benchmark
Valkey 9.0 on ElastiCache t4g.micro: 3 vs 9 Workers
Across five one-hour Valkey 9.0 runs on Amazon ElastiCache cache.t4g.micro, tripling load-generator workers increased mean throughput by 55.8% while nearly doubling client latency and increasing eviction pressure.
AI-Assisted Engineering: When a Better Model Becomes a Worse Tool
I tested Fable 5 on two coding tasks in parallel with Claude 4.8 and ChatGPT. In those tests, Fable 5 was slightly better. It understood the work, produced strong results, and looked like a genuine step forward.
But two successful tasks measure capability, not operational reliability. I have also seen repeated reports of Fable 5 degrading during real workflows, wasting tokens, breaking pipelines, and consuming time without producing usable results. Some users eventually rolled back to 4.8. At that point the newer model was not merely weaker. It was worse than useless because its output created additional work.
Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 9 Workers (run 3)
ElastiCache Performance Report
Memtier Benchmark
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Infrastructure
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Client Latency
ECS EMF
ElastiCache Deep-Dive
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Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 9 Workers (run 2)
ElastiCache Performance Report
Memtier Benchmark
report window
Infrastructure
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Client Latency
ECS EMF
ElastiCache Deep-Dive
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Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 9 Workers
ElastiCache Performance Report
Memtier Benchmark
report window
Infrastructure
report window
Client Latency
ECS EMF
ElastiCache Deep-Dive
report window
Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 3 Workers (run 2)
ElastiCache Performance Report
Memtier Benchmark
report window
Infrastructure
report window
Client Latency
ECS EMF
ElastiCache Deep-Dive
report window
Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 3 Workers
ElastiCache Performance Report
Memtier Benchmark
report window
Infrastructure
report window
Client Latency
ECS EMF
ElastiCache Deep-Dive
report window
Valkey 9.0 AWS ElastiCache t3.micro Benchmark: 3 Workers (run 2)
ElastiCache Performance Report
Memtier Benchmark
report window
Infrastructure
report window
Client Latency
ECS EMF
ElastiCache Deep-Dive
report window