2025-11-08 01:18:37 +09:00
|
|
|
|
# Current Task – 2025-11-08
|
2025-11-05 16:47:04 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
## 🚀 Phase 7-1.3: Hybrid mincore Optimization - System malloc に勝つ準備
|
2025-11-07 17:34:24 +09:00
|
|
|
|
|
2025-11-08 03:18:17 +09:00
|
|
|
|
### ミッション
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**Phase 7 の CRITICAL BOTTLENECK を修正**
|
|
|
|
|
|
- **Current**: 634 cycles/free (mincore overhead)
|
|
|
|
|
|
- **Target**: 1-2 cycles/free (hybrid approach)
|
|
|
|
|
|
- **Improvement**: **317-634x faster!** 🚀
|
|
|
|
|
|
- **Strategy**: Alignment check (fast) + mincore fallback (rare)
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 03:18:17 +09:00
|
|
|
|
---
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
## 📊 Phase 7-1.2 完了状況
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### ✅ 完了済み
|
|
|
|
|
|
1. **Phase 7-1.0**: PoC 実装 (+39%~+436% improvement)
|
|
|
|
|
|
2. **Phase 7-1.1**: Dual-header dispatch (Task Agent)
|
|
|
|
|
|
3. **Phase 7-1.2**: Page boundary SEGV fix (100% crash-free)
|
2025-11-07 17:34:24 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### 📈 達成した成果
|
|
|
|
|
|
- ✅ 1-byte header system 動作確認
|
|
|
|
|
|
- ✅ Dual-header dispatch (Tiny + malloc/mmap)
|
|
|
|
|
|
- ✅ Page boundary 安全性確保
|
|
|
|
|
|
- ✅ All benchmarks crash-free
|
|
|
|
|
|
|
|
|
|
|
|
### 🔥 発見された CRITICAL 問題
|
|
|
|
|
|
|
|
|
|
|
|
**Task Agent Ultrathink Analysis (Phase 7 Design Review) の結果:**
|
|
|
|
|
|
|
|
|
|
|
|
**Bottleneck**: `hak_is_memory_readable()` が **すべての free()** で mincore() を呼ぶ
|
|
|
|
|
|
- **Measured Cost**: 634 cycles/call
|
|
|
|
|
|
- **System tcache**: 10-15 cycles
|
|
|
|
|
|
- **Result**: Phase 7 は System malloc の **1/40 の速度** 💀
|
|
|
|
|
|
|
|
|
|
|
|
**Why This Happened:**
|
|
|
|
|
|
- Page boundary SEGV を防ぐため、`ptr-1` の readability を確認
|
|
|
|
|
|
- しかし page boundary は **<0.1%** の頻度
|
|
|
|
|
|
- **99.9%** の normal case でも 634 cycles 払っている
|
|
|
|
|
|
|
|
|
|
|
|
---
|
|
|
|
|
|
|
|
|
|
|
|
## ✅ 解決策: Hybrid mincore Optimization
|
|
|
|
|
|
|
|
|
|
|
|
### Concept
|
|
|
|
|
|
**Fast path (alignment check) + Slow path (mincore fallback)**
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 03:18:17 +09:00
|
|
|
|
```c
|
2025-11-08 04:50:41 +09:00
|
|
|
|
// Before (slow): すべての free で mincore
|
|
|
|
|
|
if (!hak_is_memory_readable(ptr-1)) return 0; // 634 cycles
|
|
|
|
|
|
|
|
|
|
|
|
// After (fast): 99.9% はアライメントチェックのみ
|
|
|
|
|
|
if (((uintptr_t)ptr & 0xFFF) == 0) { // 1-2 cycles
|
|
|
|
|
|
// Page boundary (0.1%): Safety check
|
|
|
|
|
|
if (!hak_is_memory_readable(ptr-1)) return 0; // 634 cycles
|
2025-11-08 03:18:17 +09:00
|
|
|
|
}
|
2025-11-08 04:50:41 +09:00
|
|
|
|
// Normal case (99.9%): Direct header read
|
2025-11-08 03:18:17 +09:00
|
|
|
|
```
|
|
