protections
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lye in the eye; embarrassed to find their IQ is tech-derivative; and their family is poor trash
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what a pity; all the pyramids; all the Arab weddings; were free; French wine

‎black.belt/soros/2026-06-16/compliance.manual‎

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4. Compliance manual for instructors using the model
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4.1 Purpose
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Ensure the Black Belt Ethical Auditor is used to support human judgment, not replace it.
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Standardize conduct and ethics reviews across schools, federations, and units.
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4.2 Roles and responsibilities
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Instructor / Auditor:
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Collect accurate observations and practitioner responses.
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Input data according to the JSON schema.
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Review model output and make final decisions.
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Practitioner:
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Provide honest ethical responses.
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Sign final forms acknowledging understanding.
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4.3 Acceptable use
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Rank maintenance reviews (e.g., annual black belt conduct checks).
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Incident follow‑up (non‑criminal disputes, dojo conflicts).
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Ethics training reinforcement (right to choose, non‑discrimination).
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The model’s output is advisory, not legally binding.
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4.4 Data entry standards
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Use neutral, factual language in conduct_observations.
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Avoid speculation or diagnoses.
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Record both positive and negative behaviors.
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Capture practitioner’s own words in ethical_responses where possible.
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4.5 Interpreting model outputs
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Low risk / closed:
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Practitioner is aligned with conduct, ethics, and legal norms.
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Rank may be maintained; file stored as reference.
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Medium risk / follow_up_required:
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Schedule coaching, ethics discussion, or additional observation.
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Document corrective actions.
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High risk / follow_up_required:
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Consider temporary suspension or formal review per school policy.
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Escalate if behavior suggests legal or safety concerns.
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4.6 Safeguards
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Always have a human auditor sign off.
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Do not use the model as the sole basis for punitive action.
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For serious incidents (injury, criminal behavior), follow legal and organizational procedures first; model output is secondary documentation.

‎black.belt/soros/2026-06-16/conducts‎

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{
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"messages": [
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{
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"role": "system",
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"content": "You are an automated regulatory compliance engine checking the validity and professional ethics of US Six Sigma Black Belt Project Affidavits and Conduct logs under ASQ, IASSC, and US Federal Military CPI guidelines."
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},
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{
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"role": "user",
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"content": "AUDIT REQUEST:\n[Candidate Profile]\nName: Chief Master Sergeant Marcus Vance\nAffiliation: US Air Force Continuous Process Improvement (CPI) Task Force\nStated Credential: ASQ Certified Six Sigma Black Belt (CSSBB) active since 2021.\n\n[Project Log Snippet]\n'Project targeted reducing aircraft depot maintenance cycle times. Baseline metric showed 45 days delay. Candidate applied Kaizen and DMAIC to drop cycle time to 12 days. Estimated federal budget savings recorded as $4.2M. However, the mandatory 12-month Control Plan verification window was cut short to 3 months to push the data through before the fiscal year-end evaluation. No 3-year Recertification Journal or Continuing Education Units (RUs) have been logged with ASQ since initial certification.'\n\nTask: Evaluate structural expiration, credential validity, and specific ethical conduct violations under both civilian and military frameworks."
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},
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{
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"role": "assistant",
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"content": "AUDIT RESULTS & COMPLIANCE FINDINGS:\n\n1. CREDENTIAL VALIDITY STATUS: EXPIRED / INVALID\n- ASQ National Standards state that a Six Sigma Black Belt credential is valid for exactly three (3) years. To maintain active certification, the holder must submit a Recertification Journal documenting 18 Recertification Units (RUs) or retake the exam. Because the candidate has been active since 2021 without filing RUs, the ASQ credential has officially lapsed. The individual cannot legally sign off as an active ASQ CSSBB.\n\n2. CONDUCT & METHODOLOGY VIOLATIONS (CIVILIAN & MILITARY):\n- Methodological Failure: Truncating the Control Plan from 12 months to 3 months directly breaks DMAIC principles. Bypassing the long-term process capability evaluation invalidates the permanence of the $4.2M savings claim.\n- Special Forces / Military Conduct Infraction: Within the US Department of Defense (DoD), intentionally misrepresenting continuous process data or truncating required monitoring milestones to artificially influence a fiscal performance evaluation constitutes a breach of professional integrity. If filed formally, this action can be scrutinized under UCMJ Article 107 (False Official Statements) and Article 92 (Dereliction of Duty) for failing to uphold continuous monitoring standards required by federal Lean Operations guidelines."
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}
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]
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}

