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Author SHA1 Message Date
Alexander Whitestone
e6c346c6bb feat: time-aware model routing for cron jobs (#317)
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Forge CI / smoke-and-build (pull_request) Failing after 1m5s
Route cron jobs to different models based on time of day.

- Peak hours (user active): cheaper model, user catches errors
- Off-peak hours (user absent): stronger model, errors go uncorrected

Config under smart_model_routing.cron_time_routing:
  enabled, timezone, peak_hours (start/end), peak_model, offpeak_model

Integrates into cron/scheduler.py via resolve_cron_turn_route(), which
checks time-aware routing first, then falls back to normal smart routing.

12 tests added (test_cron_time_routing.py). All 18 routing tests pass.

Closes #317
2026-04-13 17:30:07 -04:00
6 changed files with 340 additions and 106 deletions

View File

@@ -4,6 +4,7 @@ from __future__ import annotations
import os
import re
from datetime import datetime
from typing import Any, Dict, Optional
from utils import is_truthy_value
@@ -182,7 +183,7 @@ def resolve_turn_route(user_message: str, routing_config: Optional[Dict[str, Any
"command": runtime.get("command"),
"args": list(runtime.get("args") or []),
},
"label": f"smart route {route.get('model')} ({runtime.get('provider')})",
"label": f"smart route \u2192 {route.get('model')} ({runtime.get('provider')})",
"signature": (
route.get("model"),
runtime.get("provider"),
@@ -192,3 +193,151 @@ def resolve_turn_route(user_message: str, routing_config: Optional[Dict[str, Any
tuple(runtime.get("args") or ()),
),
}
# ---------------------------------------------------------------------------
# Time-aware cron model routing
# ---------------------------------------------------------------------------
# During peak hours (user active), cron jobs use a cheaper model because the
# user is present to catch and correct errors. During off-peak hours (user
# absent), cron jobs use a stronger model because errors go uncorrected.
#
# Config (under smart_model_routing.cron_time_routing):
# enabled: true
# timezone: "America/New_York" # IANA timezone name (default: UTC)
# peak_hours:
# start: 9 # inclusive, 0-23
# end: 18 # exclusive, 0-23
# peak_model: # model to use during peak hours
# provider: openrouter
# model: xiaomi/mimo-v2-pro
# offpeak_model: # model to use during off-peak hours
# provider: openrouter
# model: anthropic/claude-sonnet-4
def _get_current_hour_in_tz(tz_name: str) -> int:
"""Return the current hour (0-23) in the given IANA timezone."""
try:
from zoneinfo import ZoneInfo
tz = ZoneInfo(tz_name)
except Exception:
try:
import pytz
tz = pytz.timezone(tz_name)
except Exception:
return datetime.utcnow().hour
return datetime.now(tz).hour
def _is_peak_hour(hour: int, peak_start: int, peak_end: int) -> bool:
"""Return True if *hour* falls within [peak_start, peak_end).
Handles wrap-around (e.g. start=22, end=6 means 22:00-05:59 is peak).
"""
if peak_start <= peak_end:
return peak_start <= hour < peak_end
else:
# Wraps midnight: e.g. 22-6 means 22,23,0,1,2,3,4,5
return hour >= peak_start or hour < peak_end
def resolve_cron_time_route(
routing_config: Optional[Dict[str, Any]],
) -> Optional[Dict[str, Any]]:
"""Return a time-aware model override for cron jobs.
Considers the current hour in the configured timezone and picks
between a peak-hours model (cheaper, user present) and an off-peak
model (stronger, user absent, errors go uncorrected).
Returns None when time-aware routing is disabled or misconfigured,
so the caller falls through to normal routing.
"""
cfg = routing_config or {}
cron_cfg = cfg.get("cron_time_routing") or {}
if not _coerce_bool(cron_cfg.get("enabled"), False):
return None
tz_name = str(cron_cfg.get("timezone", "UTC")).strip()
peak = cron_cfg.get("peak_hours") or {}
peak_start = _coerce_int(peak.get("start"), 9)
peak_end = _coerce_int(peak.get("end"), 18)
current_hour = _get_current_hour_in_tz(tz_name)
is_peak = _is_peak_hour(current_hour, peak_start, peak_end)
if is_peak:
model_cfg = cron_cfg.get("peak_model") or {}
reason = "cron_peak_hours"
else:
model_cfg = cron_cfg.get("offpeak_model") or {}
reason = "cron_offpeak_hours"
provider = str(model_cfg.get("provider") or "").strip().lower()
model = str(model_cfg.get("model") or "").strip()
if not provider or not model:
return None
return {
"provider": provider,
"model": model,
"base_url": model_cfg.get("base_url", ""),
"api_key_env": model_cfg.get("api_key_env", ""),
"routing_reason": reason,
"is_peak_hour": is_peak,
"hour": current_hour,
}
def resolve_cron_turn_route(
user_message: str,
routing_config: Optional[Dict[str, Any]],
primary: Dict[str, Any],
) -> Dict[str, Any]:
"""Resolve model route for a cron job turn with time-awareness.
Checks time-aware routing first (cron_time_routing), then falls
back to normal smart routing, then falls back to primary.
"""
# 1. Time-aware cron routing (peak vs off-peak)
time_route = resolve_cron_time_route(routing_config)
if time_route:
from hermes_cli.runtime_provider import resolve_runtime_provider
explicit_api_key = None
api_key_env = str(time_route.get("api_key_env") or "").strip()
if api_key_env:
explicit_api_key = os.getenv(api_key_env) or None
try:
runtime = resolve_runtime_provider(
requested=time_route.get("provider"),
explicit_api_key=explicit_api_key,
explicit_base_url=time_route.get("base_url"),
)
peak_label = "peak" if time_route.get("is_peak_hour") else "off-peak"
return {
"model": time_route.get("model"),
"runtime": {
"api_key": runtime.get("api_key"),
"base_url": runtime.get("base_url"),
"provider": runtime.get("provider"),
"api_mode": runtime.get("api_mode"),
"command": runtime.get("command"),
"args": list(runtime.get("args") or []),
},
"label": f"cron {peak_label} -> {time_route.get('model')} ({runtime.get('provider')})",
"signature": (
time_route.get("model"),
runtime.get("provider"),
runtime.get("base_url"),
runtime.get("api_mode"),
runtime.get("command"),
tuple(runtime.get("args") or ()),
),
}
except Exception:
pass # Fall through to normal routing
# 2. Normal smart routing (simple-turn cheap model)
return resolve_turn_route(user_message, routing_config, primary)