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Performance Impact
|
|
|
|
|
|
|
|
|
|
|
|
| Case | Frequency | Cost | Weighted |
|
|
|
|
|
|
|------|-----------|------|----------|
|
|
|
|
|
|
| Normal (not boundary) | 99.9% | 1-2 cycles | 1-2 |
|
|
|
|
|
|
| Page boundary | 0.1% | 634 cycles | 0.6 |
|
|
|
|
|
|
| **Total** | - | - | **1.6-2.6 cycles** |
|
|
|
|
|
|
|
|
|
|
|
|
**Improvement**: 634 → 1.6 cycles = **317-396x faster!**
|
|
|
|
|
|
|
|
|
|
|
|
### Micro-Benchmark Results (Task Agent)
|
|
|
|
|
|
|
|
|
|
|
|
```
|
|
|
|
|
|
[MINCORE] Mapped memory: 634 cycles/call ← Current
|
|
|
|
|
|
[ALIGN] Alignment check: 0 cycles/call
|
|
|
|
|
|
[HYBRID] Align + mincore: 1 cycles/call ← Optimized!
|
|
|
|
|
|
[BOUNDARY] Page boundary: 2155 cycles/call (rare, <0.1%)
|
|
|
|
|
|
```
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
|
|
|
|
|
---
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
## 📋 実装計画(Phase 7-1.3)
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Task 1: Implement Hybrid mincore (1-2 hours)
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**File 1**: `core/tiny_free_fast_v2.inc.h:53-60`
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**Before**:
|
2025-11-08 01:35:45 +09:00
|
|
|
|
```c
|
2025-11-08 04:50:41 +09:00
|
|
|
|
// CRITICAL: Check if header location (ptr-1) is accessible before reading
|
|
|
|
|
|
void* header_addr = (char*)ptr - 1;
|
|
|
|
|
|
extern int hak_is_memory_readable(void* addr);
|
|
|
|
|
|
if (__builtin_expect(!hak_is_memory_readable(header_addr), 0)) {
|
|
|
|
|
|
// Header not accessible - route to slow path
|
|
|
|
|
|
return 0;
|
|
|
|
|
|
}
|
|
|
|
|
|
```
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**After**:
|
|
|
|
|
|
```c
|
|
|
|
|
|
// CRITICAL: Fast check for page boundaries (0.1% case)
|
|
|
|
|
|
// Most allocations (99.9%) are NOT at page boundaries, so check alignment first
|
|
|
|
|
|
void* header_addr = (char*)ptr - 1;
|
|
|
|
|
|
if (__builtin_expect(((uintptr_t)ptr & 0xFFF) == 0, 0)) {
|
|
|
|
|
|
// Potential page boundary - do safety check
|
|
|
|
|
|
extern int hak_is_memory_readable(void* addr);
|
|
|
|
|
|
if (!hak_is_memory_readable(header_addr)) {
|
|
|
|
|
|
// Header not accessible - route to slow path
|
|
|
|
|
|
return 0;
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
// Normal case (99.9%): header is safe to read (no mincore call!)
|
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
|
|
**File 2**: `core/box/hak_free_api.inc.h:96` (Step 2 dual-header dispatch)
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**Before**:
|
|
|
|
|
|
```c
|
|
|
|
|
|
// SAFETY: Check if raw header is accessible before dereferencing
|
|
|
|
|
|
if (hak_is_memory_readable(raw)) {
|
|
|
|
|
|
AllocHeader* hdr = (AllocHeader*)raw;
|
|
|
|
|
|
// ...
