feat(advice): LLM brewing advice on every observation #14

Merged
hermes merged 17 commits from feat/llm-brew-tips into master 2026-11-09 20:23:32 +10:00
2 changed files with 53 additions and 4 deletions
Showing only changes of commit 8de3d011db - Show all commits
+31 -4
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@@ -25,6 +25,7 @@ from __future__ import annotations
import json
import logging
import os
import re
import urllib.error
import urllib.request
@@ -271,12 +272,38 @@ def _strip_reasoning(text: str) -> str:
working did leak in, the brewer sees a slightly rambling reply
rather than no advice at all.
"""
index = text.find(_ADVICE_MARKER)
if index == -1:
index = _find_marker(text)
if index is None:
return text.strip()
advice = text[index + len(_ADVICE_MARKER):].strip()
return advice or ""
advice = text[index:].strip()
# The model may wrap the marker in markdown or a code block. Strip
# the leftover formatting so the advice reads as prose.
advice = re.sub(r"^\*\*|\*\*$", "", advice).strip()
if advice.startswith("```"):
advice = advice[3:]
if advice.endswith("```"):
advice = advice[:-3]
if advice.startswith("##"):
advice = advice.lstrip("#").strip()
return advice.strip() or ""
def _find_marker(text: str) -> int | None:
"""Where the advice starts, or ``None`` if there is no marker.
The marker is matched case-insensitively and with the markdown
decoration the model might put around it - ``**ADVICE:**``,
``## ADVICE:`` - because the instruction asks for "ADVICE:" but the
model formats it its own way often enough to matter.
"""
match = re.search(r"^[\s#>\*]*advice\s*:[\s\*>]*", text,
re.IGNORECASE | re.MULTILINE)
if match:
return match.end()
return None
def generate_advice(run: dict, reading: dict, history: list[dict], *,
+22
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@@ -274,6 +274,28 @@ def test_a_reply_with_the_marker_is_kept_whole():
assert brew_advice._strip_reasoning(reply) == advice
def test_the_marker_is_found_however_the_model_formats_it():
"""The model formats the marker its own way often enough to matter.
The instruction asks for "ADVICE:", but the model writes
"**ADVICE:**", "## ADVICE:" or puts it in a code block. Each of
those has to extract the advice cleanly, with no leftover markdown.
"""
advice = "Warm it to 20C and wait."
for reply in (
f"ADVICE:\n{advice}",
f"**ADVICE:**\n{advice}",
f"## ADVICE:\n{advice}",
f"```\nADVICE:\n{advice}\n```",
f"**ADVICE:**\n```\n{advice}\n```",
f"advice:\n{advice}",
):
assert brew_advice._strip_reasoning(reply) == advice, (
f"the marker was not extracted cleanly from {reply!r}"
)
def test_a_reply_without_the_marker_is_used_as_it_stands():
"""The safe direction when the model does not use the marker.