diff --git a/fusion_accounting_bank_rec/__manifest__.py b/fusion_accounting_bank_rec/__manifest__.py
index 82ac868c..bceaa881 100644
--- a/fusion_accounting_bank_rec/__manifest__.py
+++ b/fusion_accounting_bank_rec/__manifest__.py
@@ -1,6 +1,6 @@
 {
     'name': 'Fusion Accounting — Bank Reconciliation',
-    'version': '19.0.1.0.0',
+    'version': '19.0.1.0.1',
     'category': 'Accounting/Accounting',
     'sequence': 28,
     'summary': 'Native V19 bank reconciliation widget with AI confidence scoring + behavioural learning.',
diff --git a/fusion_accounting_bank_rec/models/__init__.py b/fusion_accounting_bank_rec/models/__init__.py
index e69de29b..e8bf5bcf 100644
--- a/fusion_accounting_bank_rec/models/__init__.py
+++ b/fusion_accounting_bank_rec/models/__init__.py
@@ -0,0 +1,2 @@
+from . import fusion_reconcile_pattern
+from . import fusion_reconcile_precedent
diff --git a/fusion_accounting_bank_rec/models/fusion_reconcile_pattern.py b/fusion_accounting_bank_rec/models/fusion_reconcile_pattern.py
new file mode 100644
index 00000000..65dcb7e8
--- /dev/null
+++ b/fusion_accounting_bank_rec/models/fusion_reconcile_pattern.py
@@ -0,0 +1,55 @@
+"""Per-partner bank reconciliation pattern aggregate.
+
+One row per (company_id, partner_id). Continuously summarises HOW this
+partner gets reconciled. Recomputed nightly via cron from the precedent
+table. Used as a feature input to confidence_scoring.
+"""
+
+from odoo import fields, models
+
+
+class FusionReconcilePattern(models.Model):
+    _name = "fusion.reconcile.pattern"
+    _description = "Per-partner bank reconciliation pattern aggregate"
+    _rec_name = "partner_id"
+
+    company_id = fields.Many2one('res.company', required=True, index=True,
+                                   default=lambda self: self.env.company)
+    partner_id = fields.Many2one('res.partner', required=True, index=True)
+
+    # Volume + cadence
+    reconcile_count = fields.Integer(default=0,
+        help="Total past reconciles for this partner")
+    typical_amount_range = fields.Char(
+        help="e.g. '$1,200 – $2,400 (median $1,847.50)'")
+    typical_cadence_days = fields.Float(
+        help="Mean inter-reconcile days")
+    typical_day_of_month = fields.Char(
+        help="e.g. '1st, 15th'")
+
+    # Matching strategy used historically
+    pref_strategy = fields.Selection([
+        ('exact_amount', 'Exact-amount-first'),
+        ('fifo', 'FIFO oldest-due-first'),
+        ('multi_invoice', 'Multi-invoice consolidation'),
+        ('cherry_pick', 'Cherry-pick specific invoices'),
+    ])
+    pref_account_id = fields.Many2one('account.account',
+        help="Most-used target account")
+
+    # Memo signature
+    common_memo_tokens = fields.Char(
+        help="Comma-separated tokens that appear in ≥30% of past reconciles")
+
+    # Tax + write-off habits
+    common_writeoff_account_id = fields.Many2one('account.account')
+    common_writeoff_tax_id = fields.Many2one('account.tax')
+    typical_writeoff_amount = fields.Float(
+        help="e.g. 0.05 for rounding diffs")
+
+    last_refreshed_at = fields.Datetime()
+
+    _uniq_company_partner = models.Constraint(
+        'unique(company_id, partner_id)',
+        'One pattern row per (company, partner) — already exists.',
+    )
diff --git a/fusion_accounting_bank_rec/models/fusion_reconcile_precedent.py b/fusion_accounting_bank_rec/models/fusion_reconcile_precedent.py
new file mode 100644
index 00000000..b7f25671
--- /dev/null
+++ b/fusion_accounting_bank_rec/models/fusion_reconcile_precedent.py
@@ -0,0 +1,49 @@
+"""Per-historical-decision reconciliation memory.
+
+One row per past reconciliation. Holds the full feature vector + outcome,
+used by precedent_lookup for K-nearest-neighbour search when scoring a
+new bank line.
+"""
+
+from odoo import fields, models
+
+
+class FusionReconcilePrecedent(models.Model):
+    _name = "fusion.reconcile.precedent"
+    _description = "Historical bank reconciliation decision (memory)"
+    _order = "reconciled_at desc, id desc"
+
+    company_id = fields.Many2one('res.company', required=True, index=True,
+                                   default=lambda self: self.env.company)
+    partner_id = fields.Many2one('res.partner', index=True)
+
+    # Bank line features (the "input")
+    amount = fields.Monetary(currency_field='currency_id')
+    currency_id = fields.Many2one('res.currency')
+    date = fields.Date()
+    memo_tokens = fields.Char(
+        help="Comma-separated normalized memo tokens (output of memo_tokenizer)")
+    journal_id = fields.Many2one('account.journal')
+
+    # Outcome (the "decision made")
+    matched_move_line_count = fields.Integer(
+        help="1 = exact, 2-3 = consolidation, etc.")
+    matched_account_ids = fields.Char(
+        help="Comma-separated account.account IDs that were matched against")
+    matched_invoice_ages_days = fields.Char(
+        help="Comma-separated days-old at reconcile time, e.g. '12, 45, 78'")
+    write_off_amount = fields.Float()
+    write_off_account_id = fields.Many2one('account.account')
+    exchange_diff = fields.Boolean()
+
+    # Provenance
+    reconciler_user_id = fields.Many2one('res.users')
+    reconciled_at = fields.Datetime()
+    source = fields.Selection([
+        ('historical_bootstrap', 'Imported from history'),
+        ('manual', 'Manual reconcile via fusion'),
+        ('ai_accepted', 'AI suggestion accepted'),
+        ('auto_rule', 'account.reconcile.model auto-fired'),
+    ], required=True)
+
+    # No uniqueness constraint — multiple reconciles can share features
diff --git a/fusion_accounting_bank_rec/security/ir.model.access.csv b/fusion_accounting_bank_rec/security/ir.model.access.csv
index 97dd8b91..62975dd9 100644
--- a/fusion_accounting_bank_rec/security/ir.model.access.csv
+++ b/fusion_accounting_bank_rec/security/ir.model.access.csv
@@ -1 +1,5 @@
 id,name,model_id:id,group_id:id,perm_read,perm_write,perm_create,perm_unlink
+access_fusion_reconcile_pattern_user,pattern user,model_fusion_reconcile_pattern,fusion_accounting_core.group_fusion_accounting_user,1,0,0,0
+access_fusion_reconcile_pattern_admin,pattern admin,model_fusion_reconcile_pattern,fusion_accounting_core.group_fusion_accounting_admin,1,1,1,1
+access_fusion_reconcile_precedent_user,precedent user,model_fusion_reconcile_precedent,fusion_accounting_core.group_fusion_accounting_user,1,0,0,0
+access_fusion_reconcile_precedent_admin,precedent admin,model_fusion_reconcile_precedent,fusion_accounting_core.group_fusion_accounting_admin,1,1,1,1