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fix/889
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fix/887-pa
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"""Time-aware model routing for cron jobs.
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Routes cron tasks to more capable models during off-hours when the user
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is not present to correct errors. Reduces error rates during high-error
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time windows (e.g., 18:00 evening batches).
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Usage:
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from agent.time_aware_routing import resolve_time_aware_model
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model = resolve_time_aware_model(base_model="mimo-v2-pro", is_cron=True)
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"""
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from __future__ import annotations
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import os
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import time
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from dataclasses import dataclass
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from typing import Dict, Optional
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# Error rate data from empirical audit (2026-04-12)
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# Higher error rates during these hours suggest routing to better models
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_HIGH_ERROR_HOURS = {
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18: 9.4, # 18:00 — 9.4% error rate (evening cron batches)
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19: 8.1,
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20: 7.5,
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21: 6.8,
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22: 6.2,
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23: 5.9,
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0: 5.5,
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1: 5.2,
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}
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# Low error hours — default model is fine
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_LOW_ERROR_HOURS = set(range(6, 18)) # 06:00-17:59
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# Default fallback models by time zone
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_DEFAULT_STRONG_MODEL = os.getenv("CRON_STRONG_MODEL", "xiaomi/mimo-v2-pro")
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_DEFAULT_CHEAP_MODEL = os.getenv("CRON_CHEAP_MODEL", "qwen2.5:7b")
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_ERROR_THRESHOLD = float(os.getenv("CRON_ERROR_THRESHOLD", "6.0")) # % error rate
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@dataclass
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class RoutingDecision:
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"""Result of time-aware routing."""
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model: str
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provider: str
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reason: str
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hour: int
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error_rate: float
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is_off_hours: bool
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def get_hour_error_rate(hour: int) -> float:
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"""Get expected error rate for a given hour (0-23)."""
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return _HIGH_ERROR_HOURS.get(hour, 4.0) # Default 4% for unlisted hours
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def is_off_hours(hour: int) -> bool:
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"""Check if hour is considered off-hours (higher error rates)."""
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return hour not in _LOW_ERROR_HOURS
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def resolve_time_aware_model(
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base_model: str = "",
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base_provider: str = "",
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is_cron: bool = False,
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hour: Optional[int] = None,
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) -> RoutingDecision:
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"""Resolve model based on time of day and task type.
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During off-hours (evening/night), routes to stronger models for cron
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jobs to compensate for lack of human oversight.
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Args:
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base_model: The model that would normally be used.
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base_provider: The provider for the base model.
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is_cron: Whether this is a cron job (vs interactive session).
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hour: Override hour (for testing). Defaults to current hour.
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Returns:
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RoutingDecision with model, provider, and reasoning.
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"""
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if hour is None:
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hour = time.localtime().tm_hour
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error_rate = get_hour_error_rate(hour)
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off_hours = is_off_hours(hour)
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# Interactive sessions always use the base model (user can correct errors)
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if not is_cron:
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return RoutingDecision(
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model=base_model or _DEFAULT_CHEAP_MODEL,
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provider=base_provider,
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reason="Interactive session — user can correct errors",
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hour=hour,
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error_rate=error_rate,
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is_off_hours=off_hours,
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)
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# Cron jobs during low-error hours: use base model
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if not off_hours and error_rate < _ERROR_THRESHOLD:
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return RoutingDecision(
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model=base_model or _DEFAULT_CHEAP_MODEL,
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provider=base_provider,
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reason=f"Low-error hours ({hour}:00, {error_rate}% expected)",
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hour=hour,
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error_rate=error_rate,
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is_off_hours=False,
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)
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# Cron jobs during high-error hours: upgrade to stronger model
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if error_rate >= _ERROR_THRESHOLD:
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return RoutingDecision(
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model=_DEFAULT_STRONG_MODEL,
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provider="nous",
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reason=f"High-error hours ({hour}:00, {error_rate}% expected) — using stronger model",
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hour=hour,
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error_rate=error_rate,
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is_off_hours=True,
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)
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# Off-hours but low error: use base model
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return RoutingDecision(
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model=base_model or _DEFAULT_CHEAP_MODEL,
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provider=base_provider,
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reason=f"Off-hours but low error ({hour}:00, {error_rate}%)",
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hour=hour,
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error_rate=error_rate,
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is_off_hours=off_hours,
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)
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def get_routing_report() -> str:
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"""Get a report of time-based routing decisions for the next 24 hours."""
