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agentic ai token usage

A collection of 2 posts
Codex Starts Giving Context Windows Provenance, Not Just Token Counts
codex

Codex Starts Giving Context Windows Provenance, Not Just Token Counts

Token counters are table stakes now. The more interesting question is whether a coding agent can explain how it arrived at the context it is using after compaction, rollback, resume, and a few long-running tool sessions have rearranged the furniture. That is the useful read on OpenAI’s latest Codex
20 Jun 2026 5 min read
4-bit KV Cache Is the Agent Cost Story Hiding Under the Model Benchmark
ai-models

4-bit KV Cache Is the Agent Cost Story Hiding Under the Model Benchmark

The most interesting AI-model cost story today is not a new leaderboard position. It is the thing that happens after your agent has read half a repository, opened a dozen tools, accumulated a giant prefix, and now needs to answer one tiny follow-up without turning the GPU into a space
19 Jun 2026 3 min read
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