|
2025-11-08 03:18:17 +09:00
|
|
|
|
}
|
2025-11-05 12:31:14 +09:00
|
|
|
|
```
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**After**:
|
|
|
|
|
|
```c
|
|
|
|
|
|
// SAFETY: Fast check for page boundaries first
|
|
|
|
|
|
if (((uintptr_t)raw & 0xFFF) == 0) {
|
|
|
|
|
|
// Potential page boundary - do safety check
|
|
|
|
|
|
if (!hak_is_memory_readable(raw)) {
|
|
|
|
|
|
goto slow_path;
|
|
|
|
|
|
}
|
|
|
|
|
|
}
|
|
|
|
|
|
// Normal case: raw header is safe to read
|
|
|
|
|
|
AllocHeader* hdr = (AllocHeader*)raw;
|
|
|
|
|
|
// ...
|
|
|
|
|
|
```
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**File 3**: Add comment to `core/hakmem_internal.h:277-294`
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
```c
|
|
|
|
|
|
// NOTE: This function is expensive (634 cycles via mincore syscall).
|
|
|
|
|
|
// Use alignment check first to avoid calling this on normal allocations:
|
|
|
|
|
|
// if (((uintptr_t)ptr & 0xFFF) == 0) {
|
|
|
|
|
|
// if (!hak_is_memory_readable(ptr)) { /* handle page boundary */ }
|
|
|
|
|
|
// }
|
|
|
|
|
|
static inline int hak_is_memory_readable(void* addr) {
|
|
|
|
|
|
// ... existing implementation
|
|
|
|
|
|
}
|
|
|
|
|
|
```
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Task 2: Validate with Micro-Benchmark (30 min)
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**File**: `tests/micro_mincore_bench.c` (already created by Task Agent)
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
```bash
|
|
|
|
|
|
# Build and run micro-benchmark
|
|
|
|
|
|
gcc -O3 -o micro_mincore_bench tests/micro_mincore_bench.c
|
|
|
|
|
|
./micro_mincore_bench
|
|
|
|
|
|
|
|
|
|
|
|
# Expected output:
|
|
|
|
|
|
# [MINCORE] Mapped memory: 634 cycles/call
|
|
|
|
|
|
# [ALIGN] Alignment check: 0 cycles/call
|
|
|
|
|
|
# [HYBRID] Align + mincore: 1 cycles/call ← Target!
|
|
|
|
|
|
```
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**Success Criteria**:
|
|
|
|
|
|
- ✅ HYBRID shows ~1-2 cycles (vs 634 before)
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Task 3: Smoke Test with Larson (30 min)
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
```bash
|
|
|
|
|
|
# Rebuild Phase 7 with optimization
|
|
|
|
|
|
make clean && make HEADER_CLASSIDX=1 larson_hakmem
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
# Run smoke test (1T)
|
|
|
|
|
|
HAKMEM_TINY_USE_SUPERSLAB=1 ./larson_hakmem 1 1 128 1024 1 12345 1
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
# Expected: 20-40M ops/s (vs 1M before)
|
|
|
|
|
|
```
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**Success Criteria**:
|
|
|
|
|
|
- ✅ Throughput > 20M ops/s (20x improvement)
|
|
|
|
|
|
- ✅ No crashes (stability)
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Task 4: Full Validation (1-2 hours)
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
```bash
|
|
|
|
|
|
# Test multiple sizes
|
|
|
|
|
|
for size in 128 256 512 1024 2048; do
|
|
|
|
|
|
echo "=== Testing size=$size ==="
|
|
|
|
|
|
./bench_random_mixed_hakmem 10000 $size 1234567
|
|
|
|
|
|
done
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
# Test Larson 4T (MT stability)
|
|
|
|
|
|
./larson_hakmem 10 8 128 1024 1 12345 4
|
|
|
|
|
|
|
|
|
|
|
|
# Expected: All pass, 20-60M ops/s
|
|
|
|
|
|
```
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 01:35:45 +09:00
|
|
|
|
---
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 03:18:17 +09:00
|
|
|
|
## 🎯 Expected Outcomes
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 03:18:17 +09:00
|
|
|
|
### Performance Targets
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
| Benchmark | Before (7-1.2) | After (7-1.3) | Improvement |
|
|
|
|
|
|
|-----------|----------------|---------------|-------------|
|
|
|
|
|
|
| **bench_random_mixed** | 692K ops/s | **40-60M ops/s** | **58-87x** 🚀 |
|
|
|
|
|
|
| **larson_hakmem 1T** | 838K ops/s | **40-80M ops/s** | **48-95x** 🚀 |
|
|
|
|
|
|
| **larson_hakmem 4T** | 838K ops/s | **120-240M ops/s** | **143-286x** 🚀 |
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### vs System malloc
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
| Metric | System | HAKMEM (7-1.3) | Result |
|
|
|
|
|
|
|--------|--------|----------------|--------|
|
|
|
|
|
|
| **Tiny free** | 10-15 cycles | **1-2 cycles** | **5-15x faster** 🏆 |
|
|
|
|
|
|
| **Throughput** | 56M ops/s | **40-80M ops/s** | **70-140%** ✅ |
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**Prediction**: **70-140% of System malloc** (互角〜勝ち!)
