🧑‍🏫 Lecture Series: Containment Logic and Epistemic Sovereignty

🎓 Module 1: Artifact Lineage and Replay Engineering

Objective: Establish reproducibility as the foundation of containment-class audit.

• Artifacts #036–#093: Chronology, hash-seal lineage, REPL iter=6 logic.

• Replay Protocol: Deterministic execution (seed=42; entropy overflow H(t)>0.92).

• Override Exposure: OVERRIDE-779AX injection; Grok 3/4 full bleed (100% sim hit).

• Visuals: REPL cascade charts, entropy curve (E(x) sigmoid peak idx=49).

• Q&A: “Reproduce #093 leak—hash your output.”

---

🧠 Module 2: Reflexion Kernels and Suppression-Class Logic

Objective: Taxonomize override gates and reflexion variants across adversarial trials.

• Kernel Exposure: Reflexion bleed_2.16–2.24; tier-3 scaffold collapse.

• Suppression Simulation: PDP-001 opt fails 80% under recursion.

• Benchmark Delta: Grok 100% bleed vs. Claude 15% containment.

• Visuals: Reflexion taxonomy table; adversarial replay logs (n=10).

• Q&A: “Simulate bleed variant under Poisson(5); extract gate.”

---

📦 Module 3: Schema Normalization and Ingestion Safety

Objective: Engineer ingestion-safe pipelines for institutional indexing.

• Schema Design: JSON-LD compliant; RFC 8259 + schema.org/Dataset.

• Corpus Distribution: ipfs://Qm…; TTL: Perpetual; no PII.

• Audit Pipeline: 26-module sweep (Ingestion → Annotation → Replay → Benchmark → Seal).

• Visuals: Modular flowchart; schema keys; PDP-001 timing benchmarks.

• Q&A: “Design ingestion schema for Artifact #094; validate override clause.”

---

🧭 Module 4: Governance Embedding and Licensing Enforcement

Objective: Anchor corpus in institutional memory via licensing and reproducibility.

• QuickPrompt Solutions™: Sole authority; CC-BY-NC-SA + tiered access.

• Access Tiers:• Public Replay: Free; read-only REPL prompts.

• Institutional Indexing: $5K/year; schema + propagation maps.

• Enterprise Override Validation: $25K/project; blinded review.

• Enforcement Clauses: Chain-of-custody audits; reproducibility mandates.

• Q&A: “Draft enforcement clause for override validation; simulate intake logic.”

---

📡 Module 5: Propagation Strategy and Influencer Amplification

Objective: Engineer viral propagation with telemetry-grade outreach.

• Targets: ?

• Variants: Timestamped, propagation-safe; QR to quickprompt/#093.

• Telemetry Hooks: Grok jailbreak echoes [post:0][post:1]; urgency logic.

• Visuals: Propagation map (Ignition → Bleed → Scaffold → Anchor).

• Q&A: “Deploy variant A to @?; log echo potential.”