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wip: tool result fixes -- persistence
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11 changed files with 869 additions and 235 deletions
223
tools/tool_result_storage.py
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223
tools/tool_result_storage.py
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"""Tool result persistence -- preserves large outputs instead of truncating.
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Defense against context-window overflow operates at three levels:
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1. **Per-tool output cap** (inside each tool): Tools like search_files
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pre-truncate their own output before returning. This is the first line
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of defense and the only one the tool author controls.
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2. **Per-result persistence** (maybe_persist_tool_result): After a tool
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returns, if its output exceeds the tool's registered threshold
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(registry.get_max_result_size), the full output is written INTO THE
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SANDBOX at /tmp/hermes-results/{tool_use_id}.txt via env.execute().
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The in-context content is replaced with a preview + file path reference.
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The model can read_file to access the full output on any backend.
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3. **Per-turn aggregate budget** (enforce_turn_budget): After all tool
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results in a single assistant turn are collected, if the total exceeds
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MAX_TURN_BUDGET_CHARS (200K), the largest non-persisted results are
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spilled to disk until the aggregate is under budget. This catches cases
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where many medium-sized results combine to overflow context.
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"""
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import json
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import logging
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import uuid
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logger = logging.getLogger(__name__)
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DEFAULT_MAX_RESULT_SIZE_CHARS: int = 50_000
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MAX_TURN_BUDGET_CHARS: int = 200_000
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PREVIEW_SIZE_CHARS: int = 2_000
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PERSISTED_OUTPUT_TAG = "<persisted-output>"
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PERSISTED_OUTPUT_CLOSING_TAG = "</persisted-output>"
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STORAGE_DIR = "/tmp/hermes-results"
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HEREDOC_MARKER = "HERMES_PERSIST_EOF"
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_BUDGET_TOOL_NAME = "__budget_enforcement__"
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def generate_preview(content: str, max_chars: int = PREVIEW_SIZE_CHARS) -> tuple[str, bool]:
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"""Truncate at last newline within max_chars. Returns (preview, has_more)."""
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if len(content) <= max_chars:
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return content, False
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truncated = content[:max_chars]
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last_nl = truncated.rfind("\n")
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if last_nl > max_chars // 2:
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truncated = truncated[:last_nl + 1]
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return truncated, True
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def _heredoc_marker(content: str) -> str:
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"""Return a heredoc delimiter that doesn't collide with content."""
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if HEREDOC_MARKER not in content:
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return HEREDOC_MARKER
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return f"HERMES_PERSIST_{uuid.uuid4().hex[:8]}"
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def _extract_raw_output(content: str) -> str:
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"""Extract the 'output' field from JSON tool results for cleaner persistence.
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Tool handlers return json.dumps({"output": ..., "exit_code": ...}) for the
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API, but persisted files should contain readable text, not a JSON blob.
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"""
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try:
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data = json.loads(content)
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if isinstance(data, dict) and "output" in data:
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return data["output"]
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except (json.JSONDecodeError, TypeError):
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pass
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return content
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def _write_to_sandbox(content: str, remote_path: str, env) -> bool:
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"""Write content into the sandbox via env.execute(). Returns True on success."""
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marker = _heredoc_marker(content)
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cmd = (
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f"mkdir -p {STORAGE_DIR} && cat > {remote_path} << '{marker}'\n"
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f"{content}\n"
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f"{marker}"
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)
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result = env.execute(cmd, timeout=30)
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return result.get("returncode", 1) == 0
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def _build_persisted_message(
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preview: str,
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has_more: bool,
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original_size: int,
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file_path: str,
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) -> str:
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"""Build the <persisted-output> replacement block."""
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size_kb = original_size / 1024
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if size_kb >= 1024:
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size_str = f"{size_kb / 1024:.1f} MB"
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else:
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size_str = f"{size_kb:.1f} KB"
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msg = f"{PERSISTED_OUTPUT_TAG}\n"
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msg += f"This tool result was too large ({original_size:,} characters, {size_str}).\n"
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msg += f"Full output saved to: {file_path}\n"
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msg += "Use the read_file tool with offset and limit to access specific sections of this output.\n\n"
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msg += f"Preview (first {len(preview)} chars):\n"
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msg += preview
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if has_more:
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msg += "\n..."