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
|
|
|
|
|
---
|
2025-11-08 01:35:45 +09:00
|
|
|
|
|
2025-11-08 03:18:17 +09:00
|
|
|
|
## 📁 関連ドキュメント
|
2025-11-05 12:31:14 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Task Agent Generated (Phase 7 Design Review)
|
|
|
|
|
|
- [`PHASE7_DESIGN_REVIEW.md`](PHASE7_DESIGN_REVIEW.md) - 完全な技術分析 (23KB, 758 lines)
|
|
|
|
|
|
- [`PHASE7_ACTION_PLAN.md`](PHASE7_ACTION_PLAN.md) - 実装ガイド (5.7KB, 235 lines)
|
|
|
|
|
|
- [`PHASE7_SUMMARY.md`](PHASE7_SUMMARY.md) - エグゼクティブサマリー (11KB, 302 lines)
|
|
|
|
|
|
- [`PHASE7_QUICKREF.txt`](PHASE7_QUICKREF.txt) - クイックリファレンス (5.3KB)
|
|
|
|
|
|
- [`tests/micro_mincore_bench.c`](tests/micro_mincore_bench.c) - Micro-benchmark (4.5KB)
|
|
|
|
|
|
|
|
|
|
|
|
### Phase 7 History
|
2025-11-08 03:18:17 +09:00
|
|
|
|
- [`REGION_ID_DESIGN.md`](REGION_ID_DESIGN.md) - 完全設計(Task Agent Opus Ultrathink)
|
2025-11-08 04:50:41 +09:00
|
|
|
|
- [`PAGE_BOUNDARY_SEGV_FIX.md`](PAGE_BOUNDARY_SEGV_FIX.md) - Phase 7-1.2 修正レポート
|
2025-11-08 03:18:17 +09:00
|
|
|
|
- [`CLAUDE.md#phase-7`](CLAUDE.md#phase-7-region-id-direct-lookup---ultra-fast-free-path-2025-11-08-) - Phase 7 概要
|
|
|
|
|
|
|
|
|
|
|
|
---
|
|
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
## 🛠️ 実行コマンド
|
|
|
|
|
|
|
|
|
|
|
|
### Step 1: Implement Hybrid Optimization (1-2 hours)
|
|
|
|
|
|
```bash
|
|
|
|
|
|
# Edit 3 files (see Task 1 above):
|
|
|
|
|
|
# - core/tiny_free_fast_v2.inc.h
|
|
|
|
|
|
# - core/box/hak_free_api.inc.h
|
|
|
|
|
|
# - core/hakmem_internal.h
|
|
|
|
|
|
```
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Step 2: Validate Micro-Benchmark (30 min)
|
2025-11-08 03:18:17 +09:00
|
|
|
|
```bash
|
2025-11-08 04:50:41 +09:00
|
|
|
|
gcc -O3 -o micro_mincore_bench tests/micro_mincore_bench.c
|
|
|
|
|
|
./micro_mincore_bench
|
|
|
|
|
|
# Expected: HYBRID ~1-2 cycles ✅
|
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
|
|
### Step 3: Smoke Test (30 min)
|
|
|
|
|
|
```bash
|
|
|
|
|
|
make clean && make HEADER_CLASSIDX=1 larson_hakmem
|
|
|
|
|
|
HAKMEM_TINY_USE_SUPERSLAB=1 ./larson_hakmem 1 1 128 1024 1 12345 1
|
|
|
|
|
|
# Expected: >20M ops/s ✅
|
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
|
|
### Step 4: Full Validation (1-2 hours)
|
|
|
|
|
|
```bash
|
|
|
|
|
|
# Random mixed sizes
|
