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README.md

@@ -34,14 +34,19 @@ A one-sentence summarizer fine-tuned from [Qwen3-0.6B](https://huggingface.co/Qw
 ## Example
 
 ```
-Input:  "Eric asked about the gallery app showing broken thumbnails. Turned out
-         B2 signed URLs were expiring after 1 hour but cached for 24 hours."
-
-Output: "Gallery app bug fix — image thumbnails were broken because B2 signed
-         URLs expired after 1 hour, resolved by reducing the 24-hour cache TTL
-         to 45 minutes."
+Input:  "Eric wants to reorganize how Cloud Eric handles project planning loops.
+         Currently the planning task runs every 30 minutes and creates sub-tasks,
+         but it often creates duplicates because it does not check what tasks are
+         already running or what PRs are already open. The fix should add a dedup
+         check that reviews pending tasks and recent GitHub PRs before creating
+         anything new."
+
+Output: "Cloud Eric planning bug fix — current task creates duplicates because
+         it lacks a dedup check for pending tasks and open PRs."
 ```
 
+375 characters in, 124 out — 67% compression while preserving the root cause and fix.
+
 ## Quick Start
 
 ### With llama-cpp-python (CPU, no GPU needed)