refactor(run_agent): extract SessionPersistenceMixin (agent/session_persistence.py); _DB_PERSISTED_MARKER sourced from context_compressor

This commit is contained in:
Teknium
2026-09-02 12:10:19 -07:00
parent 81abe4799a
commit e564e60a3d
2 changed files with 665 additions and 631 deletions

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@@ -0,0 +1,656 @@
"""Durable transcript persistence for ``AIAgent``.
SQLite session flush (intrinsic ``_DB_PERSISTED_MARKER`` dedup), ephemeral-scaffolding filtering, the JSON
session log and trajectory export.
Extracted from ``run_agent.py``; every method resolves through ``AIAgent``'s MRO unchanged.
"""
import hashlib
import json
import logging
import re
from datetime import datetime
from typing import Any, Dict, List, Optional
from agent.context_compressor import (
COMPRESSED_SUMMARY_METADATA_KEY,
_DB_PERSISTED_MARKER,
ContextCompressor,
user_originated_turn_view,
)
from agent.lazy_forward import forward as _forward, forward_static as _forward_static
from agent.memory_manager import sanitize_context
from agent.redact import redact_sensitive_text
from agent.tool_dispatch_helpers import _is_multimodal_tool_result, _multimodal_text_summary
from agent.trajectory import convert_scratchpad_to_think, save_trajectory as _save_trajectory_to_file
from utils import atomic_json_write
# Same logger name as the origin module so log records / caplog filters are unchanged.
logger = logging.getLogger("run_agent")
# Flags marking ephemeral empty-response/prefill recovery scaffolding. The loop pops these before
# appending the real response; persistence must skip them or a resumed session replays synthetic turns.
_EPHEMERAL_SCAFFOLDING_FLAGS = (
"_empty_recovery_synthetic",
"_empty_terminal_sentinel",
"_thinking_prefill",
# verify-on-stop / pre_verify nudges: persisting them poisons the resumed transcript and breaks
# prompt-prefix cache reuse. The assistant candidate is NOT synthetic (#65919).
"_verification_stop_synthetic",
"_pre_verify_synthetic",
# kanban worker stop-guard: narrated exit without kanban_complete/block
"_kanban_stop_synthetic",
# dropped tool-call re-prompt pair: internal retry instruction, must not replay as user context on resume.
"_dropped_toolcall_nudge",
)
def _is_ephemeral_scaffolding(msg: Any) -> bool:
"""Return True when ``msg`` is internal recovery scaffolding that must never be persisted to the
durable transcript (SQLite session store or JSON log)."""
return isinstance(msg, dict) and any(
msg.get(flag) for flag in _EPHEMERAL_SCAFFOLDING_FLAGS
)
# `_DB_PERSISTED_MARKER` (agent.context_compressor) — intrinsic "already written to SQLite" marker. An id(msg) dedup set can alias a freed dict's address onto
# a new message and silently skip persisting it; a marker on the dict cannot. The `_` prefix is mandatory:
# wire sanitizers strip `_`-prefixed keys. CONTRACT (#92231): the marker asserts the dict's CONTENT is
# durable as written — any in-place mutation that must persist MUST pop it (see turn_finalizer,
# context_compressor).
def _safe_session_filename_component(session_id: str) -> str:
"""Return a stable, path-safe filename component for a session ID.
Session IDs may be untrusted (``X-Hermes-Session-Id``) and are interpolated into ``~/.hermes/sessions/``
filenames. Collapses non ``[A-Za-z0-9_-]`` chars to ``_``, caps length, and appends a short content
hash when sanitization changed the string so distinct IDs cannot collide.
"""
raw = str(session_id or "").strip()
sanitized = re.sub(r"[^\w-]", "_", raw).strip("._")
sanitized = sanitized[:96] or "session"
if raw and sanitized == raw:
return sanitized
digest = hashlib.sha256(
raw.encode("utf-8", errors="surrogatepass")
).hexdigest()[:12]
return f"{sanitized}_{digest}"
class SessionPersistenceMixin:
"""Session DB flush, session log and trajectory persistence (see module docstring)."""
def _apply_persist_user_message_override(self, messages: List[Dict]) -> None:
"""Rewrite the current-turn user message before persistence/return.
Some paths use an API-only user-message variant that must not leak into transcripts or resumed
history;
mutate the in-memory list in place so both persistence and returned history stay clean.
"""
idx = getattr(self, "_persist_user_message_idx", None)
override = getattr(self, "_persist_user_message_override", None)
timestamp = getattr(self, "_persist_user_message_timestamp", None)
platform_id = getattr(self, "_persist_user_message_platform_id", None)
if idx is None or (
override is None and timestamp is None and platform_id is None
):
return
if 0 <= idx < len(messages):
msg = messages[idx]
if isinstance(msg, dict) and msg.get("role") == "user":
# A plain-text override must not replace native image/audio blocks; a list override is the
# clean
# multimodal payload and does. Preflight compaction may re-anchor this index at a message
# MERGED
# with the compaction summary — overwriting it would drop the summary (see the twin guard in
# _flush_messages_to_session_db_unlocked).
if (
override is not None
and not msg.get(COMPRESSED_SUMMARY_METADATA_KEY)
and (
not isinstance(msg.get("content"), list)
or isinstance(override, list)
)
):
msg["content"] = override
if timestamp is not None:
msg["timestamp"] = timestamp
# Platform message id: load-bearing for restart drain-window recovery dedup
# (has_platform_message_id). Stamped here too so it survives the override path.
if platform_id is not None:
msg["platform_message_id"] = platform_id
def _persist_session(self, messages: List[Dict], conversation_history: List[Dict] = None):
"""Save session state to both JSON log and SQLite on any exit path.
Trailing empty-response scaffolding is dropped from the live list. The persist user-message override
is NOT applied here — ``_flush_messages_to_session_db`` writes it to the DB row only.
"""
# Scaffolding removal mutates the live list on purpose. Close and turn-start persistence can run on
# separate CLI threads, so the marker test-and-append below must be one critical section.
from agent.agent_runtime_helpers import note_turn_persisted
persist_lock = getattr(self, "_session_persist_lock", None)
def _persist_and_drain() -> None:
self._drop_trailing_empty_response_scaffolding(messages)
self._session_messages = messages
self._save_session_log(messages)
self._flush_messages_to_session_db(messages, conversation_history)
# Drain async token-accounting deltas at every persist point; cheap no-op when nothing queued.
if self._session_db is not None:
self._session_db.flush_token_counts()
note_turn_persisted(self)
if persist_lock is None:
_persist_and_drain()
return
with persist_lock:
_persist_and_drain()
def _drop_trailing_empty_response_scaffolding(self, messages: List[Dict]) -> None:
"""Remove private empty-response retry/failure scaffolding from transcript tails.
