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Benchmarks Results
Devrajsinh Gohil edited this page Aug 30, 2026
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Validated across three independent experimental tiers on Apple Silicon (M-Series ARM64, 8 Cores, 16GB RAM):
| Benchmark Layer | Topology Profile | Sample Size | LangGraph Native (Mean) | AgentMesh C++ (Mean) | Paired Advantage (Δ) | Win Rate | Statistical Significance |
|---|---|---|---|---|---|---|---|
| Tier 1: Synthetic | 1,000 In-Memory Hops | N = 100 | 3.80 ms / hop | 0.002 ms / hop | +3.80 ms (1,900x) | 100% | p < 0.0001 (Deterministic) |
| Tier 1: Synthetic | Diamond DAG Barrier | N = 100 | 15.60 ms | 0.012 ms | +15.59 ms (1,300x) | 100% | p < 0.0001 (Deterministic) |
| Tier 2: Replay | 8-Way Wide Fanout Swarm | N = 50 | 197.88 ms | 187.97 ms | +9.91 ms (+5.0%) | 90% (45/50) | t = 9.78, p < 0.001 |
| Tier 2: Replay | Sequential Reflection Swarm | N = 50 | 284.69 ms | 277.00 ms | +7.69 ms (+2.7%) | 78% (39/50) | t = 6.61, p < 0.001 |
| Tier 3: Live Cloud | Groq LPU Swarm ($AAPL) | N = 5 | 7,065.33 ms | 6,807.29 ms | +258.04 ms (+3.7%) | 80% (4/5) | Live WAN Dominated |
| Tier 3: Tail (P95) | Groq LPU Tail Latency | N = 5 | 8,518.31 ms | 7,628.35 ms | +889.96 ms (+10.4%) | 80% (4/5) | P95 Stability Win |
| Memory Density | 100 Concurrent Workflows | N = 100 | 240.0 MB | 12.0 MB | -228.0 MB (95% Less) | 100% | Constant C++ Stack Alloc |
| Crash Recovery | Interrupted Task Resumption | N = 20 | Crash / Data Loss | 4.8 ms | Instant Resumption | 100% | PostgreSQL libpq WAL |
Getting Started
How-To Guides
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