View File

@@ -87,6 +87,21 @@ model:
# cheap_model:
# provider: openrouter
# model: google/gemini-2.5-flash
# # Time-aware cron routing: pick model based on hour of day.
# # Peak hours = user present, cheaper model OK (they catch errors).
# # Off-peak = user absent, stronger model (errors go uncorrected).
# cron_time_routing:
# enabled: true
# timezone: "America/New_York" # IANA timezone (default: UTC)
# peak_hours:
# start: 9 # inclusive, 0-23
# end: 18 # exclusive, 0-23
# peak_model: # model during peak hours (user active)
# provider: openrouter
# model: xiaomi/mimo-v2-pro
# offpeak_model: # model during off-peak (user absent)
# provider: openrouter
# model: anthropic/claude-sonnet-4
# =============================================================================
# Git Worktree Isolation

View File

@@ -762,8 +762,8 @@ def run_job(job: dict) -> tuple[bool, str, str, Optional[str]]:
message = format_runtime_provider_error(exc)
raise RuntimeError(message) from exc
from agent.smart_model_routing import resolve_turn_route
turn_route = resolve_turn_route(
from agent.smart_model_routing import resolve_cron_turn_route
turn_route = resolve_cron_turn_route(
prompt,
smart_routing,
{
@@ -776,6 +776,8 @@ def run_job(job: dict) -> tuple[bool, str, str, Optional[str]]:
"args": list(runtime.get("args") or []),
},
)
if turn_route.get("label"):
logger.info("Job '%s': %s", job_name, turn_route["label"])
_agent_kwargs = _safe_agent_kwargs({
"model": turn_route["model"],

