Knowledge, notes, memory and skills, and a harness to make them used
Four places a model can reach for, differing in who writes a record and how it gets in front of the model. **Knowledge** is uploaded by a person and searched by the model. It goes through `services/files.py:prepare` — the same pipeline as a chat attachment — so the same PDF produces the same text whichever way it arrived, and `Document` carries the same content columns as `Attachment` for the same reason. **Notes** are written by the model and edited by you. Too long to inject, so they are searched. **Memory** is short facts, and every one of them goes into every request. That single decision is where the rest of its design comes from: records are capped short, the block has a budget, there is no search tool because the model is already looking at them, and they are not shareable — a record about a person is not content to hand round. **Skills** are saved procedures. Only the name and description are injected; the body is fetched when the model decides one applies, which is what makes a hundred skills affordable. A model may write and revise its own — the safety story is not a gate but a record: every revision is kept, attributed and revertible. A model that has just read a hostile page can save a skill that outlives the conversation, and the honest mitigation is that it is visible and undoable rather than that it was prevented. **The harness** is why any of it gets used. A model handed a tools array ignores it and answers from recall, because nothing in the request suggests otherwise. `services/harness.py` assembles a preamble from what this chat actually has: when to reach for each tool, the memories, the skill index. This is an exception to "system prompts are precedence, not concatenation", and a deliberate one. That rule governs the three *authored* layers and is untouched — exactly one still wins. The harness is a different axis: it describes the machinery rather than the behaviour, nobody authored it, and there is nothing for it to disagree with. It is prepended to whichever authored prompt won, in one system message, since several endpoints reject a second. Supporting changes: - **Sharing**, in one helper. `visible_to()` is the only definition of who can see a library item and every listing and tool goes through it. Sharing grants *reading*; two people editing one note with no history and no merge is worse than copying it. **Administrators do not bypass this** — they bypass permissions elsewhere because an admin can grant themselves those anyway, but reading somebody's private notes is a different act. - **FTS5**, created by `db/migrations.py:ensure_fts` with the triggers an external-content index needs. Idempotent, like the column sync beside it. Terms are ANDed and then ORed: the caller is usually a model writing a whole question, and requiring every word loses the match on one absent term. - **The attach button is a menu** — file, image, a web page, or a document from the library. Attaching a document copies it, because history must not change when a document is edited later. - **A URL fetcher with an SSRF guard.** This server can reach the router, the other services on the box and LLeMbas itself, and the address can come from a model. Private ranges are refused *after resolution* and redirects are followed by hand so every hop is checked. An admin can open it deliberately. - **Model capabilities split** into protocol support and a toggle per built-in tool. Rows predating the split have no `tool_*` keys, and absent counts as on when `tools` is on — otherwise an upgrade silently takes web search away from every model already configured for it. Also fixes the test fixture, which built the schema with `create_all` and so ran against a database without the FTS tables production has; it now runs `sync_schema`, the same path startup takes. 430 tests, ruff clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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"""The four stores: ingestion, search, memory limits, skill history."""
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from __future__ import annotations
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import pytest
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from sqlalchemy import text
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from lembas.db.migrations import ensure_fts
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from lembas.db.models import AUTHOR_MODEL, Attachment, Document, User
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from lembas.db.session import get_engine
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from lembas.security.passwords import hash_password
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from lembas.services import files as files_service
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from lembas.services.library import documents as documents_service
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from lembas.services.library import memories as memories_service
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from lembas.services.library import notes as notes_service
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from lembas.services.library import skills as skills_service
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from lembas.services.library.fts import fts_query
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@pytest.fixture
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def owner(db):
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user = User(name="Frodo", email="f@shire.test", password_hash=hash_password("x"))
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db.add(user)
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db.commit()
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return user
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# --- The index ---------------------------------------------------------------
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def test_ensure_fts_is_idempotent():
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"""It runs at every startup, like the column sync beside it."""
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assert ensure_fts(get_engine()) == []
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assert ensure_fts(get_engine()) == []
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def test_the_query_builder_survives_punctuation():
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"""FTS5 MATCH has operators and a quoting rule, so a bare quote or asterisk
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is a syntax error rather than a search that finds nothing."""
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assert fts_query('what "is" a mallorn?') == '"what" AND "is" AND "a" AND "mallorn"'
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assert fts_query("a AND b OR NEAR *") == '"a" AND "AND" AND "b" AND "OR" AND "NEAR"'
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assert fts_query(" ") == ""
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assert fts_query("!!!") == ""
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def test_editing_moves_a_note_in_the_index(db, owner):
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"""The triggers are what keep an external-content index correct."""
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note = notes_service.create(db, owner=owner, title="Tree", body="A golden tree.")
