benchmark

Valkey 9.0 on ElastiCache t3.small: What Three One-Hour Runs Actually Agree On

Three completed Valkey 9.0 test executions on a single cache.t3.small Amazon ElastiCache node do not produce one stable throughput number. They do produce one repeatable operating condition: the cache reaches full memory and begins evicting keys.

Average throughput ranges from 9,133.3 to 13,663.6 ops/s, a 49.6% difference between the lowest and highest results. The exact throughput is therefore a range for this workload, while memory saturation is the stronger architectural finding.

AI-Assisted Engineering: When the Best Model Isn't the Best Value

The latest Arena leaderboards reveal a market that no longer has one simple winner. Anthropic dominates several language-heavy categories, OpenAI leads image generation, and lower-cost models from Chinese labs are approaching the frontier fast enough to change the economics of production AI.

The practical question is no longer only which model is best? It is where does premium capability justify premium cost, and where is a cheaper model already good enough?

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)

, ::before, *::after { box-sizing: border-box, margin: 0, padding: 0, } body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f4f6f9; color: #202124; font-size: 14px; } .page-header { background: linear-gradient(135deg, #1a56db 0%, #0d47a1 100%); color: #fff; padding: 24px 32px 20px; } .page-header h1 { font-size: 20px, font-weight: 700, letter-spacing: -.2px, margin-bottom: 4px, } .page-header .meta { font-size: 12px, opacity: .75, margin-bottom: 12px, }

Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 9 Workers (run 2)

, ::before, *::after { box-sizing: border-box, margin: 0, padding: 0, } body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f4f6f9; color: #202124; font-size: 14px; } .page-header { background: linear-gradient(135deg, #1a56db 0%, #0d47a1 100%); color: #fff; padding: 24px 32px 20px; } .page-header h1 { font-size: 20px, font-weight: 700, letter-spacing: -.2px, margin-bottom: 4px, } .page-header .meta { font-size: 12px, opacity: .75, margin-bottom: 12px, }

Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 9 Workers

, ::before, *::after { box-sizing: border-box, margin: 0, padding: 0, } body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f4f6f9; color: #202124; font-size: 14px; } .page-header { background: linear-gradient(135deg, #1a56db 0%, #0d47a1 100%); color: #fff; padding: 24px 32px 20px; } .page-header h1 { font-size: 20px, font-weight: 700, letter-spacing: -.2px, margin-bottom: 4px, } .page-header .meta { font-size: 12px, opacity: .75, margin-bottom: 12px, }

Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 3 Workers (run 2)

, ::before, *::after { box-sizing: border-box, margin: 0, padding: 0, } body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f4f6f9; color: #202124; font-size: 14px; } .page-header { background: linear-gradient(135deg, #1a56db 0%, #0d47a1 100%); color: #fff; padding: 24px 32px 20px; } .page-header h1 { font-size: 20px, font-weight: 700, letter-spacing: -.2px, margin-bottom: 4px, } .page-header .meta { font-size: 12px, opacity: .75, margin-bottom: 12px, }

Valkey 9.0 AWS ElastiCache t4g.micro Benchmark: 3 Workers

, ::before, *::after { box-sizing: border-box, margin: 0, padding: 0, } body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f4f6f9; color: #202124; font-size: 14px; } .page-header { background: linear-gradient(135deg, #1a56db 0%, #0d47a1 100%); color: #fff; padding: 24px 32px 20px; } .page-header h1 { font-size: 20px, font-weight: 700, letter-spacing: -.2px, margin-bottom: 4px, } .page-header .meta { font-size: 12px, opacity: .75, margin-bottom: 12px, }

Valkey 9.0 AWS ElastiCache t3.micro Benchmark: 3 Workers (run 2)

, ::before, *::after { box-sizing: border-box, margin: 0, padding: 0, } body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif; background: #f4f6f9; color: #202124; font-size: 14px; } .page-header { background: linear-gradient(135deg, #1a56db 0%, #0d47a1 100%); color: #fff; padding: 24px 32px 20px; } .page-header h1 { font-size: 20px, font-weight: 700, letter-spacing: -.2px, margin-bottom: 4px, } .page-header .meta { font-size: 12px, opacity: .75, margin-bottom: 12px, }