<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title><![CDATA[About Tiered Billing for GPT-5.6 Sol Ultra-Long Contexts]]></title><description><![CDATA[<p dir="auto">&lt;p&gt;According to OpenAI's latest billing rules, models such as GPT-5.6 Sol use tiered pricing for ultra-long context requests.&lt;/p&gt;&lt;p&gt;When the context of a single request exceeds 272K tokens, input, cached reads, and output may be billed at higher tier prices. This rule comes from OpenAI's official pricing and is not a temporary surcharge or abnormal charge from AI-ROUTER.&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;Using GPT-5.6 Sol's standard prices as an example:&lt;/p&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;   Item                  Within 272K          Over 272K&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  ━━━━━━━━━━  ━━━━━━━━━━━━━━━━━━━  ━━━━━━━━━━━━━━━━━&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;   Input              $5 / 1M tokens    $10 / 1M tokens&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  ──────────  ───────────────────  ─────────────────&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;   Cached reads      $0.50 / 1M tokens     $1 / 1M tokens&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  ──────────  ───────────────────  ─────────────────&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;   Output            $30 / 1M tokens    $45 / 1M tokens&lt;/code&gt;&lt;/pre&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;The final cost is still calculated based on the specific group, account multiplier, and other billing settings.&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;If an x2 flag appears in usage records, it means that the request triggered tiered billing for long contexts. This flag mainly indicates that input or cached reads entered a higher tier; it does not mean that all charges for the request were simply doubled. Output may use a different tier multiplier.&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;&lt;strong&gt; ## How to Avoid Triggering Tiered Billing&lt;/strong&gt;&lt;/p&gt;&lt;p&gt;If you do not need a 1M-token context window, we recommend adjusting Codex's context limit back to within 272K.&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;Open:&lt;/p&gt;&lt;p&gt;  ~/.codex/config.toml&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;Change the 1M configuration from the original article:&lt;/p&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  model = "gpt-5.6-sol"&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  model_context_window = 1000000&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  model_auto_compact_token_limit = 900000&lt;/code&gt;&lt;/pre&gt;&lt;p&gt; &lt;/p&gt;&lt;p&gt;To:&lt;/p&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  model = "gpt-5.6-sol"&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  model_context_window = 272000&lt;/code&gt;&lt;/pre&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;  model_auto_compact_token_limit = 250000&lt;/code&gt;&lt;/pre&gt;&lt;p&gt; &lt;/p&gt;&lt;p&gt;Save the changes, restart Codex, and start a new session.&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;If you only want this to apply temporarily to a single session, you can use:&lt;/p&gt;&lt;pre class="rounded-lg bg-slate-950 px-4 py-3 text-slate-100"&gt;&lt;code&gt;codex -m gpt-5.6-sol -c model_context_window=272000 -c model_auto_compact_token_limit=250000&lt;/code&gt;&lt;/pre&gt;&lt;p&gt; We also recommend:&lt;/p&gt;&lt;p&gt;  - Enable automatic compaction promptly;&lt;/p&gt;&lt;p&gt;  - Split ultra-long tasks across multiple sessions;&lt;/p&gt;&lt;p&gt;  - Reduce the amount of tool output returned at once;&lt;/p&gt;&lt;p&gt;  - Periodically summarize and clear older conversation content.&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;If you do need a 1M-token context window, you can continue using the original configuration, but usage beyond 272K will be billed according to OpenAI's higher tier pricing.&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;For the original configuration instructions, see: &lt;a target="_blank" rel="noopener noreferrer nofollow" href="<a href="https://ai-router.dev/blog/post-g-677aa3e043912838-how-to-enable-a-1m-token-context-window-in-codex-for-gpt-5-6-sol" rel="nofollow ugc">https://ai-router.dev/blog/post-g-677aa3e043912838-how-to-enable-a-1m-token-context-window-in-codex-for-gpt-5-6-sol</a>"&gt;How to Enable a 1M-Token Context Window in Codex for GPT-5.6 Sol &lt;/a&gt;&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;Thank you for your understanding and support.&lt;/p&gt;</p>
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