Also rewinds a trailing tool-result / assistant(tool_calls) pair the failed iteration left hanging;
otherwise the next user turn lands as ``...tool, user`` and providers return empty content forever.
"""
# Pass 1: strip the flagged scaffolding messages themselves.
dropped_scaffolding = False
while (
messages
and isinstance(messages[-1], dict)
and (
messages[-1].get("_empty_recovery_synthetic")
or messages[-1].get("_empty_terminal_sentinel")
)
):
messages.pop()
dropped_scaffolding = True
# Pass 2: after stripping scaffolding, rewind trailing tool results and the assistant(tool_calls)
# that produced them, so role alternation holds. Only runs when scaffolding was present.
if not dropped_scaffolding:
return
# Drop any trailing tool-result messages
while (
messages
and isinstance(messages[-1], dict)
and messages[-1].get("role") == "tool"
):
messages.pop()
# Drop the assistant(tool_calls) whose results were just popped — providers reject a dangling one.
if (
messages
and isinstance(messages[-1], dict)
and messages[-1].get("role") == "assistant"
and messages[-1].get("tool_calls")
):
messages.pop()
_repair_message_sequence = _forward("agent.agent_runtime_helpers", "repair_message_sequence")
def _flush_messages_to_session_db(
self,
messages: List[Dict],
conversation_history: Optional[List[Dict]] = None,
):
"""Serialize direct and turn-boundary session flushes per agent."""
persist_lock = getattr(self, "_session_persist_lock", None)
if persist_lock is None:
return self._flush_messages_to_session_db_unlocked(messages, conversation_history)
with persist_lock:
return self._flush_messages_to_session_db_unlocked(messages, conversation_history)
def _flush_messages_to_session_db_unlocked(
self,
messages: List[Dict],
conversation_history: Optional[List[Dict]] = None,
_adoption_budget: int = 1,
):
"""Persist any un-flushed messages to the SQLite session store.
Dedup is an intrinsic ``_DB_PERSISTED_MARKER`` on each written dict — not positional slices (drift
after
sequence repair) nor a retained ``id(msg)`` set (address reuse). ``_flushed_db_message_ids`` is only a
one-shot seed translated to markers and cleared each flush.
"""
# Persistence-isolated agents (background review fork) share the parent's session_id for cache
# warmth; a write here would land the curator's harness turn in the user's real history. Hard-stop.
if getattr(self, "_persist_disabled", False):
return None
if not self._session_db:
return None
# Persist user-message override (#48677): resolved here and applied ONLY to the written row, never
# to the live dict — the early crash-resilience persist runs before the API call is built.
_ov_idx = getattr(self, "_persist_user_message_idx", None)
_ov_content = getattr(self, "_persist_user_message_override", None)
_ov_timestamp = getattr(self, "_persist_user_message_timestamp", None)
try:
# Retry row creation if the earlier attempt failed transiently.
if not self._session_db_created:
self._ensure_db_session()
# Positional slicing broke when repair_message_sequence shrank the list (#46053). Persistence is
# tracked by an intrinsic per-message marker (see _DB_PERSISTED_MARKER); `_flushed_db_message_ids`
# is honoured only as a one-shot seed translated to markers and then cleared.
current_session_id = getattr(self, "session_id", None)
flushed_session_id = getattr(self, "_flushed_db_message_session_id", None)
if flushed_session_id != current_session_id or self._last_flushed_db_idx == 0:
seed_ids = set()
else:
seed_ids = getattr(self, "_flushed_db_message_ids", None)
if not isinstance(seed_ids, set):
seed_ids = set()
self._flushed_db_message_session_id = current_session_id
history_ids = {
id(item) for item in (conversation_history or [])
if isinstance(item, dict)
}
# Bounded scan: skip the identity-matched prefix of the previous flush's snapshot. Every message
# in
# it already got its final disposition, and no live dict has its marker popped in place.
_scan_start = 0
_prev_prefix = getattr(self, "_db_flush_scan_prefix", None)
if isinstance(_prev_prefix, list):
_limit = min(len(_prev_prefix), len(messages))
while (
_scan_start < _limit
and messages[_scan_start] is _prev_prefix[_scan_start]
and bool(messages[_scan_start].get(_DB_PERSISTED_MARKER))
):
_scan_start += 1
# Collect this flush's new rows and write them in ONE transaction
# at the end of the scan (see append_messages_batch).
_batch_rows: List[Dict[str, Any]] = []
_batch_msgs: List[Dict] = []
for _msg_idx in range(_scan_start, len(messages)):
msg = messages[_msg_idx]
if not isinstance(msg, dict):
continue
# Never write ephemeral scaffolding: the flush is append-only, so a mid-turn persist could
# commit a
# synthetic turn that the end-of-turn drop cannot un-write. Skip regardless of position.
if _is_ephemeral_scaffolding(msg):
continue
if msg.get(_DB_PERSISTED_MARKER):
continue
# Already-durable (history copy or caller-seeded): stamp so future flushes skip without id()
# sets.
if id(msg) in history_ids or id(msg) in seed_ids:
msg[_DB_PERSISTED_MARKER] = True
continue
role = msg.get("role", "unknown")
content = msg.get("content")
