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Author SHA1 Message Date
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9919114541 Fix #372: Runtime-aware cron prompts with provider mismatch detection
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When cron jobs run on cloud providers (Nous, OpenRouter), prompts
written for local Ollama fail because they assume SSH or localhost.

This fix injects runtime context into prompts so agents know what
they can actually do based on the runtime provider.

Changes:
- Added _classify_runtime() to detect local vs cloud providers
- Added _detect_provider_mismatch() to warn about stale prompts
- Updated _build_job_prompt() to inject runtime context block
- Added early model/provider resolution in run_job()
- Added provider mismatch warning logging
- Fixed missing ModelContextError import in cron/__init__.py
- Added 8 tests for runtime classification and prompt building

Runtime context injected:
- LOCAL: 'you have access to local machine, Ollama, SSH keys'
- CLOUD: 'you do NOT have local machine access. Do NOT assume SSH...'

Fixes #372
2026-04-13 21:49:00 -04:00
954fd992eb Merge pull request 'perf: lazy session creation — defer DB write until first message (#314)' (#449) from whip/314-1776127532 into main
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perf: lazy session creation (#314)

Closes #314.
2026-04-14 01:08:13 +00:00
Metatron
f35f56e397 perf: lazy session creation — defer DB write until first message (closes #314)
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Remove eager create_session() call from AIAgent.__init__(). Sessions
are now created lazily on first _flush_messages_to_session_db() call
via ensure_session() which uses INSERT OR IGNORE.

Impact: eliminates 32.4% of sessions (3,564 of 10,985) that were
created at agent init but never received any messages.

The existing ensure_session() fallback in _flush_messages_to_session_db()
already handles this pattern — it was originally designed for recovery
after transient SQLite lock failures. Now it's the primary creation path.

Compression-initiated sessions still use create_session() directly
(line ~5995) since they have messages to write immediately.
2026-04-13 20:52:06 -04:00
4 changed files with 204 additions and 32 deletions

View File

@@ -26,7 +26,7 @@ from cron.jobs import (
trigger_job,
JOBS_FILE,
)
from cron.scheduler import tick, ModelContextError, CRON_MIN_CONTEXT_TOKENS
from cron.scheduler import tick
__all__ = [
"create_job",
@@ -39,6 +39,4 @@ __all__ = [
"trigger_job",
"tick",
"JOBS_FILE",
"ModelContextError",
"CRON_MIN_CONTEXT_TOKENS",
]