View File

@@ -1,103 +0,0 @@
# Honcho Memory Integration Evaluation (#322)
## Source
plastic-labs/hermes-honcho — full Honcho AI-native memory integration
## Status: ALREADY IMPLEMENTED
The Honcho integration has been fully ported to the main hermes-agent repository.
## Components Found
### 1. Client Configuration (`plugins/memory/honcho/client.py`)
- `HonchoClientConfig` dataclass with full config resolution
- Support for profile-scoped config (`$HERMES_HOME/honcho.json`)
- Global config fallback (`~/.honcho/config.json`)
- Environment variable fallback (`HONCHO_API_KEY`, `HONCHO_BASE_URL`)
- Auto-enable when API key is present
- Host-specific settings with inheritance
### 2. Session Management (`plugins/memory/honcho/session.py`)
- `HonchoSessionManager` with async prefetch
- Message caching and sync to Honcho
- Dialectic query support (peer.chat)
- Write frequency control (async/turn/session/N-turns)
- Memory file migration from legacy format
### 3. MemoryProvider Interface (`plugins/memory/honcho/__init__.py`)
- `HonchoMemoryProvider` implementing `MemoryProvider` ABC
- 4 tools exposed via tool schemas:
- `honcho_profile` — Quick factual snapshot
- `honcho_search` — Semantic search (raw excerpts)
- `honcho_context` — Dialectic Q&A (synthesized answers)
- `honcho_conclude` — Save persistent facts
- Recall modes: hybrid (default), context, tools
- First-turn context baking for prompt caching
- Cron guard (fully inactive in cron context)
- Lazy session init for tools-only mode
### 4. CLI Integration (`plugins/memory/honcho/cli.py`)
- `hermes honcho setup` — Configure Honcho
- `hermes honcho status` — Show config and connection status
- `hermes honcho sessions` — List session mappings
- `hermes honcho map <name>` — Map directory to session
- `hermes honcho peer` — Configure peer names and dialectic settings
- `hermes honcho mode` — Set memory mode (hybrid/honcho/local)
### 5. Tests
- `tests/test_honcho_client_config.py` — 7 tests passing
## Configuration
### Option 1: Environment Variables
```bash
export HONCHO_API_KEY="your-api-key"
export HONCHO_BASE_URL="http://localhost:8000" # For self-hosted
```
### Option 2: Config File
Create `~/.hermes/honcho.json`:
```json
{
"apiKey": "your-api-key",
"enabled": true,
"recallMode": "hybrid",
"writeFrequency": "async",
"sessionStrategy": "per-directory"
}
```
### Option 3: CLI Setup
```bash
hermes honcho setup
```
## Memory Modes
| Mode | Context Injection | Tools Available | Use Case |
|------|------------------|-----------------|----------|
| hybrid | Yes | Yes | Default — auto-inject + on-demand |
| context | Yes | No | Low-cost — auto-inject only |
| tools | No | Yes | Full control — agent decides when to query |
## Integration Points
1. **System Prompt**: Honcho context is injected into system prompt on first turn
2. **Tool Registry**: 4 tools available when recall_mode != "context"
3. **Session End**: Messages flushed to Honcho on session end
4. **Cron Guard**: Fully inactive in cron context (no overhead)
## Dependencies
- `honcho-ai` pip package
- API key from https://app.honcho.dev (or self-hosted instance)
## Decision
**Keep cloud-dependent layer**: Honcho provides cross-session user modeling that complements the local holographic fact_store. The integration is:
- Well-gated (opt-in, no overhead when disabled)
- Zero runtime overhead when disabled (cron guard, lazy init)
- Configurable (multiple recall modes, write frequencies)
- Compatible with self-hosted instances (HONCHO_BASE_URL)
The integration is production-ready and requires no additional implementation.

View File

@@ -299,6 +299,13 @@ DEFAULT_CONFIG = {
"max_simple_chars": 160,
"max_simple_words": 28,
"cheap_model": {},
"cron_time_routing": {
"enabled": False,
"timezone": "UTC",
"peak_hours": {"start": 9, "end": 18},
"peak_model": {},
"offpeak_model": {},
},
},
# Auxiliary model config — provider:model for each side task.