# api_content sidecar: exact bytes sent to the API when they differ from clean content, so
# replay
# reproduces the sent prefix byte-for-byte.
_row_api_content = msg.get("api_content")
if not isinstance(_row_api_content, str):
_row_api_content = None
_row_timestamp = msg.get("timestamp")
# Apply the persist override to THIS row only. A list override replaces a noted payload; a
# text
# override must not erase an image/audio summary. Also match the staged CLI dict by identity —
# the close safety-net may flush a shortened snapshot whose turn index refers to the full
# history.
pending_cli_message = getattr(self, "_pending_cli_user_message", None)
is_current_turn_user = (
_ov_idx == _msg_idx or msg is pending_cli_message
)
if is_current_turn_user and msg.get("role") == "user":
# Preflight compaction may have re-anchored the index at a message MERGED with the
# compaction
# summary; overwriting it with the clean text would drop the summary from the durable
# transcript.
if (
_ov_content is not None
and (not isinstance(content, list) or isinstance(_ov_content, list))
and not msg.get(COMPRESSED_SUMMARY_METADATA_KEY)
):
# Live content is what the wire sent, the override is the clean transcript; keep the
# sent bytes in
# api_content so replay matches the wire (#48677).
if (
_row_api_content is None
and isinstance(content, str)
and content != _ov_content
):
_row_api_content = content
content = _ov_content
if _ov_timestamp is not None:
_row_timestamp = _ov_timestamp
# Store the sidecar only when it actually differs.
if _row_api_content == content:
_row_api_content = None
# Load-time sanitize divergence: get_messages_as_conversation replays rows through
# sanitize_context().strip(); capture the sent bytes when they would differ (compared in wire
# form).
if (
_row_api_content is None
and role in ("user", "assistant")
and isinstance(content, str)
and content
and sanitize_context(content).strip() != content.strip()
):
_row_api_content = content
# Persist multimodal tool results as text summary only — base64 images bloat the DB.
if _is_multimodal_tool_result(content):
content = _multimodal_text_summary(content)
elif isinstance(content, list):
# List of OpenAI-style content parts: strip images, keep text.
_txt = []
for p in content:
if isinstance(p, dict) and p.get("type") == "text":
_txt.append(str(p.get("text", "")))
elif isinstance(p, dict) and p.get("type") in {"image", "image_url", "input_image"}:
_txt.append("[screenshot]")
content = "\n".join(_txt) if _txt else None
tool_calls_data = None
if hasattr(msg, "tool_calls") and isinstance(msg.tool_calls, list) and msg.tool_calls:
tool_calls_data = [
{"name": tc.function.name, "arguments": tc.function.arguments}
for tc in msg.tool_calls
]
elif isinstance(msg.get("tool_calls"), list):
tool_calls_data = msg["tool_calls"]
_row = {
"role": role,
"content": content,
"tool_name": msg.get("tool_name"),
"tool_calls": tool_calls_data,
"tool_call_id": msg.get("tool_call_id"),
"finish_reason": msg.get("finish_reason"),
# Reasoning/codex fields are role-gated (assistant-only)
# inside _insert_message_rows — pass through untouched.
"reasoning": msg.get("reasoning"),
"reasoning_content": msg.get("reasoning_content"),
"reasoning_details": msg.get("reasoning_details"),
"codex_reasoning_items": msg.get("codex_reasoning_items"),
"codex_message_items": msg.get("codex_message_items"),
"_compressed_summary": bool(msg.get(COMPRESSED_SUMMARY_METADATA_KEY)),
"timestamp": _row_timestamp,
"api_content": _row_api_content,
# Standalone reference handoffs are always hidden so they never occupy the active user
# slot in
# retry/undo dispatch (#80622); merge-into-tail carriers keep prior visibility.
"display_kind": (
"hidden"
if (
msg.get(COMPRESSED_SUMMARY_METADATA_KEY)
and user_originated_turn_view(msg) is None
and (
ContextCompressor.classify_summary_content(
msg.get("content")
)
== "standalone"
or not msg.get(
"_compressed_summary_has_user_turn"
)
)
)
else msg.get("display_kind")
),
"display_metadata": msg.get("display_metadata"),
# Platform message id — load-bearing for restart drain-window recovery dedup.
"platform_message_id": msg.get("platform_message_id"),
}
if isinstance(msg.get("_row_id"), int):
_row["_row_id"] = msg["_row_id"]
_batch_rows.append(_row)
_batch_msgs.append(msg)
# One transaction for the turn's new rows. All-or-nothing pairs with the marker stamping below:
# on failure no rows landed and no markers were stamped, so the next flush re-writes the tail.
if _batch_rows:
self._session_db.append_messages_batch(
session_id=self.session_id,
messages=_batch_rows,
compression_lock_holder=getattr(
self, "_active_compression_lock_holder", None
),
turn_lease_holder=getattr(
self, "_active_session_turn_lease_holder", None
),
turn_lease_ttl_seconds=getattr(
self, "_active_session_turn_lease_ttl_seconds", 300.0
)
or 300.0,
)
from agent.transcript_repair import sync_flushed_message_markers
sync_flushed_message_markers(_batch_msgs, _batch_rows)
# Markers are now the sole truth; reset the one-shot seed so no id() outlives this flush.
self._flushed_db_message_ids = set()
self._last_flushed_db_idx = len(messages)
# Snapshot for the bounded scan above — only on full success, so
# a partially-processed list can never be treated as settled.
self._db_flush_scan_prefix = messages[:]
return True
except Exception as e:
# Force a full re-scan on the next flush: an exception mid-loop
# leaves messages with mixed dispositions.
self._db_flush_scan_prefix = None
# The only place the SQLite error is visible before it becomes a bare False — classify it so the
# turn-end explanation can distinguish lock contention from disk-full/read-only.
from hermes_state import (
CompressionSessionClosedError,
StateDbCorruptError,
StateDbReplacedError,
classify_persistence_error,
divert_session_transcript_jsonl,
)
self._last_persistence_error_cause = classify_persistence_error(e)
if isinstance(e, (StateDbReplacedError, StateDbCorruptError)):
# Replaced/quarantined handle will not take this batch again — keep it on disk, not only in
# RAM.
try:
divert_session_transcript_jsonl(
getattr(self, "session_id", "") or "",
_batch_rows,
)
except Exception:
logger.warning(
"JSONL divert failed after state.db %s for %s",
self._last_persistence_error_cause,
getattr(self, "session_id", None),
exc_info=True,
)
if isinstance(e, CompressionSessionClosedError):
# Compression race: another path rotated this session mid-write. Adopt the continuation tip
# (get_compression_tip) ONLY when it is a different, live row, and retry exactly once; a
# second
# closed-parent write fails closed. tip == session_id means no continuation exists.
if _adoption_budget > 0:
old_id = self.session_id
tip = None
try:
tip = self._session_db.get_compression_tip(old_id)
except Exception as tip_exc:
logger.warning(
"compression tip lookup failed for %s: %s",
old_id,
tip_exc,
)
if tip and tip != old_id:
tip_row = None
try:
tip_row = self._session_db.get_session(tip)
except Exception:
tip_row = None
if tip_row is not None and tip_row.get("ended_at") is None:
logger.warning(
"Adopted live compression tip %s for closed "
"session %s; retrying flush once",
tip,
old_id,
)
self.session_id = tip
self._flushed_db_message_ids = set()
self._last_flushed_db_idx = 0
self._compression_adoption_failed = False
return self._flush_messages_to_session_db_unlocked(
messages,
conversation_history,
_adoption_budget=0,
)
# No live tip or budget exhausted: fail closed. The flag lets the turn explanation name
# compression
# rotation instead of misleading full-disk advice.
self._compression_adoption_failed = True
logger.warning("Session DB append_message failed: %s", e)
return False
logger.warning("Session DB append_message failed: %s", e)
return False
def _get_messages_up_to_last_assistant(self, messages: List[Dict]) -> List[Dict]:
"""Get messages up to (but not including) the last assistant turn.
