feat(rag): steering notes — tune how Brain answers, stored in Postgres and injected into every system prompt
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"""Unit: steering notes (phase 15) — the <tuning> prompt section.
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Pure logic, no Postgres and no network: :func:`build_steering_section`
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(empty/one/many/budget-truncation), its placement in the HIGH and LOW
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prompts, and the ``plan_turn`` wiring (notes → prompt + ``tuning_count``).
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"""
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from __future__ import annotations
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import uuid
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import pytest
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from app.api import chat as chat_api
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from app.config import Settings
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from app.models import Document
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from app.rag.prompts import build_deflect_prompt, build_high_prompt, build_steering_section
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from app.rag.retriever import TRUNCATION_MARKER, RetrievedChunk
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def _settings() -> Settings:
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return Settings(_env_file=None, relevance_threshold=0.30) # pyright: ignore[reportCallIssue]
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def _doc(title: str, content: str) -> Document:
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return Document(
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id=uuid.uuid4(),
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source="Homelab",
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path=f"{title.lower().replace(' ', '-')}.md",
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full_path="/tmp/doc.md",
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title=title,
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content=content,
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content_hash="0" * 64,
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)
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def _chunk(doc: Document, score: float) -> RetrievedChunk:
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return RetrievedChunk(
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chunk_id=uuid.uuid4(),
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position=0,
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content=doc.content[:32],
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score=score,
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document=doc,
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cosine=score,
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)
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# ---------- build_steering_section ----------
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def test_steering_section_empty_when_no_notes() -> None:
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assert build_steering_section([]) == ""
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def test_steering_section_empty_when_notes_are_blank() -> None:
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assert build_steering_section(["", " ", "\n\t"]) == ""
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def test_steering_section_single_note_numbered() -> None:
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section = build_steering_section(["be more concise"])
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assert section.startswith("<tuning>\n")
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assert section.endswith("\n</tuning>")
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assert "1. be more concise" in section
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assert TRUNCATION_MARKER not in section
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def test_steering_section_trims_note_edges() -> None:
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section = build_steering_section([" be more concise "])
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assert "1. be more concise" in section
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assert "1. be more concise" not in section
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def test_steering_section_many_notes_numbered_in_order() -> None:
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section = build_steering_section(["alpha", "beta", "gamma"])
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assert "1. alpha" in section
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assert "2. beta" in section
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assert "3. gamma" in section
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assert section.index("1. alpha") < section.index("2. beta") < section.index("3. gamma")
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assert TRUNCATION_MARKER not in section
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def test_steering_section_budget_truncation_keeps_oldest_prefix_and_marker() -> None:
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# Each note is 300 chars; with a 600-char budget only note 1 fits, so
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# the oldest-fitting prefix is kept and the overflow is marked.
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notes = [f"note-{i} " + "x" * (300 - len(f"note-{i} ")) for i in range(3)]
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section = build_steering_section(notes, max_chars=600)
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assert TRUNCATION_MARKER in section
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assert len(section) <= 600
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assert "1. note-0" in section
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assert "note-1" not in section
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assert "note-2" not in section
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# The marker comes last, after the kept notes.
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assert section.index("1. note-0") < section.index(TRUNCATION_MARKER)
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def test_steering_section_fits_budget_exactly_when_all_notes_fit() -> None:
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section = build_steering_section(["a", "b", "c"], max_chars=10_000)
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assert TRUNCATION_MARKER not in section
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assert len(section) <= 10_000
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def test_steering_section_default_budget_from_settings(monkeypatch: pytest.MonkeyPatch) -> None:
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from app.rag import prompts as prompts_mod
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monkeypatch.setattr(
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prompts_mod, "get_settings", lambda: Settings(_env_file=None) # pyright: ignore[reportCallIssue]
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)
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# 5 notes of 2000 chars (the API max) = 10k+ chars > the 8000 default.
