Replies that finish the job
Models stop short, loop, or write a tool call where it can't run. Since 0.2.14 QuorX catches each of these and sends the model back to finish, or stops it with a clear note, and 0.2.15 closes the cases that still ended a long build early.
Some models are great at the work and sloppy at the routine around it. They announce a step and never take it, write a tool call inside a code block, or repeat themselves until the reply runs out. Before 0.2.14, a reply like that just ended, and you had to say "go on". Now QuorX notices and sends the model back.
What QuorX catches
| What the model does | What QuorX does now |
|---|---|
| Says what it will do, then makes no call | Sends it back to make the call. A model that keeps stopping short ends with a clear note instead. |
| Writes a call inside a code block, or right after a sentence | Asks for the call again, instead of showing it as raw text |
| Loops, writes the conversation's next turns itself, or runs far too long | Stops it, keeping every call it made before |
| Ends with a final answer that reads like a next step | Keeps it as the answer, with no false warning |
Fixed in 0.2.15
A few cases still ended long builds early. They're closed now:
- Calls in DeepSeek's own format, or copied from earlier ones without this step's key, are asked for again instead of ending the reply.
- File writes with quotes in their text (CSS font names, for example) and calls with flat arguments run, instead of failing again and again.
- A long build no longer ends on a third blank step. A blank answer gets its retries again after any step that made calls.
Safe as well as stubborn
Asking a model to "try again" must never make something run that shouldn't. Models that write their calls as text (the apps on your PC, and some others) only get a call run when it:
- carries the key for that step, which changes every step;
- sits on a line of its own;
- is outside code, quotes and plans.
A web page or a file the agent read can't trigger a call, and a plan or a mention of a call is never treated as one.