feat(rag): lite-generated KB overview in the system prompt — stored single row, regenerated on import, <knowledge_base> section in HIGH+LOW prompts
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"""kb_overview: single-row, lite-generated knowledge-base outline
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Revision ID: 0005
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Revises: 0004
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Create Date: 2026-08-25
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Phase 31 (kb-overview-prompt story, A13 — one additive, reversible table,
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no other schema change):
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* ``kb_overview`` — a **single-row** table (``id INTEGER PK DEFAULT 1``)
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holding a plain-text outline of the knowledge base's basic categories,
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generated by the aipi ``lite`` model (phase 30's ``LLMClient.chat``)
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whenever an import changes the KB. Chat turns only *read* the row (one
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indexed PK lookup) and inject it into the system prompt as the
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``<knowledge_base>`` section, so the agent knows roughly what the KB
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contains before retrieval returns documents. ``content`` defaults to the
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empty string — no row / empty row means the prompts are byte-identical
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to the pre-phase text (phase 15 convention); ``updated_at`` is stamped
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server-side on every upsert.
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"""
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from __future__ import annotations
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import sqlalchemy as sa
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from alembic import op
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revision = "0005"
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down_revision = "0004"
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branch_labels = None
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depends_on = None
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def upgrade() -> None:
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op.create_table(
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"kb_overview",
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sa.Column("id", sa.Integer(), primary_key=True, server_default=sa.text("1")),
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sa.Column("content", sa.Text(), nullable=False, server_default=sa.text("''")),
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sa.Column(
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"updated_at",
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sa.DateTime(timezone=True),
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nullable=False,
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server_default=sa.func.now(),
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),
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)
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def downgrade() -> None:
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op.drop_table("kb_overview")
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