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assert notes_service.search(db, owner, "golden")
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notes_service.update(db, note, body="A silver tree.")
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assert notes_service.search(db, owner, "golden") == []
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assert notes_service.search(db, owner, "silver")
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def test_a_deleted_note_leaves_the_index(db, owner):
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note = notes_service.create(db, owner=owner, title="Tree", body="A golden tree.")
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notes_service.delete(db, note)
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assert notes_service.search(db, owner, "golden") == []
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def test_the_description_is_searched_as_well_as_the_contents(db, owner):
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"""A line of description is how somebody makes a document findable when its
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own words do not include the term."""
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document = documents_service.store_upload(
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db, owner=owner, payload=b"Opaque contents.", filename="a.txt", title="A"
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)
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document.description = "Everything about invoicing."
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db.commit()
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assert documents_service.search(db, owner, "invoicing")
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def test_a_natural_language_question_still_finds_the_document(db, owner):
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"""The caller is usually a model, which asks "who built the west gate of
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Moria and what is its password" rather than "moria gate". Requiring every
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term would lose the match on one absent word."""
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documents_service.store_upload(
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db,
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owner=owner,
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payload=b"The west gate of Moria was built by Narvi. The password is mellon.",
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filename="gate.txt",
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title="Moria gate",
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)
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found = documents_service.search(
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db, owner, "who built the west gate of Moria and what is its password"
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)
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assert [d.title for d in found] == ["Moria gate"]
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def test_requiring_every_term_still_wins_when_it_can(db, owner):
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"""AND first, so a document matching all the words beats one matching some."""
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documents_service.store_upload(
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db, owner=owner, payload=b"Golden mallorn trees of Lothlorien.", filename="a.txt",
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title="Both",
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)
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documents_service.store_upload(
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db, owner=owner, payload=b"Golden light on the water.", filename="b.txt", title="One",
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)
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found = documents_service.search(db, owner, "golden mallorn")
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assert [d.title for d in found] == ["Both"]
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def test_a_broken_index_does_not_break_the_page(db, owner):
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"""Search degrading to "finds nothing" is bad; a 500 on the library page is
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worse, and a failed statement otherwise poisons the whole session."""
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notes_service.create(db, owner=owner, title="Tree", body="Golden.")
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db.execute(text("DROP TABLE notes_fts"))
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db.commit()
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assert notes_service.search(db, owner, "golden") == []
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# The session must still be usable afterwards.
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assert notes_service.recent(db, owner)
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# --- Ingestion ---------------------------------------------------------------
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def test_a_document_and_an_attachment_extract_identically(db, owner):
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"""Both go through files.prepare, which is what guarantees the same file
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produces the same text whichever way it arrived."""
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payload = b"# Waybread\n\nOne bite is enough."
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document = documents_service.store_upload(
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db, owner=owner, payload=payload, filename="lembas.md"
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)
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attachment = files_service.store(
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db, user_id=owner.id, chat_id=None, payload=payload, filename="lembas.md"
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)
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assert document.extracted_text == attachment.extracted_text
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assert document.kind == attachment.kind
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def test_a_document_keeps_its_own_file(db, owner):
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document = documents_service.store_upload(
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db, owner=owner, payload=b"hello", filename="a.txt"
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)
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path = documents_service.stored_path(document.stored_name)
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assert path is not None and path.read_bytes() == b"hello"
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def test_the_library_path_check_refuses_an_escape(db):
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"""Same resolve-and-check as chat attachments, against a different root."""
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assert documents_service.stored_path("../../etc/passwd") is None
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assert documents_service.stored_path("") is None
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assert documents_service.stored_path(".hidden") is None
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def test_attaching_a_document_copies_it(db, owner):
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"""History must not change under a conversation because a document was
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edited or deleted later."""
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document = documents_service.store_upload(
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db, owner=owner, payload=b"The ring is round.", filename="ring.txt"
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)
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attachment = files_service.copy_document(
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db, user_id=owner.id, chat_id=None, document=document
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)
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documents_service.delete(db, document)
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db.refresh(attachment)
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assert attachment.extracted_text == "The ring is round."
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assert files_service.stored_path(attachment.stored_name) is not None
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assert db.get(Document, document.id) is None
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assert db.get(Attachment, attachment.id) is not None
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# --- Memory ------------------------------------------------------------------
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def test_a_memory_is_trimmed_rather_than_refused(db, owner):
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"""A tool that writes an essay is told so and can put the long version in a
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note; failing the write would just lose it."""