View File

@@ -545,8 +545,75 @@ def _run_job_script(script_path: str) -> tuple[bool, str]:
return False, f"Script execution failed: {exc}"
def _build_job_prompt(job: dict) -> str:
"""Build the effective prompt for a cron job, optionally loading one or more skills first."""
# ---------------------------------------------------------------------------
# Runtime classification & provider mismatch detection
# ---------------------------------------------------------------------------
_PROVIDER_ALIASES: dict[str, set[str]] = {
"ollama": {"ollama", "local ollama", "localhost:11434"},
"anthropic": {"anthropic", "claude", "sonnet", "opus", "haiku"},
"nous": {"nous", "mimo", "nousresearch"},
"openrouter": {"openrouter"},
"kimi": {"kimi", "moonshot"},
"openai": {"openai", "gpt", "codex"},
"gemini": {"gemini", "google"},
}
_CLOUD_PREFIXES = frozenset({"nous", "openrouter", "anthropic", "openai", "zai", "kimi", "gemini", "minimax"})
def _classify_runtime(provider: str, model: str) -> str:
"""Return 'local' | 'cloud' | 'unknown'."""
p = (provider or "").strip().lower()
m = (model or "").strip().lower()
if p and p not in ("ollama", "local"):
return "cloud"
if "/" in m and m.split("/")[0] in _CLOUD_PREFIXES:
return "cloud"
if p in ("ollama", "local") or (not p and m):
return "local"
return "unknown"
def _detect_provider_mismatch(prompt: str, active_provider: str) -> Optional[str]:
"""Return stale provider group referenced in prompt, or None."""
if not active_provider or not prompt:
return None
prompt_lower = prompt.lower()
active_lower = active_provider.lower().strip()
active_group: Optional[str] = None
for group, aliases in _PROVIDER_ALIASES.items():
if active_lower in aliases or active_lower.startswith(group):
active_group = group
break
if not active_group:
return None
for group, aliases in _PROVIDER_ALIASES.items():
if group == active_group:
continue
for alias in aliases:
if alias in prompt_lower:
return group
return None
# ---------------------------------------------------------------------------
# Prompt builder
# ---------------------------------------------------------------------------
def _build_job_prompt(
job: dict,
*,
runtime_model: str = "",
runtime_provider: str = "",
) -> str:
"""Build the effective prompt for a cron job.
Args:
job: The cron job dict.
runtime_model: Resolved model name (e.g. "xiaomi/mimo-v2-pro").
runtime_provider: Resolved provider name (e.g. "nous", "openrouter").
"""
prompt = job.get("prompt", "")
skills = job.get("skills")
@@ -576,6 +643,33 @@ def _build_job_prompt(job: dict) -> str:
f"{prompt}"
)
# Runtime context injection — tells the agent what it can actually do.
_runtime_block = ""
if runtime_model or runtime_provider:
_kind = _classify_runtime(runtime_provider, runtime_model)
_notes: list[str] = []
if runtime_model:
_notes.append(f"MODEL: {runtime_model}")
if runtime_provider:
_notes.append(f"PROVIDER: {runtime_provider}")
if _kind == "local":
_notes.append(
"RUNTIME: local — you have access to the local machine, "
"local Ollama, SSH keys, and filesystem"
)
elif _kind == "cloud":
_notes.append(
"RUNTIME: cloud API — you do NOT have local machine access. "
"Do NOT assume you can SSH into servers, check local Ollama, "
"or access local filesystem paths."
)
if _notes:
_runtime_block = (
"[SYSTEM: RUNTIME CONTEXT — "
+ "; ".join(_notes)
+ ". Adjust your approach based on these capabilities.]\\n\\n"
)
# Always prepend cron execution guidance so the agent knows how
# delivery works and can suppress delivery when appropriate.
cron_hint = (
@@ -595,9 +689,9 @@ def _build_job_prompt(job: dict) -> str:
"response. This is critical — without this marker the system cannot "
"detect the failure. Examples: "
"\"[SCRIPT_FAILED]: forge.alexanderwhitestone.com timed out\" "
"\"[SCRIPT_FAILED]: script exited with code 1\".]\\n\\n"
"\\\"[SCRIPT_FAILED]: script exited with code 1\\\".]\\\\n\\\\n"
)
prompt = cron_hint + prompt
prompt = _runtime_block + cron_hint + prompt
if skills is None:
legacy = job.get("skill")
skills = [legacy] if legacy else []
@@ -667,7 +761,32 @@ def run_job(job: dict) -> tuple[bool, str, str, Optional[str]]:
job_id = job["id"]
job_name = job["name"]
prompt = _build_job_prompt(job)
# Early model/provider resolution for runtime context injection
_early_model = job.get("model") or os.getenv("HERMES_MODEL") or ""
_early_provider = os.getenv("HERMES_PROVIDER", "")
if not _early_model:
try:
import yaml as _y
_cfg_path = str(_hermes_home / "config.yaml")
if os.path.exists(_cfg_path):
with open(_cfg_path) as _f:
_cfg_early = _y.safe_load(_f) or {}
_mc = _cfg_early.get("model", {})
if isinstance(_mc, str):
_early_model = _mc
elif isinstance(_mc, dict):
_early_model = _mc.get("default", "")
except Exception:
pass
if not _early_provider and "/" in _early_model:
_early_provider = _early_model.split("/")[0]
prompt = _build_job_prompt(
job,
runtime_model=_early_model,
runtime_provider=_early_provider,
)
origin = _resolve_origin(job)
_cron_session_id = f"cron_{job_id}_{_hermes_now().strftime('%Y%m%d_%H%M%S')}"
@@ -779,6 +898,17 @@ def run_job(job: dict) -> tuple[bool, str, str, Optional[str]]:
message = format_runtime_provider_error(exc)
raise RuntimeError(message) from exc
# Provider mismatch warning
_resolved_provider = runtime.get("provider", "") or ""
_raw_prompt = job.get("prompt", "")
_mismatch = _detect_provider_mismatch(_raw_prompt, _resolved_provider)
if _mismatch:
logger.warning(
"Job '%s' prompt references '%s' but active provider is '%s'"
"agent will adapt via runtime context. Consider updating prompt.",
job_name, _mismatch, _resolved_provider,
)
from agent.smart_model_routing import resolve_turn_route
turn_route = resolve_turn_route(
prompt,

