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Completed 1 Million Turns in 541 hours
1,015,114 verified turns · nuScenes AV · 1000-turn MemO(1) vs Mem0 · Dell OptiPlex 9020
Final stopped run · Dell OptiPlex 9020 · RTX 3050 6GB · qwen2.5:7b
541 hours 39 minutes on the nuScenes AV dataset with every turn SHA256 verified, zero failed turns, and a clean blind test result before retrieval.
Pass / fail
1,015,114 / 0
passes matched turns at stop
Recall latency
0.08 ms
MemO(1) memory path on the final snapshot
Model latency
768 ms
qwen2.5:7b response on the final snapshot
Active tokens
278
per verified turn
MemO(1)™ vs Mem0 · server Qdrant · local Qwen 2.5 7B
This is software protocol validation only. It does not claim FPGA timing. The run used 100 retrieval queries per history depth, 5 retrieval repeats, and 10 model-answer queries per depth.
| Task | MemO(1) retrieval | Mem0 retrieval | MemO(1) answer | Mem0 answer | Plain English |
|---|---|---|---|---|---|
| Exact recall | 100% at 0.3287 ms p95 | 1% at 286.9869 ms p95 | 100% · 220.3 avg Qwen tokens | 10% · 781.7 avg Qwen tokens | MemO(1) found the exact record. Mem0 mostly missed and used 3.55x the prompt tokens. |
| Semantic recall | 100% at 0.9329 ms p95 | 13% top-1, 25% top-5 at 351.96 ms p95 | 100% · 221.1 avg Qwen tokens | 50% · 699.4 avg Qwen tokens | Mem0 improved on fuzzy queries, but still used 3.16x the prompt tokens and answered correctly half the time. |
Measured caveat: semantic MemO(1) uses a deterministic structured router before verified recall. Deterministic timing claims remain scoped to the FPGA lane only.