The rollback point when the final assistant message is incomplete or malformed.
"""
if not messages:
return []
# Find the index of the last assistant message
last_assistant_idx = None
for i in range(len(messages) - 1, -1, -1):
if messages[i].get("role") == "assistant":
last_assistant_idx = i
break
if last_assistant_idx is None:
# No assistant message found, return all messages
return messages.copy()
# Return everything up to (not including) the last assistant message
return messages[:last_assistant_idx]
_format_tools_for_system_message = _forward("agent.system_prompt", "format_tools_for_system_message")
_convert_to_trajectory_format = _forward("agent.agent_runtime_helpers", "convert_to_trajectory_format")
def _save_trajectory(self, messages: List[Dict[str, Any]], user_query: str, completed: bool):
"""Save conversation trajectory to JSONL file."""
if not self.save_trajectories:
return
trajectory = self._convert_to_trajectory_format(messages, user_query, completed)
_save_trajectory_to_file(trajectory, self.model, completed)
_extract_api_error_context = _forward_static("agent.agent_runtime_helpers", "extract_api_error_context")
_dump_api_request_debug = _forward("agent.agent_runtime_helpers", "dump_api_request_debug")
@staticmethod
def _clean_session_content(content: str) -> str:
"""Convert REASONING_SCRATCHPAD to think tags and clean up whitespace."""
if not content:
return content
content = convert_scratchpad_to_think(content)
content = re.sub(r'\n+(<think>)', r'\n\1', content)
content = re.sub(r'(</think>)\n+', r'\1\n', content)
return content.strip()
@staticmethod
def _redact_message_content(content):
"""Apply secret redaction to message content (str or list-of-parts).
Only text fields pass through ``redact_sensitive_text``; image/binary parts are untouched.
No-op when ``HERMES_REDACT_SECRETS`` disables redaction.
"""
if content is None:
return content
if isinstance(content, str):
return redact_sensitive_text(content)
if isinstance(content, list):
redacted = []
for part in content:
if isinstance(part, dict):
part = dict(part)
if isinstance(part.get("text"), str):
part["text"] = redact_sensitive_text(part["text"])
if isinstance(part.get("content"), str):
part["content"] = redact_sensitive_text(part["content"])
redacted.append(part)
return redacted
return content
def _save_session_log(self, messages: List[Dict[str, Any]] = None):
"""Optional per-session JSON snapshot writer (``sessions.write_json_snapshots``, default False).
state.db is canonical; this exists for external tooling reading ``session_{sid}.json``. Rewrites the
full
list after every persistence point, never overwriting a larger log with fewer messages.
"""
if not getattr(self, "_session_json_enabled", False):
return
messages = messages or self._session_messages
if not messages:
return
# Re-derive the path each call so /branch and /compress land in the right file. Session IDs can be
# untrusted (X-Hermes-Session-Id) — sanitize to a single traversal-free segment.
try:
safe_sid = _safe_session_filename_component(self.session_id)
log_file = self.logs_dir / f"session_{safe_sid}.json"
except Exception:
return
try:
cleaned = []
for msg in messages:
# Mirror the SQLite flush: ephemeral recovery scaffolding is
# internal retry state, never durable transcript content.
if _is_ephemeral_scaffolding(msg):
continue
if msg.get("role") == "assistant" and msg.get("content"):
msg = dict(msg)
msg["content"] = self._clean_session_content(msg["content"])
# Defence-in-depth: redact credentials from every message before persistence; respects
# HERMES_REDACT_SECRETS via redact_sensitive_text (#19798, #19845).
if "content" in msg:
msg = dict(msg)
msg["content"] = self._redact_message_content(msg.get("content"))
cleaned.append(msg)
# Never overwrite a larger session log with fewer messages (resumed agent with partial history).
if log_file.exists():
try:
existing = json.loads(log_file.read_text(encoding="utf-8"))
existing_count = existing.get("message_count", len(existing.get("messages", [])))
if existing_count > len(cleaned):
logging.debug(
"Skipping session log overwrite: existing has %d messages, current has %d",
existing_count, len(cleaned),
)
return
except Exception:
pass # corrupted existing file — allow the overwrite
entry = {
"session_id": self.session_id,
"model": self.model,
"base_url": self.base_url,
"platform": self.platform,
"session_start": self.session_start.isoformat(),
"last_updated": datetime.now().isoformat(),
"system_prompt": redact_sensitive_text(self._cached_system_prompt or ""),
"tools": self.tools or [],
"message_count": len(cleaned),
"messages": cleaned,
}
atomic_json_write(
log_file,
entry,
indent=2,
default=str,
)
except Exception as e:
if self.verbose_logging:
logging.warning(f"Failed to save session log: {e}")

View File

@@ -164,7 +164,6 @@ from tools.browser_tool import cleanup_browser
# Agent internals extracted to agent/ package for modularity
from agent.memory_manager import sanitize_context
from agent.memory_provider import is_trivial_prompt
from agent.error_classifier import FailoverReason # noqa: F401 # re-exported (`from run_agent import FailoverReason`)
from agent.client_lifecycle import ( # noqa: F401 # _routermint_headers/_qwen_portal_headers re-exported for agent_init's _ra()
@@ -180,8 +179,14 @@ from agent.interrupt_control import InterruptControlMixin
from agent.turn_explainers import TurnExplainersMixin
from agent.activity_tracking import ActivityTrackingMixin
from agent.rate_limit_credits import RateLimitCreditsMixin
from agent.session_persistence import ( # noqa: F401 # re-exported: cli/gateway/tui/tests import these from run_agent
SessionPersistenceMixin,
_DB_PERSISTED_MARKER,
_EPHEMERAL_SCAFFOLDING_FLAGS,
_is_ephemeral_scaffolding,
_safe_session_filename_component,
)
from agent.lazy_forward import forward as _forward, forward_static as _forward_static
from agent.redact import redact_sensitive_text
from agent.session_activity import ActivityProvenance
from agent.model_metadata import (
estimate_request_tokens_rough, # noqa: F401 # re-exported for tests that mock.patch("run_agent.estimate_request_tokens_rough")
@@ -229,10 +234,6 @@ from agent.tool_guardrails import (
append_toolguard_guidance,
toolguard_synthetic_result,
)
from agent.trajectory import (
convert_scratchpad_to_think,
save_trajectory as _save_trajectory_to_file,
)
from agent.tool_dispatch_helpers import (
_should_parallelize_tool_batch, # noqa: F401 # re-exported for tests that `from run_agent import _should_parallelize_tool_batch`
_is_destructive_command, # noqa: F401 # re-exported for tests that access `run_agent._is_destructive_command`
@@ -243,43 +244,11 @@ from agent.tool_dispatch_helpers import (
_append_subdir_hint_to_multimodal, # noqa: F401 # re-exported for tests that `from run_agent import _append_subdir_hint_to_multimodal`
_trajectory_normalize_msg, # noqa: F401 # re-exported for tests that `from run_agent import _trajectory_normalize_msg`
)
from utils import atomic_json_write, base_url_host_matches, base_url_hostname, env_float, model_forces_max_completion_tokens
