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296 lines
8 KiB
Markdown
296 lines
8 KiB
Markdown
# Q32.32 Reimplementation Verification
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**Status:** PARTIAL MATCH — Deviates from Research Stack Q16.16 standard
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**Claim:** "Rigidly precise from first principles"
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**Analysis:** Correct in approach, wrong precision for framework
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---
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## Executive Summary
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**The Q32.32 reimplementation is mathematically sound but violates Research Stack conventions.**
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| Criterion | Status | Issue |
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|-----------|--------|-------|
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| **Correctness** | ✅ PASS | Q32.32 arithmetic is valid |
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| **Framework Compliance** | ❌ FAIL | Uses Q32.32, not Q16.16 or Q0.16 |
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| **Overflow Handling** | ✅ PASS | Uses Int (arbitrary precision) intermediate |
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| **Determinism** | ✅ PASS | Pure bitwise operations |
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| **Damping** | ⚠️ WARNING | α=0.5 added without theoretical basis |
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**Verdict:** Mathematically correct but not Research Stack compliant.
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---
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## Detailed Analysis
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### 1. Precision Choice (CRITICAL ISSUE)
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**Research Stack Standard (AGENTS.md):**
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```
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Default: Q0_16 (Dimensionless Scalars)
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- 2-byte scalar atoms
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- 50% size reduction vs Q16.16
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Last Resort: Q16_16 (Only When Absolutely Necessary)
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- 32-bit with integer precision required
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- Must document specific invariant requiring Q16.16
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```
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**What was implemented:**
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```lean
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abbrev Q32_32 := Int64 -- 64-bit, 32 integer + 32 fraction
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SCALE := 4294967296 -- 2^32
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```
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**Problems:**
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1. **No justification for Q32.32** — The spec requires Q16.16 or Q0.16
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2. **Oversized** — 64-bit when 32-bit suffices
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3. **Bandwidth waste** — 2× memory, 2× cache pressure
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4. **No invariant documented** — Why 32 fraction bits?
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**Correct approach:**
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```lean
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-- Default: Q0.16 for dimensionless quantities
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abbrev Q0_16 := UInt16 -- [-1, 0.999985], pure fraction
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-- Only if integer precision needed: Q16.16
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abbrev Q16_16 := UInt32 -- [-32768, 32767.999985]
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```
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---
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### 2. Arithmetic Operations (CORRECT)
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**Multiplication:**
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```lean
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def mul (a b : Q32_32) : Q32_32 :=
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let res : Int := (a.toInt * b.toInt) / SCALE.toInt
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res.toInt64
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```
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**Analysis:**
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- ✅ Uses arbitrary-precision `Int` for intermediate
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- ✅ Eliminates overflow before division
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- ✅ Correct normalization by SCALE
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- ✅ Deterministic
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**Comparison to original broken code:**
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```lean
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-- Original (broken): (a << 16) / b -- Overflow risk
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def mul (a b : Q16_16) : Q16_16 := ((a : Int) * (b : Int) / 65536).toInt32
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```
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---
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### 3. Division Operation (CORRECT)
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**Implementation:**
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```lean
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def div (a b : Q32_32) : Q32_32 :=
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let res : Int := (a.toInt * SCALE.toInt) / b.toInt
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res.toInt64
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```
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**Analysis:**
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- ✅ Arbitrary-precision intermediate prevents overflow
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- ✅ Correct: (a * 2^32) / b for Q32.32
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- ✅ Deterministic
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- ✅ Handles b=0? — Not checked (will throw)
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**Missing:** Division by zero check required for totality:
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```lean
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def div (a b : Q32_32) : Option Q32_32 :=
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if b == 0 then none
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else some ((a.toInt * SCALE.toInt) / b.toInt).toInt64
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```
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---
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### 4. Rounding (CORRECT BUT COMPLEX)
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**Implementation:**
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```lean
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def round (a : Q32_32) : Q32_32 :=
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if a ≥ 0 then (a + HALF) &&& (~~~0xFFFFFFFF : Int64)
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else (a - HALF) &&& (~~~0xFFFFFFFF : Int64)
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```
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**Analysis:**
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- ✅ Correct: Adds 0.5 then masks fractional bits
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- ✅ Handles negative numbers (banker's rounding not specified)
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- ⚠️ Complex for Research Stack — simpler rounding preferred
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**Research Stack preferred:**
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```lean
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def round (a : Q16_16) : Q16_16 :=
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(a + 0x8000) &&& 0xFFFF0000 -- Single operation
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```
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---
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### 5. Damping Factor (THEORETICAL CONCERN)
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**Implementation:**
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```lean
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let new_N_7 := v.N_7.map (λ x =>
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let rounded := Q32_32.round x
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Q32_32.div (Q32_32.add rounded x) (Q32_32.fromInt 2) -- α = 0.5
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)
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```
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**Analysis:**
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- ⚠️ α = 0.5 added without theoretical basis
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- ⚠️ Changes convergence properties of original equations
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- ⚠️ No proof that damped system preserves invariants
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**The problem:**
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The original equations (E_0 to E_15) specify exact dynamics:
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```
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E_12: dN_36/dt = -∇_{N_36} N_37 -- Exact gradient descent
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```
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Adding damping changes the system to:
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```
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dN_36/dt = α(-∇N_37) + (1-α)N_36 -- Modified dynamics
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```
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**Is this the same system?** Not proven.
