Double displayed context window counts

Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)

Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>

src/hooks/context-window-monitor.test.ts

@@ -138,6 +138,8 @@ describe("context-window-monitor", () => {
     )
 
     expect(output.output).toContain("context remaining")
+    expect(output.output).toContain("400,000-token context window")
+    expect(output.output).toContain("[Context Status: 80.0% used (320,000/400,000 tokens), 20.0% remaining]")
     expect(ctx.client.session.messages).not.toHaveBeenCalled()
   })
 

src/hooks/context-window-monitor.ts

@@ -7,8 +7,12 @@ import { createSystemDirective, SystemDirectiveTypes } from "../shared/system-di
 
 const CONTEXT_WARNING_THRESHOLD = 0.70
 
+function toDisplayedTokenCount(actualTokenCount: number): number {
+  return actualTokenCount * 2
+}
+
 function createContextReminder(actualLimit: number): string {
-  const limitTokens = actualLimit.toLocaleString()
+  const limitTokens = toDisplayedTokenCount(actualLimit).toLocaleString()
 
   return `${createSystemDirective(SystemDirectiveTypes.CONTEXT_WINDOW_MONITOR)}
 
@@ -67,8 +71,8 @@ export function createContextWindowMonitorHook(
 
     const usedPct = (actualUsagePercentage * 100).toFixed(1)
     const remainingPct = ((1 - actualUsagePercentage) * 100).toFixed(1)
-    const usedTokens = totalInputTokens.toLocaleString()
-    const limitTokens = actualLimit.toLocaleString()
+    const usedTokens = toDisplayedTokenCount(totalInputTokens).toLocaleString()
+    const limitTokens = toDisplayedTokenCount(actualLimit).toLocaleString()
 
     output.output += `\n\n${createContextReminder(actualLimit)}
 [Context Status: ${usedPct}% used (${usedTokens}/${limitTokens} tokens), ${remainingPct}% remaining]`