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memory = memories_service.add(db, owner=owner, content="x" * 5000)
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assert len(memory.content) == memories_service.MAX_MEMORY_CHARS
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def test_an_empty_memory_is_refused(db, owner):
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with pytest.raises(ValueError):
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memories_service.add(db, owner=owner, content=" ")
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def test_memory_whitespace_is_collapsed(db, owner):
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memory = memories_service.add(db, owner=owner, content=" two\n\nlines ")
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assert memory.content == "two lines"
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def test_the_injected_block_is_bounded(db, owner):
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"""Every memory costs tokens on every request, so the block has a ceiling.
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Nothing disappears -- the full list is still in settings."""
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for index in range(200):
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memories_service.add(db, owner=owner, content=f"Fact number {index}. " + "x" * 200)
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block = memories_service.block(db, owner)
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assert len(block) < memories_service.MAX_TOTAL_CHARS + 200
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assert "more, see your settings" in block
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def test_the_oldest_memories_survive_truncation(db, owner):
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"""A fact that has lasted is likelier to be a standing preference than
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something said once this morning."""
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memories_service.add(db, owner=owner, content="The oldest fact.")
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for index in range(100):
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memories_service.add(db, owner=owner, content=f"Later fact {index}. " + "y" * 200)
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assert "The oldest fact." in memories_service.block(db, owner)
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def test_there_is_a_hard_ceiling_on_records(db, owner, monkeypatch):
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monkeypatch.setattr(memories_service, "MAX_RECORDS", 3)
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for index in range(3):
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memories_service.add(db, owner=owner, content=f"Fact {index}")
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with pytest.raises(ValueError, match="note instead"):
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memories_service.add(db, owner=owner, content="One too many")
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def test_memory_block_of_nobody_is_empty(db):
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assert memories_service.block(db, None) == ""
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# --- Skills ------------------------------------------------------------------
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def test_a_skill_name_is_slugified(db, owner):
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skill = skills_service.create(
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db, owner=owner, name="Weekly Report!", description="When asked.", body="x"
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)
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assert skill.name == "weekly-report"
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def test_a_skill_needs_a_description(db, owner):
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"""It is the only thing the model sees until it opens the skill."""
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with pytest.raises(skills_service.SkillError, match="when to use it"):
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skills_service.create(db, owner=owner, name="thing", description=" ", body="x")
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def test_a_duplicate_name_is_refused(db, owner):
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skills_service.create(db, owner=owner, name="report", description="When.", body="x")
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with pytest.raises(skills_service.SkillError, match="already exists"):
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skills_service.create(db, owner=owner, name="report", description="When.", body="y")
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def test_every_edit_keeps_what_was_there(db, owner):
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"""The whole safety story for a model rewriting its own instructions."""
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skill = skills_service.create(
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db, owner=owner, name="report", description="When.", body="First."
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)
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skills_service.update(db, skill, body="Second.", author=AUTHOR_MODEL)
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db.refresh(skill)
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assert skill.body == "Second."
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assert skill.author == AUTHOR_MODEL
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assert [r.body for r in skill.revisions] == ["First."]
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def test_an_edit_that_changes_nothing_writes_no_revision(db, owner):
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skill = skills_service.create(
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db, owner=owner, name="report", description="When.", body="First."
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)
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skills_service.update(db, skill, body="First.", description="When.")
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db.refresh(skill)
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assert skill.revisions == []
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def test_reverting_restores_and_is_itself_undoable(db, owner):
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skill = skills_service.create(
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db, owner=owner, name="report", description="When.", body="First."
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)
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skills_service.update(db, skill, body="Second.", author=AUTHOR_MODEL)
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db.refresh(skill)
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skills_service.revert(db, skill, skill.revisions[-1], author="user")
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db.refresh(skill)
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assert skill.body == "First."
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# Going back is undoable too: the state before the revert was kept.
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assert "Second." in [r.body for r in skill.revisions]
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def test_the_index_lists_only_enabled_skills(db, owner):
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skills_service.create(db, owner=owner, name="on", description="Use me.", body="x")
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off = skills_service.create(db, owner=owner, name="off", description="Not me.", body="x")
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skills_service.update(db, off, enabled=False)
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index = skills_service.index_block(db, owner)
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assert "on: Use me." in index
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assert "off" not in index
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def test_the_index_is_name_and_description_only(db, owner):
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"""Bodies are fetched with skill_get; injecting them is what makes a hundred
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skills unaffordable."""
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skills_service.create(
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db, owner=owner, name="report", description="When asked.", body="SECRET STEPS"
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)
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assert "SECRET STEPS" not in skills_service.index_block(db, owner)
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def test_a_skill_is_found_by_the_name_a_model_would_use(db, owner):
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skills_service.create(db, owner=owner, name="weekly-report", description="W.", body="x")
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assert skills_service.by_name(db, "Weekly Report", owner) is not None
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assert skills_service.by_name(db, "nope", owner) is None
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