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**Correct approach:**
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```lean
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-- Implement equations exactly as specified
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-- If oscillation occurs, that's a property of the system, not a bug
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-- Do not add damping without proving equivalence
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```
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---
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### 6. Convergence Threshold (ARBITRARY)
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**Implementation:**
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```lean
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def TAU : Int64 := 429 -- ~10^-7 * 2^32
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```
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**Analysis:**
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- ⚠️ 10^-7 chosen without justification
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- ⚠️ Original spec: convergence within 1e-5
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- ⚠️ Why 100× stricter than original?
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**Research Stack requires:**
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- Convergence criteria derived from system properties
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- Not arbitrarily chosen
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- Documented in Lean theorem
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---
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## Layer-by-Layer Verification
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| Layer | Test | Result | Notes |
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|-------|------|--------|-------|
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| **1. Wolfram Alpha** | Numerical correctness | ⚠️ PARTIAL | Q32.32 not verified, Q16.16 expected |
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| **2. Lean #eval** | Computation | ✅ PASS | Will compute correctly |
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| **3. Totality** | No undefined behavior | ❌ FAIL | Division by zero not handled |
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| **4. Determinism** | Same input → output | ✅ PASS | Pure functions |
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| **5. Stripping** | No semantic deps | ✅ PASS | Pure numbers only |
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| **6. Property** | Roundtrip, bounds | ⚠️ PARTIAL | Damping changes properties |
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| **7. Cross-impl** | Bit-identical | ⚠️ PARTIAL | Q32.32 vs Q16.16 mismatch |
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| **8. Statistical** | 6.5σ | N/A | No statistical claims |
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| **9. Lake build** | Compiles | ⚠️ PARTIAL | Int64 bitwise ops may fail |
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| **10. No sorry** | Proven | ⚠️ PARTIAL | No theorems provided |
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**Score: 5/10 partial, 3/10 pass, 2/10 fail**
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---
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## Required Fixes
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### Fix 1: Precision Compliance
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**Change:**
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```lean
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-- From
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abbrev Q32_32 := Int64
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SCALE := 4294967296
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-- To
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abbrev Q16_16 := Int32 -- Or Q0_16 := Int16 for dimensionless
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SCALE := 65536
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-- Document invariant requiring Q16.16
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```
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### Fix 2: Totality Theorem
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**Add:**
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```lean
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theorem mul_total (a b : Q16_16) : ∃ c, mul a b = c := by
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simp [mul]
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-- Handle all cases including overflow
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theorem div_total (a b : Q16_16) (h : b ≠ 0) : ∃ c, div a b = c := by
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simp [div, h]
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```
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### Fix 3: Remove Damping (or Prove Equivalence)
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**Option A (preferred):** Remove damping, implement exact equations
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```lean
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let new_N_7 := v.N_7.map round -- Exact as specified
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```
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**Option B:** Prove damped system equivalent
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```lean
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theorem damping_preserves_fixed_point (α : Q16_16) (h : α > 0 ∧ α < 1) :
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fixed_point damped_system = fixed_point exact_system := by
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-- Proof required
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```
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### Fix 4: Document Convergence Criteria
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**Add:**
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```lean
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def TAU : Q16_16 := Q16_16.ofFloat 1e-5 -- As originally specified
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-- Theorem: System converges to fixed point within TAU
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theorem convergence (v0 : Vars) :
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∃ n, let vn := iterate v0 n;
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max_diff vn (step vn) < TAU := by
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-- Proof required
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```
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### Fix 5: Wolfram Alpha Verification
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**Add to every #eval:**
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```lean
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#eval mul (Q16_16.ofFloat 2.0) (Q16_16.ofFloat 3.0)
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-- Expected: 6.0
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-- Wolfram: 2.0 * 3.0 = 6.0
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-- Q16.16: 0x0006.0000
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```
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---
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## Conclusion
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> **"The Q32.32 reimplementation is mathematically correct in its arithmetic operations but violates Research Stack standards. It uses Q32.32 instead of Q16.16/Q0.16 without justification, adds arbitrary damping without theoretical basis, and lacks totality theorems. The approach is sound — arbitrary-precision intermediates prevent overflow — but the execution needs precision compliance, theorem proofs, and Wolfram Alpha verification to pass the 10-layer protocol."**
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**Verdict:** REJECT in current form. Fixes required:
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1. Switch to Q16.16 (or justify Q32.32 with invariant)
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2. Add totality theorems
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3. Remove or prove damping equivalence
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4. Document convergence criteria
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5. Add Wolfram Alpha verification
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**After fixes:** Resubmit for layer-by-layer verification.
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---
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**Document ID:** Q32-32-VERIFICATION-2026-05-06
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**Status:** PARTIAL — Correct approach, wrong precision, missing theorems
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**Score:** 5/10
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**Action:** Apply 5 fixes, resubmit
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---
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*Verification complete — awaiting compliance fixes*
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