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notes = [f"note-{i} " + "y" * (2000 - len(f"note-{i} ")) for i in range(5)]
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section = build_steering_section(notes)
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assert TRUNCATION_MARKER in section
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assert len(section) <= 8_000
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def test_steering_section_nonpositive_budget_is_empty() -> None:
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assert build_steering_section(["be concise"], max_chars=0) == ""
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assert build_steering_section(["be concise"], max_chars=-10) == ""
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def test_steering_section_tiny_budget_never_exceeds_cap() -> None:
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# Pathological budget: the section must never exceed the cap — bare
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# marker when it fits, no section at all when even that doesn't.
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assert len(build_steering_section(["a" * 500], max_chars=10)) <= 10
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fits_marker = build_steering_section(["a" * 500], max_chars=len(TRUNCATION_MARKER))
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assert fits_marker == TRUNCATION_MARKER
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# ---------- prompt placement (both modes) ----------
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def test_high_prompt_steering_sits_between_relevance_and_documents() -> None:
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doc = _doc("Kubernetes Homelab Cluster", "TALOS_DOC_CONTENT")
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prompt = build_high_prompt([doc], notes=["be concise"])
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i_rel = prompt.index("<relevance>HIGH</relevance>")
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i_open = prompt.index("<tuning>")
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i_close = prompt.index("</tuning>")
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i_docs = prompt.index("<documents>")
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assert i_rel < i_open < i_close < i_docs
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assert "1. be concise" in prompt
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assert "TALOS_DOC_CONTENT" in prompt # documents still full
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def test_deflect_prompt_steering_sits_between_relevance_and_deflect_mode() -> None:
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prompt = build_deflect_prompt(["Title A", "Title B"], notes=["be concise", "cite paths"])
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i_rel = prompt.index("<relevance>LOW</relevance>")
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i_open = prompt.index("<tuning>")
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i_close = prompt.index("</tuning>")
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i_mode = prompt.index("DEFLECT_MODE")
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assert i_rel < i_open < i_close < i_mode
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assert "1. be concise" in prompt
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assert "2. cite paths" in prompt
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assert "- Title A" in prompt # weak-hit titles still carried
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assert "DEFLECT_MODE" in prompt
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# ---------- plan_turn wiring (gate + steering, fake retriever rows) ----------
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def test_plan_turn_high_mode_injects_notes() -> None:
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doc = _doc("Kubernetes Homelab Cluster", "TALOS_DOC_SENT")
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plan = chat_api.plan_turn(
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[_chunk(doc, 0.90)], _settings(), notes=["be concise", "assume NixOS"]
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)
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assert plan.deflected is False
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assert plan.tuning_count == 2
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assert "<tuning>" in plan.system_prompt
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assert "1. be concise" in plan.system_prompt
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assert "2. assume NixOS" in plan.system_prompt
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assert "<relevance>HIGH</relevance>" in plan.system_prompt
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assert "TALOS_DOC_SENT" in plan.system_prompt
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def test_plan_turn_low_mode_injects_notes() -> None:
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doc = _doc("Kubernetes Homelab Cluster", "TALOS_DOC_NEVER_SENT")
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plan = chat_api.plan_turn(
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[_chunk(doc, 0.10)], _settings(), notes=["be concise"]
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)
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assert plan.deflected is True
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assert plan.tuning_count == 1
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assert "DEFLECT_MODE" in plan.system_prompt
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assert "<tuning>" in plan.system_prompt
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assert "1. be concise" in plan.system_prompt
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assert "TALOS_DOC_NEVER_SENT" not in plan.system_prompt # titles only, still
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def test_plan_turn_without_notes_has_no_tuning_section() -> None:
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doc = _doc("Kubernetes Homelab Cluster", "TALOS_DOC_SENT")
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for chunks in (
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[_chunk(doc, 0.90)], # HIGH
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[_chunk(doc, 0.10)], # LOW
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):
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plan = chat_api.plan_turn(chunks, _settings())
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assert plan.tuning_count == 0
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assert "<tuning>" not in plan.system_prompt
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