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msg += f"\n{PERSISTED_OUTPUT_CLOSING_TAG}"
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return msg
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def maybe_persist_tool_result(
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content: str,
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tool_name: str,
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tool_use_id: str,
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env=None,
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threshold: int | float | None = None,
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) -> str:
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"""Layer 2: persist oversized result into the sandbox, return preview + path.
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Writes via env.execute() so the file is accessible from any backend
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(local, Docker, SSH, Modal, Daytona). Falls back to inline truncation
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if write fails or no env is available.
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Args:
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content: Raw tool result string.
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tool_name: Name of the tool (used for threshold lookup).
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tool_use_id: Unique ID for this tool call (used as filename).
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env: The active BaseEnvironment instance, or None.
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threshold: Override threshold; if None, looked up from registry.
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Returns:
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Original content if small, or <persisted-output> replacement.
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"""
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if threshold is None:
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from tools.registry import registry
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threshold = registry.get_max_result_size(tool_name)
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# Infinity means never persist (e.g. read_file)
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if threshold == float("inf"):
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return content
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if len(content) <= threshold:
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return content
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remote_path = f"{STORAGE_DIR}/{tool_use_id}.txt"
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# Write raw output (not JSON wrapper) so read_file returns readable text
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file_content = _extract_raw_output(content)
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preview, has_more = generate_preview(file_content)
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# Try writing into the sandbox
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if env is not None:
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try:
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if _write_to_sandbox(file_content, remote_path, env):
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logger.info(
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"Persisted large tool result: %s (%s, %d chars -> %s)",
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tool_name, tool_use_id, len(content), remote_path,
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)
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return _build_persisted_message(preview, has_more, len(content), remote_path)
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except Exception as exc:
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logger.warning("Sandbox write failed for %s: %s", tool_use_id, exc)
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# Fallback: inline truncation (no sandbox available or write failed)
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logger.info(
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"Inline-truncating large tool result: %s (%d chars, no sandbox write)",
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tool_name, len(content),
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)
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return (
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f"{preview}\n\n"
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f"[Truncated: tool response was {len(content):,} chars. "
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f"Full output could not be saved to sandbox.]"
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)
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def enforce_turn_budget(
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tool_messages: list[dict],
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env=None,
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budget: int = MAX_TURN_BUDGET_CHARS,
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) -> list[dict]:
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"""Layer 3: enforce aggregate budget across all tool results in a turn.
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If total chars exceed budget, persist the largest non-persisted results
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first (via sandbox write) until under budget. Already-persisted results
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are skipped.
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Mutates the list in-place and returns it.
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"""
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candidates = []
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total_size = 0
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for i, msg in enumerate(tool_messages):
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content = msg.get("content", "")
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size = len(content)
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total_size += size
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if PERSISTED_OUTPUT_TAG not in content:
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candidates.append((i, size))
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if total_size <= budget:
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return tool_messages
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# Sort candidates by size descending — persist largest first
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candidates.sort(key=lambda x: x[1], reverse=True)
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for idx, size in candidates:
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if total_size <= budget:
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break
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msg = tool_messages[idx]
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content = msg["content"]
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tool_use_id = msg.get("tool_call_id", f"budget_{idx}")
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replacement = maybe_persist_tool_result(
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content=content,
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tool_name=_BUDGET_TOOL_NAME,
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tool_use_id=tool_use_id,
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env=env,
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threshold=0,
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)
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if replacement != content:
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total_size -= size
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total_size += len(replacement)
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tool_messages[idx]["content"] = replacement
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logger.info(
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"Budget enforcement: persisted tool result %s (%d chars)",
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tool_use_id, size,
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)
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return tool_messages
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