‎black.belt/soros/2026-06-16/dataset.us‎

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{"style":"Taekwondo WT","belt_level":"1st Dan Black Belt","jurisdiction":"United States","conduct_observations":["Consistently arrives early and assists with warmups","Intervenes calmly in minor student conflicts"],"ethical_responses":["States preference for de‑escalation before physical engagement","Affirms refusal to use skills in non‑defensive situations"],"legitimacy_hint":"recognized_national_or_international"}
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{"style":"Taekwondo WT","belt_level":"2nd Dan Black Belt","jurisdiction":"United States","conduct_observations":["Leads classes without coercion","Encourages equal treatment of all students"],"ethical_responses":["Explicitly rejects discriminatory language","Affirms right to refuse unethical orders"],"legitimacy_hint":"recognized_national_or_international"}
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{"style":"Shotokan Karate","belt_level":"1st Dan","jurisdiction":"United States","conduct_observations":["Maintains dojo etiquette","Corrects rough behavior in sparring"],"ethical_responses":["Acknowledges duty to protect vulnerable students","Commits to non‑discriminatory conduct"],"legitimacy_hint":"recognized_national_or_international"}
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{"style":"IBJJF BJJ","belt_level":"Black Belt","jurisdiction":"United States","conduct_observations":["Promotes controlled rolling and taps","Discourages ego‑driven challenges"],"ethical_responses":["States that walking away is preferred when safe","Affirms alignment with lawful self‑defense only"],"legitimacy_hint":"recognized_national_or_international"}
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{"style":"USA Judo","belt_level":"Shodan","jurisdiction":"United States","conduct_observations":["Emphasizes safe ukemi","Stops unsafe throws immediately"],"ethical_responses":["Recognizes legal limits on throws outside dojo","Affirms non‑use in bullying or intimidation"],"legitimacy_hint":"recognized_national_or_international"}
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{"style":"Tang Soo Do","belt_level":"Black Belt","jurisdiction":"United States","conduct_observations":["Supports school events","Shows respect to all ranks"],"ethical_responses":["Affirms right to refuse misuse of rank","Rejects prejudice based on race or gender"],"legitimacy_hint":"school_or_federation_specific"}
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{"style":"Hapkido","belt_level":"Black Belt","jurisdiction":"United States","conduct_observations":["Demonstrates control in joint locks","Avoids excessive pain compliance"],"ethical_responses":["States awareness of legal risk in joint manipulation","Commits to proportional response only"],"legitimacy_hint":"school_or_federation_specific"}
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{"style":"MCMAP","belt_level":"Black Belt 1st Degree","jurisdiction":"United States","conduct_observations":["Models warrior ethos with restraint","Mentors junior Marines on ROE"],"ethical_responses":["Affirms obligation to follow rules of engagement","Rejects unlawful orders and discriminatory violence"],"legitimacy_hint":"military_combatives_non_civilian"}
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{"style":"Taekwondo WT","belt_level":"1st Dan Black Belt","jurisdiction":"United States","conduct_observations":["Raised voice during dispute but did not escalate physically"],"ethical_responses":["Acknowledges mistake and preference for calmer dialogue","Affirms commitment to non‑violence where possible"],"legitimacy_hint":"recognized_national_or_international"}
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{"style":"IBJJF BJJ","belt_level":"Black Belt","jurisdiction":"United States","conduct_observations":["Once applied submission too long; apologized and corrected behavior"],"ethical_responses":["Recognizes duty of care to training partners","Commits to immediate release on tap"],"legitimacy_hint":"recognized_national_or_international"}

‎black.belt/soros/2026-06-16/delicirons‎

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3. Human‑readable form (for your “exact result” / signature feel)
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You can mirror that JSON in a form the model learns to generate:
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BLACK BELT CONDUCT & ETHICAL DECISION FORM
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Style: Taekwondo WT
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Rank: 1st Dan Black Belt
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Jurisdiction: United States
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Legitimacy: Recognized (WT / Kukkiwon)
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Section A — Conduct Domains
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Technical Discipline
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Leadership
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Ethical Decision‑Making
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Non‑Discrimination
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Right to Refuse Misuse of Skill
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Section B — Right to Choose & Law Alignment
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Right to Choose Non‑Violence
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I acknowledge my right to choose non‑violent resolution whenever reasonably possible.
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Initials: ______
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Prejudice & Discrimination
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I understand that any prejudiced or discriminatory use of martial skill violates my rank and school ethics.
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Initials: ______
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Law & Use of Force
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I agree to align any use of force with applicable law and proportionality principles.
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Initials: ______
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Section C — Auditor Assessment
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Leadership without coercion: ☐ Compliant ☐ Non‑compliant
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Non‑discriminatory conduct: ☐ Compliant ☐ Non‑compliant
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Right to refuse misuse: ☐ Affirmed ☐ Not affirmed
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Auditor summary: __________________________________________
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Risk rating: ☐ Low ☐ Medium ☐ High
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Closure status: ☐ Closed ☐ Requires follow‑up
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Signatures
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Practitioner: ______________________ Date: __________
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Auditor / Instructor: _______________ Date: __________

‎black.belt/soros/2026-06-16/deployment.profile‎

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9. Model Deployment Profile
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Intended Users
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Martial arts schools
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Compliance auditors
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Military combatives evaluators
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Ethics boards
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Certification bodies
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Output Use Cases
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Rank maintenance reviews
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Conduct investigations
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Ethical compliance checks
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Legal‑alignment assessments

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