Update README.md

README.md

@@ -73,21 +73,21 @@ Trace stats group each attempt by how the agent stopped:
 | Outcome | Meaning |
 | --- | --- |
 | Task complete | The agent said it was done and confirmed that it wanted to finish. The verifier still checks whether the solution is correct. |
-| tmux session closed | The agent's terminal closed before it confirmed completion—for example, after an `exit` command. |
+| tmux session closed | The agent's terminal closed before it confirmed completionk, for example, if agent writes an `exit` command. |
 | Task timeout | The agent ran out of time. |
-| Repeated output truncation | Three responses in a row were too long and could not be used. |
+| Repeated output truncation | Three responses in a row were too long (current default is 8,192) and could not be used. |
 | Context recovery failure | The harness could not make enough room in the conversation for the model to continue. |
 | Other limits | The agent hit another limit, such as the number of turns, response length, context size or task memory. |
 | Error | The run stopped because of an error that does not fit a more specific outcome above. |
 | Not recorded | The saved result does not say why the agent stopped. |
 
-These labels come from the harness's recorded stop reason and error type, not an LLM judge. They describe how the run ended; the verifier reward tells us whether the solution passed.
+These labels come from the harness's recorded stop reason and error type, not an LLM judge and describe how the run ended.
 
 Recorded errors are also grouped by where they happened:
 
 | Error category | Meaning |
 | --- | --- |
-| Environment / terminal | Something went wrong with the container or terminal. The agent may have caused it—for example, by killing its own terminal. |
+| Environment / terminal | Something went wrong with the container or terminal. The agent may have caused it, for example, by killing its own terminal. |
 | Verifier | The checker could not run or finish normally. A solution simply failing its tests is not a verifier error. |
 | Model server | A request to the model failed, for example because the server was unavailable or the request timed out. |
 | Other | An error was recorded, but its type does not fit the categories above. |