feat: Phase 7 + Phase 2 - Massive performance & stability improvements

Performance Achievements:
- Tiny allocations: +180-280% (21M → 59-70M ops/s random mixed)
- Single-thread: +24% (2.71M → 3.36M ops/s Larson)
- 4T stability: 0% → 95% (19/20 success rate)
- Overall: 91.3% of System malloc average (target was 40-55%) ✓

Phase 7 (Tasks 1-3): Core Optimizations
- Task 1: Header validation removal (Region-ID direct lookup)
- Task 2: Aggressive inline (TLS cache access optimization)
- Task 3: Pre-warm TLS cache (eliminate cold-start penalty)
  Result: +180-280% improvement, 85-146% of System malloc

Critical Bug Fixes:
- Fix 64B allocation crash (size-to-class +1 for header)
- Fix 4T wrapper recursion bugs (BUG #7, #8, #10, #11)
- Remove malloc fallback (30% → 50% stability)

Phase 2a: SuperSlab Dynamic Expansion (CRITICAL)
- Implement mimalloc-style chunk linking
- Unlimited slab expansion (no more OOM at 32 slabs)
- Fix chunk initialization bug (bitmap=0x00000001 after expansion)
  Files: core/hakmem_tiny_superslab.c/h, core/superslab/superslab_types.h
  Result: 50% → 95% stability (19/20 4T success)

Phase 2b: TLS Cache Adaptive Sizing
- Dynamic capacity: 16-2048 slots based on usage
- High-water mark tracking + exponential growth/shrink
- Expected: +3-10% performance, -30-50% memory
  Files: core/tiny_adaptive_sizing.c/h (new)

Phase 2c: BigCache Dynamic Hash Table
- Migrate from fixed 256×8 array to dynamic hash table
- Auto-resize: 256 → 512 → 1024 → 65,536 buckets
- Improved hash function (FNV-1a) + collision chaining
  Files: core/hakmem_bigcache.c/h
  Expected: +10-20% cache hit rate

Design Flaws Analysis:
- Identified 6 components with fixed-capacity bottlenecks
- SuperSlab (CRITICAL), TLS Cache (HIGH), BigCache/L2.5 (MEDIUM)
- Report: DESIGN_FLAWS_ANALYSIS.md (11 chapters)

Documentation:
- 13 comprehensive reports (PHASE*.md, DESIGN_FLAWS*.md)
- Implementation guides, test results, production readiness
- Bug fix reports, root cause analysis

Build System:
- Makefile: phase7 targets, PREWARM_TLS flag
- Auto dependency generation (-MMD -MP) for .inc files

Known Issues:
- 4T stability: 19/20 (95%) - investigating 1 failure for 100%
- L2.5 Pool dynamic sharding: design only (needs 2-3 days integration)

🤖 Generated with Claude Code (https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

core/hakmem_tiny.c

@@ -21,6 +21,7 @@
 #include "hakmem_tiny_tls_list.h"
 #include "hakmem_tiny_remote_target.h" // Phase 2C-1: Remote target queue
 #include "hakmem_tiny_bg_spill.h"      // Phase 2C-2: Background spill queue
+#include "tiny_adaptive_sizing.h"      // Phase 2b: Adaptive TLS cache sizing
 // NOTE: hakmem_tiny_tls_ops.h included later (after type definitions)
 #include "tiny_system.h"  // Consolidated: stdio, stdlib, string, etc.
 #include "hakmem_prof.h"