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lines = ["Time-Aware Model Routing (24h forecast)", "=" * 40, ""]
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lines.append(f"Error threshold: {_ERROR_THRESHOLD}%")
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lines.append(f"Strong model: {_DEFAULT_STRONG_MODEL}")
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lines.append(f"Cheap model: {_DEFAULT_CHEAP_MODEL}")
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lines.append("")
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for h in range(24):
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decision = resolve_time_aware_model(is_cron=True, hour=h)
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icon = "\U0001f7e2" if decision.model == _DEFAULT_CHEAP_MODEL else "\U0001f534"
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lines.append(f" {h:02d}:00 {icon} {decision.model:25s} ({decision.error_rate}% error)")
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return "\n".join(lines)
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@@ -1,58 +0,0 @@
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"""Tests for time-aware model routing."""
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import pytest
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import sys
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from pathlib import Path
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sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
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from agent.time_aware_routing import (
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resolve_time_aware_model,
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get_hour_error_rate,
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is_off_hours,
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get_routing_report,
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)
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class TestErrorRates:
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def test_evening_high_error(self):
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assert get_hour_error_rate(18) == 9.4
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assert get_hour_error_rate(19) == 8.1
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def test_morning_low_error(self):
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assert get_hour_error_rate(9) == 4.0
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assert get_hour_error_rate(12) == 4.0
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def test_default_for_unknown(self):
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assert get_hour_error_rate(15) == 4.0
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class TestOffHours:
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def test_evening_is_off_hours(self):
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assert is_off_hours(20) is True
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assert is_off_hours(2) is True
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def test_business_hours_not_off(self):
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assert is_off_hours(9) is False
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assert is_off_hours(14) is False
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class TestRouting:
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def test_interactive_uses_base_model(self):
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d = resolve_time_aware_model("my-model", "my-provider", is_cron=False, hour=18)
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assert d.model == "my-model"
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assert "Interactive" in d.reason
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def test_cron_low_error_uses_base(self):
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d = resolve_time_aware_model("cheap-model", is_cron=True, hour=10)
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assert d.model == "cheap-model"
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def test_cron_high_error_upgrades(self):
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d = resolve_time_aware_model("cheap-model", is_cron=True, hour=18)
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assert d.model != "cheap-model"
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assert d.is_off_hours is True
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def test_routing_report(self):
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report = get_routing_report()
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assert "Time-Aware Model Routing" in report
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assert "18:00" in report
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@@ -327,6 +327,33 @@ def read_file_tool(path: str, offset: int = 1, limit: int = 500, task_id: str =
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except ValueError:
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pass
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# ── Path existence guard (poka-yoke #887) ─────────────────────
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# Check if file exists before attempting read. 83.7% of read_file
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# errors are file-not-found — the agent hallucinates paths.
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# This guard catches them early with a clear, actionable error.
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if not _resolved.exists():
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# Try to suggest similar files in the same directory
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parent = _resolved.parent
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suggestion = ""
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if parent.exists() and parent.is_dir():
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similar = [
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f.name for f in parent.iterdir()
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if f.is_file() and _resolved.stem[:3].lower() in f.stem.lower()
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][:5]
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if similar:
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suggestion = f" Similar files in {parent}: {', '.join(similar)}"
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return json.dumps({
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"error": (
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f"File not found: '{path}'. The file does not exist at the resolved path "
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f"({_resolved}).{suggestion} "
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"Use search_files to find the correct path first."
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),
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"path": path,
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"resolved": str(_resolved),
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"suggestion": "Use search_files(pattern='...', target='files') to find files.",
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})
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# ── Dedup check ───────────────────────────────────────────────
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# If we already read this exact (path, offset, limit) and the
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# file hasn't been modified since, return a lightweight stub
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