# Subagent Assignments — Maximum Parallelization (1 Subagent = 1 Theorem) **Generated:** 2026-04-19 **Total Remaining:** 10 theorems **Max Parallelism:** 10 subagents (1:1 assignment) **Critical Path:** P0 theorem (blocking) **Wall Clock Time (if parallel):** 5-7 days (determined by longest P0 theorem) --- ## P0: Blocking Hardware Extraction (1 subagent) ### Subagent Ω (ODE Specialist + Human Oversight) **Theorem 131:** `missingLinkODE` — Continuous extension of discrete braid **Effort:** 5-7 days (research problem) **Dependencies:** None (blocks all Tier 1/2) **Deliverable:** - Piecewise ODE formulation - Existence/uniqueness proof - Transition conditions at axial events - Lean 4 ODE tactic library **Blackboard Required:** Yes — Human Architect + Analysis Specialist **Unblocks:** Hardware extraction of continuous dynamics --- ## P1: Algebraic Geometry (3 subagents, parallel) ### Subagent α₁ (Diophantine Geometry) **Theorem 122:** `tipCoordinateMassResonance` **Statement:** `an * bn = am * bm` **Core Problem:** Hyperbola intersection in shell coordinates **Approach:** ```lean -- Express a_n = n - k_n², b_n = (k_n+1)² - n -- Mass resonance: (n - k²)((k+1)² - n) = (m - j²)((j+1)² - m) -- Solve Diophantine with constraint k = ⌊√n⌋, j = ⌊√m⌋ ``` **Tactics:** `nlinarith`, `ring_nf`, `omega` with bounds **Effort:** 2-3 days **Dependencies:** None --- ### Subagent α₂ (Integer Arithmetic) **Theorem 123:** `tipCoordinateMirrorResonance` **Statement:** `(an - bn) = -(am - bm)` **Core Problem:** Shell coupling, mirror condition **Approach:** ```lean -- (a-b)_n = -(a-b)_m -- Requires: shell indices k_n, k_m related -- Case analysis on |k_n - k_m| -- Prove coupling exists iff shells adjacent ``` **Tactics:** `omega`, `nlinarith`, case analysis **Effort:** 2 days **Dependencies:** None (can parallel with α₁) **Note:** May use lemmas from α₁ if available --- ### Subagent α₃ (Fermat Factorization) **Theorem 124:** `fortyFiveLineFactorRevelation` **Statement:** 45° line contains all divisors d|n **Core Problem:** Fermat factorization mapping to shell coordinates **Approach:** ```lean -- For even n, construct m on 45° line -- Map divisor d|n to a_m or b_m -- Fermat: n = x² - y² = (x+y)(x-y) -- Show d = x+y or d = x-y appears in {a_m, b_m} ``` **Tactics:** `Nat.divisors`, explicit construction, `use` tactic **Effort:** 2-3 days **Dependencies:** None **Blackboard Required:** Recommended for construction strategy --- ## P2: Information Theory (4 subagents, parallel) ### Subagent β₁ (RSCU Enumeration) **Theorem 159:** `rscuSumSynonymous` **Statement:** Σ RSCU(c) = degeneracy(aa) **Core Problem:** Enumerate all codons per amino acid **Approach:** ```lean -- For each amino acid aa: -- Filter codons where geneticCode c = aa -- Compute RSCU for each -- Sum and verify equals codonDegeneracy aa -- Use Fin 64 enumeration + native_decide ``` **Tactics:** `Finset.filter`, `Finset.sum`, `native_decide` **Effort:** 1 day **Dependencies:** None **Parallelizable:** Per-amino-acid sub-tasks (21 parallel threads possible) --- ### Subagent β₂ (Kraft Inequality) **Theorem 160:** `kraftInequality` **Statement:** Σ 2^(-L(c)) ≤ 1 **Core Problem:** Numerical verification over 64 codons **Approach:** ```lean -- Enumerate all 64 codons -- Compute optimalCodeLength for each -- Sum 2^(-L(c)) via Float computation -- Verify ≤ 1 via native_decide ``` **Tactics:** `Finset.sum`, `native_decide`, or symbolic Shannon proof **Effort:** 1-2 days **Dependencies:** None **Note:** Can prove symbolically using Shannon source coding theorem --- ### Subagent β₃ (Compression Bounds) **Theorem 163:** `speciesBetterThanGeneric` **Statement:** `minRedundancyCodeSize s n < (n * 6.0) / 8.0` bytes **Core Problem:** Entropy-based compression bound (average case) **Approach:** ```lean -- minRedundancyCodeSize = n * speciesEntropy s / 8 -- speciesEntropy s < 6.0 (proven) -- Thus n * H_s / 8 < n * 6.0 / 8 -- Direct Float inequality ``` **Tactics:** `native_decide` with `speciesEntropyLessThanUniform` **Effort:** 0.5 days **Dependencies:** speciesEntropyLessThanUniform (✅ PROVEN) **Note:** Changed from strict per-codon bound to average case — mathematically correct now --- ### Subagent β₄ (Float Bounds) **Theorem 162:** `caiBounds` **Statement:** 0 ≤ CAI ≤ 1 **Core Problem:** Geometric mean bounds on RSCU **Approach:** ```lean -- RSCU > 0 (frequency > 0) -- RSCU ≤ max(frequency) / min(expected) -- For product: 0 < Π RSCU^(1/L) ≤ 1 -- Need: RSCU ≤ 1 for all codons in optimal gene ``` **Tactics:** `Float.le`, `Float.mul`, product inequalities **Effort:** 1-2 days **Dependencies:** Float inequality lemmas (may need library work) **Note:** May require extending Lean 4 Float theory --- ## P3: Documentation/Verification (2 subagents) ### Subagent γ₁ (Template Sync) **Theorem 157:** `codonFrequencySum` verification **Statement:** Σ codonFrequency = 1000.0 **Action:** Verify marked-as-proven theorem actually has proof **Deliverable:** - Confirm `native_decide` works for all 7 species - Add `#eval` witnesses - Sync template with main file **Effort:** 0.5 days **Dependencies:** None --- ### Subagent γ₂ (Map Maintenance) **Documentation sync task** **Action:** Keep MATH_MODEL_MAP in sync with proofs **Deliverable:** - Auto-update ✅ **PROVEN** markers - Track remaining sorry count - Generate daily reports **Effort:** Ongoing (0.25 days per update) **Dependencies:** All other subagents (receives notifications) --- ## Parallelization Matrix ``` Day 1-2: α₁, α₂, α₃, β₁, β₂, β₃, β₄, γ₁ (8 subagents active) Day 3-5: α₁, α₂, α₃ complete → β₄, Ω continue Day 5-7: Ω completes (critical path) Day 7+: γ₂ maintenance ``` --- ## Dependency Graph ```mermaid graph TD Ω[Ω: missingLinkODE] --> Hardware α₁[α₁: MassResonance] --> AVMR_Geometry α₂[α₂: MirrorResonance] --> AVMR_Geometry α₃[α₃: 45Line] --> AVMR_Factorization β₁[β₁: RSCU] --> β₄ β₂[β₂: Kraft] --> Compression β₃[β₃: SpeciesCompress] --> Compression β₄[β₄: CAI] --> Gene_Optimality γ₁[γ₁: FreqSum] --> Template_Sync γ₂[γ₂: MapMaint] --> Documentation style Ω fill:#f96,stroke:#333,stroke-width:4px style α₁ fill:#69f style α₂ fill:#69f style α₃ fill:#69f style β₁ fill:#9f9 style β₂ fill:#9f9 style β₃ fill:#9f9 style β₄ fill:#9f9 ``` --- ## Communication Protocol **Daily Standup (async):** ```markdown Subagent: [ID] Theorem: [Name] Progress: [% complete] Blockers: [None | Need X | Escalating] ETA: [Date] ``` **Escalation Triggers:** - 24h with no progress update - Discovery of new dependency not in graph - Proof requires new Lean 4 tactic/library - Float/computational proof failing `native_decide` **Completion Handoff:** 1. Subagent submits PR with proof 2. `#eval` witness included 3. Map updated (γ₂ notified) 4. Dependent subagents notified --- ## Resource Allocation | Subagent | CPU | Memory | Lean Expertise | Math Domain | |----------|-----|--------|----------------|-------------| | Ω | 4 cores | 8GB | Expert | ODE/Analysis | | α₁-α₃ | 2 cores each | 4GB | Intermediate | Number Theory | | β₁-β₄ | 1 core each | 2GB | Intermediate | Info Theory | | γ₁-γ₂ | 1 core | 2GB | Beginner | Documentation | **Total Resources:** 15 cores, 26GB RAM --- ## Success Metrics **Per Subagent:** - [ ] Theorem complete with `by` tactic block - [ ] No `sorry` in final proof - [ ] `#eval` example with expected output - [ ] Time to completion ≤ ETA **Global:** - [ ] P0 (Ω) resolved within 7 days - [ ] P1 theorems (α₁-α₃) resolved within 3 days - [ ] P2 theorems (β₁-β₄) resolved within 2 days - [ ] Layer M proven count: 33/66 (50%) --- ## Risk Mitigation | Risk | Probability | Impact | Mitigation | |------|-------------|--------|------------| | Ω takes >7 days | Medium | Critical | Human Architect daily check-ins | | α₃ (Fermat) needs new library | Low | High | Pre-check Lean 4 Nat capabilities | | β₄ needs Float extension | Medium | Medium | Fallback to `native_decide` | | Dependencies misidentified | Low | Medium | Daily graph review | --- ## Assignment Commands ```bash # Subagent Ω (Human + F3) /assign subagent Ω theorem 131 priority P0 # Subagents α₁, α₂, α₃ (F2, F3) /assign subagent α₁ theorem 122 priority P1 /assign subagent α₂ theorem 123 priority P1 /assign subagent α₃ theorem 124 priority P1 # Subagents β₁, β₂, β₃, β₄ (F1, F2) /assign subagent β₁ theorem 159 priority P2 /assign subagent β₂ theorem 160 priority P2 /assign subagent β₃ theorem 163 priority P2 /assign subagent β₄ theorem 162 priority P2 # Subagents γ₁, γ₂ (F1) /assign subagent γ₁ task freq-verification priority P3 /assign subagent γ₂ task map-maintenance priority P3 ongoing ``` --- *Document ID: SUBAGENT_ASSIGNMENTS_MAX_PARALLEL* *Authority: AGENTS.md §9 — Maximum parallelization strategy* *Wall Clock Target: 7 days*