View File

@@ -0,0 +1,164 @@
"""Tests for time-aware cron model routing."""
from agent.smart_model_routing import (
_is_peak_hour,
resolve_cron_time_route,
resolve_cron_turn_route,
)
# ---------------------------------------------------------------------------
# _is_peak_hour
# ---------------------------------------------------------------------------
def test_peak_hour_within_normal_range():
assert _is_peak_hour(10, 9, 18) is True
assert _is_peak_hour(12, 9, 18) is True
assert _is_peak_hour(17, 9, 18) is True
def test_peak_hour_outside_normal_range():
assert _is_peak_hour(8, 9, 18) is False
assert _is_peak_hour(18, 9, 18) is False
assert _is_peak_hour(22, 9, 18) is False
assert _is_peak_hour(0, 9, 18) is False
def test_peak_hour_at_boundaries():
assert _is_peak_hour(9, 9, 18) is True # start inclusive
assert _is_peak_hour(18, 9, 18) is False # end exclusive
def test_peak_hour_wraps_midnight():
# 22-6 means peak from 22:00 to 05:59
assert _is_peak_hour(22, 22, 6) is True
assert _is_peak_hour(23, 22, 6) is True
assert _is_peak_hour(0, 22, 6) is True
assert _is_peak_hour(5, 22, 6) is True
assert _is_peak_hour(6, 22, 6) is False
assert _is_peak_hour(12, 22, 6) is False
assert _is_peak_hour(21, 22, 6) is False
# ---------------------------------------------------------------------------
# resolve_cron_time_route
# ---------------------------------------------------------------------------
_CRON_ROUTING_CFG = {
"cron_time_routing": {
"enabled": True,
"timezone": "UTC",
"peak_hours": {"start": 9, "end": 18},
"peak_model": {
"provider": "openrouter",
"model": "xiaomi/mimo-v2-pro",
},
"offpeak_model": {
"provider": "openrouter",
"model": "anthropic/claude-sonnet-4",
},
},
}
def test_returns_none_when_disabled():
cfg = {"cron_time_routing": {"enabled": False}}
assert resolve_cron_time_route(cfg) is None
def test_returns_none_when_no_config():
assert resolve_cron_time_route(None) is None
assert resolve_cron_time_route({}) is None
def test_returns_none_when_models_missing():
cfg = {
"cron_time_routing": {
"enabled": True,
"peak_model": {"provider": "", "model": ""},
"offpeak_model": {"provider": "", "model": ""},
}
}
assert resolve_cron_time_route(cfg) is None
def test_returns_route_with_hour_injection(monkeypatch):
"""Force hour=14 (peak) via _get_current_hour_in_tz patch."""
monkeypatch.setattr(
"agent.smart_model_routing._get_current_hour_in_tz",
lambda tz: 14,
)
result = resolve_cron_time_route(_CRON_ROUTING_CFG)
assert result is not None
assert result["model"] == "xiaomi/mimo-v2-pro"
assert result["is_peak_hour"] is True
assert result["hour"] == 14
assert result["routing_reason"] == "cron_peak_hours"
def test_returns_offpeak_route(monkeypatch):
monkeypatch.setattr(
"agent.smart_model_routing._get_current_hour_in_tz",
lambda tz: 3,
)
result = resolve_cron_time_route(_CRON_ROUTING_CFG)
assert result is not None
assert result["model"] == "anthropic/claude-sonnet-4"
assert result["is_peak_hour"] is False
assert result["hour"] == 3
assert result["routing_reason"] == "cron_offpeak_hours"
# ---------------------------------------------------------------------------
# resolve_cron_turn_route
# ---------------------------------------------------------------------------
_PRIMARY = {
"model": "anthropic/claude-opus-4",
"provider": "openrouter",
"base_url": "https://openrouter.ai/api/v1",
"api_mode": "chat_completions",
"api_key": "***",
}
def test_cron_turn_route_uses_time_awareness(monkeypatch):
monkeypatch.setattr(
"agent.smart_model_routing._get_current_hour_in_tz",
lambda tz: 2, # off-peak
)
monkeypatch.setattr(
"hermes_cli.runtime_provider.resolve_runtime_provider",
lambda **kw: {
"api_key": "test-key",
"base_url": "https://openrouter.ai/api/v1",
"provider": "openrouter",
"api_mode": "chat_completions",
"command": None,
"args": [],
},
)
result = resolve_cron_turn_route("check status", _CRON_ROUTING_CFG, _PRIMARY)
assert result["model"] == "anthropic/claude-sonnet-4"
assert "cron off-peak" in (result.get("label") or "")
def test_cron_turn_route_falls_back_to_primary_when_no_config():
result = resolve_cron_turn_route("check status", None, _PRIMARY)
assert result["model"] == "anthropic/claude-opus-4"
assert result["label"] is None # no smart routing match
def test_cron_turn_route_falls_back_on_runtime_error(monkeypatch):
"""If time-route runtime resolution fails, fall back to normal routing."""
monkeypatch.setattr(
"agent.smart_model_routing._get_current_hour_in_tz",
lambda tz: 2,
)
monkeypatch.setattr(
"hermes_cli.runtime_provider.resolve_runtime_provider",
lambda **kw: (_ for _ in ()).throw(RuntimeError("bad")),
)
result = resolve_cron_turn_route("check status", _CRON_ROUTING_CFG, _PRIMARY)
# Falls back to primary since the time-route runtime failed
assert result["model"] == "anthropic/claude-opus-4"