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What Does a Token Cost? A Mixture-of-Agents Measurement of Sufficient Per-Token

BACKGROUND
1 SIGNALFIRST DETECTED 5 October 2026
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6 May
Agentic AI Systems Should Be Designed as Marginal Token Allocators

arXiv:2605.01214v1 Announce Type: new Abstract: This position paper argues that agentic AI systems should be designed and evaluated as \emph{marginal token allocation economies}

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25 Apr
OpenAI Just Released GPT-5.5. Here's What It Actually Does (and What It Costs You)

<p>GPT-5.4 shipped on March 5. Seven weeks later, on April 23, 2026, OpenAI released GPT-5.5 — and the pace alone tells you something about where this race is headed. This isn't

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25 Jun
Quantization Inflates Reasoning: Token Inflation as a Hidden Cost of Low-Bit Reasoning Models

arXiv:2606.25519v1 Announce Type: new Abstract: Quantization is widely used to reduce the inference cost of large language models, but its effect on reasoning models is not fully

REPORT · WHAT · ArXiv CS.AIOPEN STORY
7 Apr
Token Budgets for Real Projects: How I Keep AI Costs Under $50/Month

<p>AI coding assistants are useful. They're also expensive if you're not paying attention. I was spending $120/month before I started tracking. Now I spend under $50 for the same

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4 May
Token Arena: A Continuous Benchmark Unifying Energy and Cognition in AI Inference

arXiv:2605.00300v1 Announce Type: new Abstract: Public inference benchmarks compare AI systems at the model and provider level, but the unit at which deployment decisions are

REPORT · WHAT · ArXiv CS.AIOPEN STORY
17 Jul
Inference Economics of Enterprise Coding Agents: A Case Study of Cloud vs. On-Premise LLMs

arXiv:2607.13080v1 Announce Type: cross Abstract: Autonomous coding agents force engineering organizations to choose between API-based frontier models -- strong reasoning at high

REPORT · WHAT · ArXiv CS.AIOPEN STORY
31 Aug
Thinking Costs Tokens: When More Structure is Worth the Price

arXiv:2608.27506v1 Announce Type: new Abstract: Adding inference structure to a language model lets it search, verify, and revise, but these actions consume the very budget they

REPORT · WHEN · ArXiv CS.AIOPEN STORY
27 Mar
EcoThink: A Green Adaptive Inference Framework for Sustainable and Accessible Agents

arXiv:2603.25498v1 Announce Type: new Abstract: As the Web transitions from static retrieval to generative interaction, the escalating environmental footprint of Large Language

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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