# Flags marking ephemeral empty-response/prefill recovery scaffolding. The loop pops these before
# appending the real response; persistence must skip them or a resumed session replays synthetic turns.
_EPHEMERAL_SCAFFOLDING_FLAGS = (
"_empty_recovery_synthetic",
"_empty_terminal_sentinel",
"_thinking_prefill",
# verify-on-stop / pre_verify nudges: persisting them poisons the resumed transcript and breaks
# prompt-prefix cache reuse. The assistant candidate is NOT synthetic (#65919).
"_verification_stop_synthetic",
"_pre_verify_synthetic",
# kanban worker stop-guard: narrated exit without kanban_complete/block
"_kanban_stop_synthetic",
# dropped tool-call re-prompt pair: internal retry instruction, must not replay as user context on resume.
"_dropped_toolcall_nudge",
)
def _is_ephemeral_scaffolding(msg: Any) -> bool:
"""Return True when ``msg`` is internal recovery scaffolding that must never be persisted to the
durable transcript (SQLite session store or JSON log)."""
return isinstance(msg, dict) and any(
msg.get(flag) for flag in _EPHEMERAL_SCAFFOLDING_FLAGS
)
from utils import base_url_host_matches, base_url_hostname, env_float, model_forces_max_completion_tokens
_MAX_TOOL_WORKERS = 8
# Intrinsic "already written to SQLite" marker. An id(msg) dedup set can alias a freed dict's address onto
# a new message and silently skip persisting it; a marker on the dict cannot. The `_` prefix is mandatory:
# wire sanitizers strip `_`-prefixed keys. CONTRACT (#92231): the marker asserts the dict's CONTENT is
# durable as written — any in-place mutation that must persist MUST pop it (see turn_finalizer,
# context_compressor).
_DB_PERSISTED_MARKER = "_db_persisted"
# Spawn the OpenRouter pre-warm thread once per process, not per AIAgent (gateway thread leak).
_openrouter_prewarm_done = threading.Event()
@@ -299,24 +268,6 @@ def _pool_may_recover_from_rate_limit(pool) -> bool:
return len(pool.entries()) > 1
def _safe_session_filename_component(session_id: str) -> str:
"""Return a stable, path-safe filename component for a session ID.
Session IDs may be untrusted (``X-Hermes-Session-Id``) and are interpolated into ``~/.hermes/sessions/``
filenames. Collapses non ``[A-Za-z0-9_-]`` chars to ``_``, caps length, and appends a short content
hash when sanitization changed the string so distinct IDs cannot collide.
"""
raw = str(session_id or "").strip()
sanitized = re.sub(r"[^\w-]", "_", raw).strip("._")
sanitized = sanitized[:96] or "session"
if raw and sanitized == raw:
return sanitized
digest = hashlib.sha256(
raw.encode("utf-8", errors="surrogatepass")
).hexdigest()[:12]
return f"{sanitized}_{digest}"
class _StreamErrorEvent(Exception):
"""Synthesized provider error surfaced from a Responses ``error`` SSE frame.
@@ -360,6 +311,7 @@ class AIAgent(
TurnExplainersMixin,
ActivityTrackingMixin,
RateLimitCreditsMixin,
SessionPersistenceMixin,
):
"""AI Agent with tool calling capabilities."""
@@ -1377,580 +1329,6 @@ class AIAgent(
_build_memory_write_metadata = _forward("agent.background_review", "build_memory_write_metadata")
def _apply_persist_user_message_override(self, messages: List[Dict]) -> None:
"""Rewrite the current-turn user message before persistence/return.
Some paths use an API-only user-message variant that must not leak into transcripts or resumed
history;
mutate the in-memory list in place so both persistence and returned history stay clean.
"""
idx = getattr(self, "_persist_user_message_idx", None)
override = getattr(self, "_persist_user_message_override", None)
timestamp = getattr(self, "_persist_user_message_timestamp", None)
platform_id = getattr(self, "_persist_user_message_platform_id", None)
if idx is None or (
override is None and timestamp is None and platform_id is None
):
return
if 0 <= idx < len(messages):
msg = messages[idx]
if isinstance(msg, dict) and msg.get("role") == "user":
# A plain-text override must not replace native image/audio blocks; a list override is the
# clean
# multimodal payload and does. Preflight compaction may re-anchor this index at a message
# MERGED
# with the compaction summary — overwriting it would drop the summary (see the twin guard in
# _flush_messages_to_session_db_unlocked).
if (
override is not None
and not msg.get(COMPRESSED_SUMMARY_METADATA_KEY)
and (
not isinstance(msg.get("content"), list)
or isinstance(override, list)
)
):
msg["content"] = override
if timestamp is not None:
msg["timestamp"] = timestamp
# Platform message id: load-bearing for restart drain-window recovery dedup
# (has_platform_message_id). Stamped here too so it survives the override path.
if platform_id is not None:
msg["platform_message_id"] = platform_id
def _persist_session(self, messages: List[Dict], conversation_history: List[Dict] = None):
"""Save session state to both JSON log and SQLite on any exit path.
