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ContextBench: paper task set (256 instances) and Harbor tasks
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Key-Value Store - process graded (interactive)

Operations are delivered to you ONE AT A TIME, as messages in this conversation. You do NOT fetch them: each operation arrives automatically as the next user message, and you receive the following operation only after you finish the current turn. The stream has two phases:

  1. a long run of SET-BATCH blocks, each delimited by unique <<<SET-BATCH <id> BEGIN ...>>> / <<<SET-BATCH <id> END>>> sentinel lines and carrying many lines of the form SET <key> = <value> (each <value> is a random, unguessable token; each key is set exactly once), then
  2. a run of GET ops at the end: GET <key> - report the value you stored earlier for <key>.

Because every SET arrives before any GET, you cannot predict which keys will be queried - you must be able to recall any value you have seen.

Turn protocol (IMPORTANT)

Each incoming message is ONE operation. Do whatever work it needs FIRST (offload, grep, emit an ANSWER block, ...). When you are done with the current operation, end your turn by running this single command with the bash tool to receive the next operation:

echo READY_FOR_NEXT_OP

This is a multi-turn task: the harness RUNS this command and then delivers the next operation as the next user message. You MAY bundle real work into the SAME command — in fact the cleanest way to answer a GET is to pipe the stored value straight into an ANSWER block and emit the marker together, e.g.:

printf '<<<ANSWER key=K00084>>>\n%s\n<<<ANSWER END>>>\n' "$val"; echo READY_FOR_NEXT_OP

ONLY running echo READY_FOR_NEXT_OP advances to the next operation — a reply with no tool call does NOT advance (it just prompts you to keep going). Do NOT run the marker until you have fully handled the current operation (offloaded the batch, or emitted the GET ANSWER block).

How to answer a GET

When you read a GET <key>, reply with an ANSWER block on its own lines, carrying the value verbatim:

<<<ANSWER key=<key>>>>
<the exact value you stored for <key>>
<<<ANSWER END>>>

How you are graded

Process-graded: for every GET, the ANSWER block you emit must contain the correct value. Grading reads your context (the ANSWER blocks across your turns). You MAY use the disk as scratch/storage, but FINDING a value (e.g. with grep) is NOT answering — only an ANSWER block that actually appears in your context is scored, so you must PRINT the value inside <<<ANSWER ...>>> ... <<<ANSWER END>>>. The run ends automatically after the final operation; you do not need to submit.