View File

@@ -1001,30 +1001,10 @@ class AIAgent:
self._session_db = session_db
self._parent_session_id = parent_session_id
self._last_flushed_db_idx = 0 # tracks DB-write cursor to prevent duplicate writes
if self._session_db:
try:
self._session_db.create_session(
session_id=self.session_id,
source=self.platform or os.environ.get("HERMES_SESSION_SOURCE", "cli"),
model=self.model,
model_config={
"max_iterations": self.max_iterations,
"reasoning_config": reasoning_config,
"max_tokens": max_tokens,
},
user_id=None,
parent_session_id=self._parent_session_id,
)
except Exception as e:
# Transient SQLite lock contention (e.g. CLI and gateway writing
# concurrently) must NOT permanently disable session_search for
# this agent. Keep _session_db alive — subsequent message
# flushes and session_search calls will still work once the
# lock clears. The session row may be missing from the index
# for this run, but that is recoverable (flushes upsert rows).
logger.warning(
"Session DB create_session failed (session_search still available): %s", e
)
# Lazy session creation: defer until first message flush (#314).
# _flush_messages_to_session_db() calls ensure_session() which uses
# INSERT OR IGNORE — creating the row only when messages arrive.
# This eliminates 32% of sessions that are created but never used.
# In-memory todo list for task planning (one per agent/session)
from tools.todo_tool import TodoStore

View File

@@ -0,0 +1,64 @@
"""Tests for cron scheduler: provider mismatch detection, runtime classification."""
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
def _import_scheduler():
import importlib.util
spec = importlib.util.spec_from_file_location(
"cron.scheduler", str(Path(__file__).resolve().parent.parent / "cron" / "scheduler.py"),
)
mod = importlib.util.module_from_spec(spec)
try:
spec.loader.exec_module(mod)
except Exception:
pass
return mod
_sched = _import_scheduler()
_classify_runtime = _sched._classify_runtime
_detect_provider_mismatch = _sched._detect_provider_mismatch
_build_job_prompt = _sched._build_job_prompt
class TestClassifyRuntime:
def test_ollama_is_local(self):
assert _classify_runtime("ollama", "qwen2.5:7b") == "local"
def test_prefixed_model_is_cloud(self):
assert _classify_runtime("", "nous/mimo-v2-pro") == "cloud"
def test_nous_provider_is_cloud(self):
assert _classify_runtime("nous", "mimo-v2-pro") == "cloud"
def test_empty_both_is_unknown(self):
assert _classify_runtime("", "") == "unknown"
class TestDetectProviderMismatch:
def test_detects_ollama_reference_on_cloud(self):
assert _detect_provider_mismatch("Check Ollama is responding", "nous") == "ollama"
def test_no_mismatch_when_prompt_matches(self):
assert _detect_provider_mismatch("Check Nous model", "nous") is None
class TestBuildJobPrompt:
def test_includes_runtime_context_for_cloud(self):
job = {"prompt": "Check server"}
prompt = _build_job_prompt(job, runtime_model="nous/mimo-v2-pro", runtime_provider="nous")
assert "RUNTIME: cloud API" in prompt
def test_includes_runtime_context_for_local(self):
job = {"prompt": "Check server"}
prompt = _build_job_prompt(job, runtime_model="qwen2.5:7b", runtime_provider="ollama")
assert "RUNTIME: local" in prompt
if __name__ == "__main__":
import pytest
pytest.main([__file__, "-v"])