Trailing empty-response scaffolding is dropped from the live list. The persist user-message override
is NOT applied here — ``_flush_messages_to_session_db`` writes it to the DB row only.
"""
# Scaffolding removal mutates the live list on purpose. Close and turn-start persistence can run on
# separate CLI threads, so the marker test-and-append below must be one critical section.
from agent.agent_runtime_helpers import note_turn_persisted
persist_lock = getattr(self, "_session_persist_lock", None)
def _persist_and_drain() -> None:
self._drop_trailing_empty_response_scaffolding(messages)
self._session_messages = messages
self._save_session_log(messages)
self._flush_messages_to_session_db(messages, conversation_history)
# Drain async token-accounting deltas at every persist point; cheap no-op when nothing queued.
if self._session_db is not None:
self._session_db.flush_token_counts()
note_turn_persisted(self)
if persist_lock is None:
_persist_and_drain()
return
with persist_lock:
_persist_and_drain()
def _drop_trailing_empty_response_scaffolding(self, messages: List[Dict]) -> None:
"""Remove private empty-response retry/failure scaffolding from transcript tails.
Also rewinds a trailing tool-result / assistant(tool_calls) pair the failed iteration left hanging;
otherwise the next user turn lands as ``...tool, user`` and providers return empty content forever.
"""
# Pass 1: strip the flagged scaffolding messages themselves.
dropped_scaffolding = False
while (
messages
and isinstance(messages[-1], dict)
and (
messages[-1].get("_empty_recovery_synthetic")
or messages[-1].get("_empty_terminal_sentinel")
)
):
messages.pop()
dropped_scaffolding = True
# Pass 2: after stripping scaffolding, rewind trailing tool results and the assistant(tool_calls)
# that produced them, so role alternation holds. Only runs when scaffolding was present.
if not dropped_scaffolding:
return
# Drop any trailing tool-result messages
while (
messages
and isinstance(messages[-1], dict)
and messages[-1].get("role") == "tool"
):
messages.pop()
# Drop the assistant(tool_calls) whose results were just popped — providers reject a dangling one.
if (
messages
and isinstance(messages[-1], dict)
and messages[-1].get("role") == "assistant"
and messages[-1].get("tool_calls")
):
messages.pop()
_repair_message_sequence = _forward("agent.agent_runtime_helpers", "repair_message_sequence")
def _flush_messages_to_session_db(
self,
messages: List[Dict],
conversation_history: Optional[List[Dict]] = None,
):
"""Serialize direct and turn-boundary session flushes per agent."""
persist_lock = getattr(self, "_session_persist_lock", None)
if persist_lock is None:
return self._flush_messages_to_session_db_unlocked(messages, conversation_history)
with persist_lock:
return self._flush_messages_to_session_db_unlocked(messages, conversation_history)
def _flush_messages_to_session_db_unlocked(
self,
messages: List[Dict],
conversation_history: Optional[List[Dict]] = None,
_adoption_budget: int = 1,
):
"""Persist any un-flushed messages to the SQLite session store.
Dedup is an intrinsic ``_DB_PERSISTED_MARKER`` on each written dict — not positional slices (drift
after
sequence repair) nor a retained ``id(msg)`` set (address reuse). ``_flushed_db_message_ids`` is only a
one-shot seed translated to markers and cleared each flush.
"""
# Persistence-isolated agents (background review fork) share the parent's session_id for cache
# warmth; a write here would land the curator's harness turn in the user's real history. Hard-stop.
if getattr(self, "_persist_disabled", False):
return None
if not self._session_db:
return None
# Persist user-message override (#48677): resolved here and applied ONLY to the written row, never
# to the live dict — the early crash-resilience persist runs before the API call is built.
_ov_idx = getattr(self, "_persist_user_message_idx", None)
_ov_content = getattr(self, "_persist_user_message_override", None)
_ov_timestamp = getattr(self, "_persist_user_message_timestamp", None)
try:
# Retry row creation if the earlier attempt failed transiently.
if not self._session_db_created:
self._ensure_db_session()
# Positional slicing broke when repair_message_sequence shrank the list (#46053). Persistence is
# tracked by an intrinsic per-message marker (see _DB_PERSISTED_MARKER); `_flushed_db_message_ids`
# is honoured only as a one-shot seed translated to markers and then cleared.
current_session_id = getattr(self, "session_id", None)
flushed_session_id = getattr(self, "_flushed_db_message_session_id", None)
if flushed_session_id != current_session_id or self._last_flushed_db_idx == 0:
seed_ids = set()
else:
seed_ids = getattr(self, "_flushed_db_message_ids", None)
if not isinstance(seed_ids, set):
seed_ids = set()
self._flushed_db_message_session_id = current_session_id
history_ids = {
id(item) for item in (conversation_history or [])
if isinstance(item, dict)
}
# Bounded scan: skip the identity-matched prefix of the previous flush's snapshot. Every message
# in
# it already got its final disposition, and no live dict has its marker popped in place.
_scan_start = 0
_prev_prefix = getattr(self, "_db_flush_scan_prefix", None)
if isinstance(_prev_prefix, list):
_limit = min(len(_prev_prefix), len(messages))
while (
_scan_start < _limit
and messages[_scan_start] is _prev_prefix[_scan_start]
and bool(messages[_scan_start].get(_DB_PERSISTED_MARKER))
):
_scan_start += 1
# Collect this flush's new rows and write them in ONE transaction
# at the end of the scan (see append_messages_batch).
_batch_rows: List[Dict[str, Any]] = []
_batch_msgs: List[Dict] = []
for _msg_idx in range(_scan_start, len(messages)):
msg = messages[_msg_idx]
if not isinstance(msg, dict):
continue
# Never write ephemeral scaffolding: the flush is append-only, so a mid-turn persist could
# commit a
# synthetic turn that the end-of-turn drop cannot un-write. Skip regardless of position.
if _is_ephemeral_scaffolding(msg):
continue
if msg.get(_DB_PERSISTED_MARKER):
continue
# Already-durable (history copy or caller-seeded): stamp so future flushes skip without id()
# sets.
if id(msg) in history_ids or id(msg) in seed_ids:
msg[_DB_PERSISTED_MARKER] = True
continue
role = msg.get("role", "unknown")
content = msg.get("content")
