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System Design & Scalability
Capacity planning, sharding, multi-region, and cost/perf trade-offs.
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150ms Taker Delay and Volume-Tier Limits
4+ day, 11+ hour ago (351+ words) Part 2 pinned the settlement target: 60s Chainlink TWAP. Part 3 is the matching layer. A correct P(up) still dies if the venue changed how taker orders are allowed to race. Add the older delay-lock behavior: once a taker order enters the…...
AI Gateway Latency Benchmarks: Reading the 2026 Numbers Without Getting Fooled by the Mock Upstream
5+ day, 3+ hour ago (509+ words) Benchmarks get compared incorrectly because the metric is left implicit. Name it every time. If a benchmark does not tell you which of these it measured and against what upstream, the number is not comparable to anything. Here is what…...
Kimi K2.7 Code vs Mercury 2.5: Benchmarks & Cost
6+ day, 17+ hour ago (350+ words) Keep up with the models you depend on. Follow price changes, retirements, and API updates.Follow the models you depend on. Estimated · Public rank #36 Updated September 8, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific…...
When Something Gets Cheap, You Get Asked for More of It
5+ day, 13+ hour ago (341+ words) There is an old pattern that keeps coming back. Make a thing cheaper and people do not use the same amount for less money. They use far more of it. Roads get wider and the traffic arrives to fill them....
I measured what my 11 Actors cost to run. The 96x spread was mostly one config field.
1+ week, 1+ day ago (980+ words) I wrote this article twice. The first version was finished, proofread, and queued to publish. Then someone asked a question about one number in it, and the thesis came apart. I am publishing the second version, along with the part…...
Grok 4.1 Fast vs Kimi K3: Benchmarks & Cost
1+ week, 3+ day ago (321+ words) Supported · Public rank #136 Updated September 4, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload. Supported · Public rank #8 0 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and…...
Gemini Agentic Video Isn't Always Cheaper: A 24-Run Benchmark
1+ week, 3+ day ago (737+ words) A controlled Gemini 3.7 Flash benchmark shows why agentic video is excellent for long-form search—but can cost more than static processing on short clips. If I only need one number from a long video, why should an AI model sample…...
Grok 4.6 vs Kimi K3: Benchmarks & Cost
1+ week, 5+ day ago (209+ words) Estimated · Public rank #14 Updated September 2, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload. Supported · Public rank #6 Kimi K3 has the higher public score estimate, 80.02 versus 75.18, but the 90% score intervals overlap. Treat that as a…...
Free Tokens Burn Fast: A Field Guide to MonkeyCode's Generosity
1+ week, 5+ day ago (601+ words) The 10-million-token grant and the zero-cost server are brilliant for prototypes and miserable for production. Treat them as a debugging bench, not a deployment contract. MonkeyCode is an open-source project that bundles free model access and a free server option…...
BLSP 7B vs Kimi K2.5: Benchmarks & Cost
2+ week, 6+ day ago (58+ words) Updated August 25, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload. Supported · Public rank #77 BLSP 7Bvs Kimi K2.5 Open the current source-linked Feed or start with the free morning Brief. BLSP 7B has no comparable published API…...