TokenGO
Blog.
Product notes, model launches, and how inference actually ships.
Aug 20, 2026
TokenGO
Compute prices could surge over 10x in the future
Revenue is growing far faster than compute supply. If that gap holds, AI compute gets dramatically more expensive and winner-takes-all dynamics harden.
Aug 15, 2026
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Agentic workloads are inherently burst-heavy
Agent workloads are inherently bursty. Provisioning from averages wastes GPUs in the lulls and drops requests in the spike.
Aug 14, 2026
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Infrastructure requirements for running agents in production
What agents lack in production isn't the model. It's four foundational primitives: timeouts, retries and circuit breaking, persisted state, and tracing.
Aug 14, 2026
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Kimi K3, the first open-source model in the 3-trillion parameter tier
Architecture, empirical tests, and engineering notes on Moonshot's 2.8T Stable LatentMoE model, with 104B active parameters and a 1M context window.
Aug 13, 2026
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Decoupling the inference optimization layer from elastic scheduling
The inference optimization layer should be decoupled from elastic scheduling, allowing each to iterate independently.
Aug 8, 2026
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Cold starts in elastic auto-scaling, and a solution
Why "millisecond" wake times are not inference latency, and how suspension keeps weights in VRAM without starting from zero every time.
Aug 1, 2026
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Welcome to the TokenGO blog
Notes on inference, pricing, and shipping models in production.