# api_content sidecar: exact bytes sent to the API when they differ from clean content, so
# replay
# reproduces the sent prefix byte-for-byte.
_row_api_content = msg.get("api_content")
if not isinstance(_row_api_content, str):
_row_api_content = None
_row_timestamp = msg.get("timestamp")
# Apply the persist override to THIS row only. A list override replaces a noted payload; a
# text
# override must not erase an image/audio summary. Also match the staged CLI dict by identity —
# the close safety-net may flush a shortened snapshot whose turn index refers to the full
# history.
pending_cli_message = getattr(self, "_pending_cli_user_message", None)
is_current_turn_user = (
_ov_idx == _msg_idx or msg is pending_cli_message
)
if is_current_turn_user and msg.get("role") == "user":
# Preflight compaction may have re-anchored the index at a message MERGED with the
# compaction
# summary; overwriting it with the clean text would drop the summary from the durable
# transcript.
if (
_ov_content is not None
and (not isinstance(content, list) or isinstance(_ov_content, list))
and not msg.get(COMPRESSED_SUMMARY_METADATA_KEY)
):
# Live content is what the wire sent, the override is the clean transcript; keep the
# sent bytes in
# api_content so replay matches the wire (#48677).
if (
_row_api_content is None
and isinstance(content, str)
and content != _ov_content
):
_row_api_content = content
content = _ov_content
if _ov_timestamp is not None:
_row_timestamp = _ov_timestamp
# Store the sidecar only when it actually differs.
if _row_api_content == content:
_row_api_content = None
# Load-time sanitize divergence: get_messages_as_conversation replays rows through
# sanitize_context().strip(); capture the sent bytes when they would differ (compared in wire
# form).
if (
_row_api_content is None
and role in ("user", "assistant")
and isinstance(content, str)
and content
and sanitize_context(content).strip() != content.strip()
):
_row_api_content = content
# Persist multimodal tool results as text summary only — base64 images bloat the DB.
if _is_multimodal_tool_result(content):
content = _multimodal_text_summary(content)
elif isinstance(content, list):
# List of OpenAI-style content parts: strip images, keep text.
_txt = []
for p in content:
if isinstance(p, dict) and p.get("type") == "text":
_txt.append(str(p.get("text", "")))
elif isinstance(p, dict) and p.get("type") in {"image", "image_url", "input_image"}:
_txt.append("[screenshot]")
content = "\n".join(_txt) if _txt else None
tool_calls_data = None
if hasattr(msg, "tool_calls") and isinstance(msg.tool_calls, list) and msg.tool_calls:
tool_calls_data = [
{"name": tc.function.name, "arguments": tc.function.arguments}
for tc in msg.tool_calls
]
elif isinstance(msg.get("tool_calls"), list):
tool_calls_data = msg["tool_calls"]
_row = {
"role": role,
"content": content,
"tool_name": msg.get("tool_name"),
"tool_calls": tool_calls_data,
"tool_call_id": msg.get("tool_call_id"),
"finish_reason": msg.get("finish_reason"),
# Reasoning/codex fields are role-gated (assistant-only)
# inside _insert_message_rows — pass through untouched.
"reasoning": msg.get("reasoning"),
"reasoning_content": msg.get("reasoning_content"),
"reasoning_details": msg.get("reasoning_details"),
"codex_reasoning_items": msg.get("codex_reasoning_items"),
"codex_message_items": msg.get("codex_message_items"),
"_compressed_summary": bool(msg.get(COMPRESSED_SUMMARY_METADATA_KEY)),
"timestamp": _row_timestamp,
"api_content": _row_api_content,
# Standalone reference handoffs are always hidden so they never occupy the active user
# slot in
# retry/undo dispatch (#80622); merge-into-tail carriers keep prior visibility.
"display_kind": (
"hidden"
if (
msg.get(COMPRESSED_SUMMARY_METADATA_KEY)
and user_originated_turn_view(msg) is None
and (
ContextCompressor.classify_summary_content(
msg.get("content")
)
== "standalone"
or not msg.get(
"_compressed_summary_has_user_turn"
)
)
)
else msg.get("display_kind")
),
"display_metadata": msg.get("display_metadata"),
# Platform message id — load-bearing for restart drain-window recovery dedup.
"platform_message_id": msg.get("platform_message_id"),
}
if isinstance(msg.get("_row_id"), int):
_row["_row_id"] = msg["_row_id"]
_batch_rows.append(_row)
_batch_msgs.append(msg)
# One transaction for the turn's new rows. All-or-nothing pairs with the marker stamping below:
# on failure no rows landed and no markers were stamped, so the next flush re-writes the tail.
if _batch_rows:
self._session_db.append_messages_batch(
session_id=self.session_id,
messages=_batch_rows,
compression_lock_holder=getattr(
self, "_active_compression_lock_holder", None
),
turn_lease_holder=getattr(
self, "_active_session_turn_lease_holder", None
),
turn_lease_ttl_seconds=getattr(
self, "_active_session_turn_lease_ttl_seconds", 300.0
)
or 300.0,
)
from agent.transcript_repair import sync_flushed_message_markers
sync_flushed_message_markers(_batch_msgs, _batch_rows)
# Markers are now the sole truth; reset the one-shot seed so no id() outlives this flush.
self._flushed_db_message_ids = set()
self._last_flushed_db_idx = len(messages)
# Snapshot for the bounded scan above — only on full success, so
# a partially-processed list can never be treated as settled.
self._db_flush_scan_prefix = messages[:]
return True
except Exception as e:
# Force a full re-scan on the next flush: an exception mid-loop
# leaves messages with mixed dispositions.
self._db_flush_scan_prefix = None
# The only place the SQLite error is visible before it becomes a bare False — classify it so the
# turn-end explanation can distinguish lock contention from disk-full/read-only.
from hermes_state import (
CompressionSessionClosedError,
StateDbCorruptError,
StateDbReplacedError,
classify_persistence_error,
divert_session_transcript_jsonl,
)
self._last_persistence_error_cause = classify_persistence_error(e)
if isinstance(e, (StateDbReplacedError, StateDbCorruptError)):