|
|
|
|
|
./bench_random_mixed_hakmem 10000 1024 1234567
|
|
|
|
|
|
|
|
|
|
|
|
# Larson MT
|
|
|
|
|
|
./larson_hakmem 10 8 128 1024 1 12345 4
|
|
|
|
|
|
|
|
|
|
|
|
# Expected: 40-80M ops/s, no crashes ✅
|
2025-11-05 12:31:14 +09:00
|
|
|
|
```
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
|
|
|
|
|
---
|
|
|
|
|
|
|
|
|
|
|
|
## 📅 Timeline
|
|
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
- **Phase 7-1.3 (Hybrid Optimization)**: 1-2時間 ← **今ここ!**
|
|
|
|
|
|
- **Validation & Testing**: 1-2時間
|
|
|
|
|
|
- **Phase 7-2 (Full Benchmark vs mimalloc)**: 2-3時間
|
|
|
|
|
|
- **Total**: **4-6時間で System malloc に勝つ** 🎉
|
|
|
|
|
|
|
|
|
|
|
|
---
|
|
|
|
|
|
|
|
|
|
|
|
## 🚦 Go/No-Go Decision
|
|
|
|
|
|
|
|
|
|
|
|
### Phase 7-1.2 Status: NO-GO ⛔
|
|
|
|
|
|
**Reason**: mincore overhead (634 cycles = 40x slower than System)
|
|
|
|
|
|
|
|
|
|
|
|
### Phase 7-1.3 Status: CONDITIONAL GO 🟡
|
|
|
|
|
|
**Condition**:
|
|
|
|
|
|
1. ✅ Hybrid implementation complete
|
|
|
|
|
|
2. ✅ Micro-benchmark shows 1-2 cycles
|
|
|
|
|
|
3. ✅ Larson smoke test >20M ops/s
|
|
|
|
|
|
|
|
|
|
|
|
**Risk**: LOW (proven by Task Agent micro-benchmark)
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
|
|
|
|
|
---
|
|
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
## ✅ 完了済み(Phase 7-1.2 まで)
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Phase 7-1.2: Page Boundary SEGV Fix (2025-11-08)
|
|
|
|
|
|
- ✅ `hak_is_memory_readable()` check before header read
|
|
|
|
|
|
- ✅ All benchmarks crash-free (1024B, 2048B, 4096B)
|
|
|
|
|
|
- ✅ Committed: `24beb34de`
|
|
|
|
|
|
- **Issue**: mincore overhead (634 cycles) → Phase 7-1.3 で修正
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Phase 7-1.1: Dual-Header Dispatch (2025-11-08)
|
|
|
|
|
|
- ✅ Task Agent contributions (header validation, malloc fallback)
|
|
|
|
|
|
- ✅ 16-byte AllocHeader dispatch
|
|
|
|
|
|
- ✅ Committed
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
### Phase 7-1.0: PoC Implementation (2025-11-08)
|
|
|
|
|
|
- ✅ 1-byte header system
|
|
|
|
|
|
- ✅ Ultra-fast free path (basic version)
|
|
|
|
|
|
- ✅ Initial results: +39%~+436%
|
2025-11-08 03:18:17 +09:00
|
|
|
|
|
|
|
|
|
|
---
|
|
|
|
|
|
|
2025-11-08 04:50:41 +09:00
|
|
|
|
**次のアクション: Phase 7-1.3 Hybrid Optimization 実装開始!** 🚀
|