# Replaced/quarantined handle will not take this batch again — keep it on disk, not only in
# RAM.
try:
divert_session_transcript_jsonl(
getattr(self, "session_id", "") or "",
_batch_rows,
)
except Exception:
logger.warning(
"JSONL divert failed after state.db %s for %s",
self._last_persistence_error_cause,
getattr(self, "session_id", None),
exc_info=True,
)
if isinstance(e, CompressionSessionClosedError):
# Compression race: another path rotated this session mid-write. Adopt the continuation tip
# (get_compression_tip) ONLY when it is a different, live row, and retry exactly once; a
# second
# closed-parent write fails closed. tip == session_id means no continuation exists.
if _adoption_budget > 0:
old_id = self.session_id
tip = None
try:
tip = self._session_db.get_compression_tip(old_id)
except Exception as tip_exc:
logger.warning(
"compression tip lookup failed for %s: %s",
old_id,
tip_exc,
)
if tip and tip != old_id:
tip_row = None
try:
tip_row = self._session_db.get_session(tip)
except Exception:
tip_row = None
if tip_row is not None and tip_row.get("ended_at") is None:
logger.warning(
"Adopted live compression tip %s for closed "
"session %s; retrying flush once",
tip,
old_id,
)
self.session_id = tip
self._flushed_db_message_ids = set()
self._last_flushed_db_idx = 0
self._compression_adoption_failed = False
return self._flush_messages_to_session_db_unlocked(
messages,
conversation_history,
_adoption_budget=0,
)
# No live tip or budget exhausted: fail closed. The flag lets the turn explanation name
# compression
# rotation instead of misleading full-disk advice.
self._compression_adoption_failed = True
logger.warning("Session DB append_message failed: %s", e)
return False
logger.warning("Session DB append_message failed: %s", e)
return False
def _get_messages_up_to_last_assistant(self, messages: List[Dict]) -> List[Dict]:
"""Get messages up to (but not including) the last assistant turn.
The rollback point when the final assistant message is incomplete or malformed.
"""
if not messages:
return []
# Find the index of the last assistant message
last_assistant_idx = None
for i in range(len(messages) - 1, -1, -1):
if messages[i].get("role") == "assistant":
last_assistant_idx = i
break
if last_assistant_idx is None:
# No assistant message found, return all messages
return messages.copy()
# Return everything up to (not including) the last assistant message
return messages[:last_assistant_idx]
_format_tools_for_system_message = _forward("agent.system_prompt", "format_tools_for_system_message")
_convert_to_trajectory_format = _forward("agent.agent_runtime_helpers", "convert_to_trajectory_format")
def _save_trajectory(self, messages: List[Dict[str, Any]], user_query: str, completed: bool):
"""Save conversation trajectory to JSONL file."""
if not self.save_trajectories:
return
trajectory = self._convert_to_trajectory_format(messages, user_query, completed)
_save_trajectory_to_file(trajectory, self.model, completed)
_extract_api_error_context = _forward_static("agent.agent_runtime_helpers", "extract_api_error_context")
_dump_api_request_debug = _forward("agent.agent_runtime_helpers", "dump_api_request_debug")
@staticmethod
def _clean_session_content(content: str) -> str:
"""Convert REASONING_SCRATCHPAD to think tags and clean up whitespace."""
if not content:
return content
content = convert_scratchpad_to_think(content)
content = re.sub(r'\n+(<think>)', r'\n\1', content)
content = re.sub(r'(</think>)\n+', r'\1\n', content)
return content.strip()
@staticmethod
def _redact_message_content(content):
"""Apply secret redaction to message content (str or list-of-parts).
Only text fields pass through ``redact_sensitive_text``; image/binary parts are untouched.
No-op when ``HERMES_REDACT_SECRETS`` disables redaction.
"""
if content is None:
return content
if isinstance(content, str):
return redact_sensitive_text(content)
if isinstance(content, list):
redacted = []
for part in content:
if isinstance(part, dict):
part = dict(part)
if isinstance(part.get("text"), str):
part["text"] = redact_sensitive_text(part["text"])
if isinstance(part.get("content"), str):
part["content"] = redact_sensitive_text(part["content"])
redacted.append(part)
return redacted
return content
def _save_session_log(self, messages: List[Dict[str, Any]] = None):
"""Optional per-session JSON snapshot writer (``sessions.write_json_snapshots``, default False).
state.db is canonical; this exists for external tooling reading ``session_{sid}.json``. Rewrites the
full
list after every persistence point, never overwriting a larger log with fewer messages.
"""
if not getattr(self, "_session_json_enabled", False):
return
messages = messages or self._session_messages
if not messages:
return
# Re-derive the path each call so /branch and /compress land in the right file. Session IDs can be
# untrusted (X-Hermes-Session-Id) — sanitize to a single traversal-free segment.
try:
safe_sid = _safe_session_filename_component(self.session_id)
log_file = self.logs_dir / f"session_{safe_sid}.json"
except Exception:
return
try:
cleaned = []
for msg in messages:
# Mirror the SQLite flush: ephemeral recovery scaffolding is
# internal retry state, never durable transcript content.
if _is_ephemeral_scaffolding(msg):
continue
if msg.get("role") == "assistant" and msg.get("content"):
msg = dict(msg)
msg["content"] = self._clean_session_content(msg["content"])
# Defence-in-depth: redact credentials from every message before persistence; respects
# HERMES_REDACT_SECRETS via redact_sensitive_text (#19798, #19845).
if "content" in msg:
msg = dict(msg)
msg["content"] = self._redact_message_content(msg.get("content"))
cleaned.append(msg)
# Never overwrite a larger session log with fewer messages (resumed agent with partial history).
if log_file.exists():
try:
existing = json.loads(log_file.read_text(encoding="utf-8"))
existing_count = existing.get("message_count", len(existing.get("messages", [])))
if existing_count > len(cleaned):
logging.debug(
"Skipping session log overwrite: existing has %d messages, current has %d",
existing_count, len(cleaned),
)
return
except Exception:
pass # corrupted existing file — allow the overwrite
entry = {
"session_id": self.session_id,
"model": self.model,
"base_url": self.base_url,
"platform": self.platform,
"session_start": self.session_start.isoformat(),
"last_updated": datetime.now().isoformat(),
"system_prompt": redact_sensitive_text(self._cached_system_prompt or ""),
"tools": self.tools or [],
"message_count": len(cleaned),
"messages": cleaned,
}
atomic_json_write(
log_file,
entry,
indent=2,
default=str,
)
except Exception as e:
if self.verbose_logging:
logging.warning(f"Failed to save session log: {e}")
_apply_pending_steer_to_tool_results = _forward("agent.agent_runtime_helpers", "apply_pending_steer_to_tool_results")
def get_activity_summary(self) -> dict: