checkpoint: matrix-agent-validated (2026-04-25)

Architectural snapshot of the lakehouse codebase at the point where the
full matrix-driven agent loop with Mem0 versioning + deletion was
validated end-to-end.

WHAT THIS REPO IS
A clean single-commit snapshot of the lakehouse code. Heavy test data
(.parquet datasets, vector indexes) excluded — see REPLICATION.md for
regen path. Full lakehouse history at git.agentview.dev/profit/lakehouse.

WHAT WAS PROVEN
- Vector retrieval across multi-corpora matrix (chicago_permits + entity
  briefs + sec_tickers + distilled procedural + llm_team runs)
- Observer hand-review (cloud + heuristic fallback) gating each candidate
- Local-model agent loop (qwen3.5:latest) with tool use + scratchpad
- Playbook seal on success → next-iter retrieval surfaces it as preamble
- Mem0 versioning + deletion in pathway_memory:
    * UPSERT: ADD on new workflow, UPDATE bumps replay_count on identical
    * REVISE: chains versions, parent.superseded_at + superseded_by stamped
    * RETIRE: marks specific trace retired with reason, excluded from retrieval
    * HISTORY: walks chain root→tip, cycle-safe

KEY DIRECTORIES
- crates/vectord/src/pathway_memory.rs — Mem0 ops live here
- crates/vectord/src/playbook_memory.rs — original Mem0 reference
- tests/agent_test/ — local-model agent harness + PRD + session archives
- scripts/dump_raw_corpus.sh — MinIO bucket dump (raw test corpus)
- scripts/vectorize_raw_corpus.ts — corpus → vector indexes
- scripts/analyze_chicago_contracts.ts — real inference pipeline
- scripts/seal_agent_playbook.ts — Mem0 upsert from agent traces

Replication: see REPLICATION.md for Debian 13 clean install + cloud-only
adaptation (no local Ollama).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
profit
2026-04-25 19:43:27 -05:00
co-authored by Claude Opus 4.7
commit ac01fffd9a
325 changed files with 82720 additions and 0 deletions
+126
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@@ -0,0 +1,126 @@
{
"count": 20,
"seed": 42,
"scenarios": [
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"file": "scen_000_Heritage_Foods_Indianapolis.json",
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"events": 5
},
{
"file": "scen_001_Great_Lakes_Mfg_Madison.json",
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},
{
"file": "scen_002_Vanguard_Components_Lexington.json",
"client": "Vanguard Components",
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},
{
"file": "scen_003_Cornerstone_Fabrication_Fort_Wayne.json",
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},
{
"file": "scen_004_Horizon_Supply_Louisville.json",
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{
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{
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},
{
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{
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},
{
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"city": "Fort Wayne",
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},
{
"file": "scen_010_Keystone_Plastics_Lexington.json",
"client": "Keystone Plastics",
"city": "Lexington",
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},
{
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},
{
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"city": "Gary",
"events": 3
},
{
"file": "scen_013_Riverfront_Steel_Columbus.json",
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"events": 3
},
{
"file": "scen_014_Keystone_Plastics_Cincinnati.json",
"client": "Keystone Plastics",
"city": "Cincinnati",
"events": 2
},
{
"file": "scen_015_Beacon_Freight_Detroit.json",
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},
{
"file": "scen_016_Parallel_Machining_Grand_Rapids.json",
"client": "Parallel Machining",
"city": "Grand Rapids",
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},
{
"file": "scen_017_Parallel_Machining_Gary.json",
"client": "Parallel Machining",
"city": "Gary",
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},
{
"file": "scen_018_Cornerstone_Fabrication_Louisville.json",
"client": "Cornerstone Fabrication",
"city": "Louisville",
"events": 5
},
{
"file": "scen_019_Summit_Industrial_Kansas_City.json",
"client": "Summit Industrial",
"city": "Kansas City",
"events": 2
}
]
}
@@ -0,0 +1,66 @@
{
"client": "Riverline Logistics — Nashville Downtown Build-Out",
"date": "2026-05-05",
"contract": {
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"scenario_note": "Skilled welding for downtown structural assembly. Prefer local (in 75mi). Contract pays up to $32/hr + $4/hr local bonus. Fill is paramount — the contract is worth $180K total, broken = penalty."
},
{
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"state": "TN",
"shift_start": "08:30 AM",
"scenario_note": "Warehouse packaging on-site for the same project. 6 workers preferred Nashville-local; out-of-area acceptable if local pool is exhausted. Respect budget."
},
{
"kind": "baseline_fill",
"at": "09:00",
"role": "Shipping Clerk",
"count": 2,
"city": "Nashville",
"state": "TN",
"shift_start": "09:00 AM",
"scenario_note": "Administrative/shipping coordination role. Two clerks needed; tightening the load on packaging team."
},
{
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"shift_start": "13:00 PM",
"deadline": "15:00",
"scenario_note": "A subcontractor just dropped out — need 2 more Welders by 3pm. Use cloud rescue path if Nashville supply is exhausted; pivot to within-radius first (if any in 75mi), then budget-permitting out-of-area."
},
{
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"replaces_event": "08:30",
"scenario_note": "One packager no-showed. Single refill. Any Nashville-area candidate, budget already covered."
}
]
}
@@ -0,0 +1,43 @@
{
"client": "Great Lakes Mfg",
"date": "2026-04-21",
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{
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},
{
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"shift_start": "13:30 AM",
"replaces_event": "13:00"
}
]
}
@@ -0,0 +1,24 @@
{
"client": "Parallel Machining",
"date": "2026-04-22",
"events": [
{
"kind": "baseline_fill",
"at": "10:00",
"role": "Machine Operator",
"count": 2,
"city": "Joliet",
"state": "IL",
"shift_start": "10:00 AM"
},
{
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"at": "09:30",
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"count": 2,
"city": "Joliet",
"state": "IL",
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}
]
}
@@ -0,0 +1,33 @@
{
"client": "Summit Industrial",
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{
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{
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"city": "Cincinnati",
"state": "OH",
"shift_start": "13:00 AM"
}
]
}
@@ -0,0 +1,15 @@
{
"client": "Pioneer Assembly",
"date": "2026-04-24",
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{
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"city": "Chicago",
"state": "IL",
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}
]
}
@@ -0,0 +1,24 @@
{
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{
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"state": "OH",
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{
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"city": "Columbus",
"state": "OH",
"shift_start": "13:00 AM"
}
]
}
@@ -0,0 +1,33 @@
{
"client": "Apex Warehouse",
"date": "2026-04-26",
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{
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{
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{
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"role": "Machine Operator",
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"city": "Cleveland",
"state": "OH",
"shift_start": "14:30 AM"
}
]
}
@@ -0,0 +1,52 @@
{
"client": "Pioneer Assembly",
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"events": [
{
"kind": "baseline_fill",
"at": "13:30",
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{
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@@ -0,0 +1,34 @@
{
"client": "Riverfront Steel",
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{
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}
@@ -0,0 +1,43 @@
{
"client": "Northland Logistics",
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}
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@@ -0,0 +1,33 @@
{
"client": "Parallel Machining",
"date": "2026-04-30",
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{
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"city": "Flint",
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"shift_start": "16:00 AM"
},
{
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"city": "Flint",
"state": "MI",
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{
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"role": "Packer",
"count": 3,
"city": "Flint",
"state": "MI",
"shift_start": "12:30 AM"
}
]
}
@@ -0,0 +1,24 @@
{
"client": "Northland Logistics",
"date": "2026-05-01",
"events": [
{
"kind": "baseline_fill",
"at": "15:00",
"role": "Shipping Clerk",
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"city": "Chicago",
"state": "IL",
"shift_start": "15:00 AM"
},
{
"kind": "expansion",
"at": "10:00",
"role": "Warehouse Associate",
"count": 2,
"city": "Chicago",
"state": "IL",
"shift_start": "10:00 AM"
}
]
}
@@ -0,0 +1,33 @@
{
"client": "Heritage Foods",
"date": "2026-05-02",
"events": [
{
"kind": "baseline_fill",
"at": "10:00",
"role": "Receiving Clerk",
"count": 3,
"city": "Flint",
"state": "MI",
"shift_start": "10:00 AM"
},
{
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"at": "14:30",
"role": "Shipping Clerk",
"count": 4,
"city": "Flint",
"state": "MI",
"shift_start": "14:30 AM"
},
{
"kind": "emergency",
"at": "08:30",
"role": "Assembler",
"count": 3,
"city": "Flint",
"state": "MI",
"shift_start": "08:30 AM"
}
]
}
@@ -0,0 +1,33 @@
{
"client": "Parallel Machining",
"date": "2026-05-03",
"events": [
{
"kind": "baseline_fill",
"at": "08:00",
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"city": "Kansas City",
"state": "MO",
"shift_start": "08:00 AM"
},
{
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"at": "11:30",
"role": "Material Handler",
"count": 2,
"city": "Kansas City",
"state": "MO",
"shift_start": "11:30 AM"
},
{
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"at": "09:00",
"role": "Warehouse Associate",
"count": 5,
"city": "Kansas City",
"state": "MO",
"shift_start": "09:00 AM"
}
]
}
@@ -0,0 +1,33 @@
{
"client": "Horizon Supply",
"date": "2026-05-04",
"events": [
{
"kind": "baseline_fill",
"at": "11:00",
"role": "Forklift Operator",
"count": 1,
"city": "Flint",
"state": "MI",
"shift_start": "11:00 AM"
},
{
"kind": "recurring",
"at": "10:30",
"role": "CNC Operator",
"count": 1,
"city": "Flint",
"state": "MI",
"shift_start": "10:30 AM"
},
{
"kind": "emergency",
"at": "16:30",
"role": "Receiving Clerk",
"count": 3,
"city": "Flint",
"state": "MI",
"shift_start": "16:30 AM"
}
]
}
@@ -0,0 +1,42 @@
{
"client": "Midway Distribution",
"date": "2026-05-05",
"events": [
{
"kind": "baseline_fill",
"at": "16:00",
"role": "Assembler",
"count": 2,
"city": "Indianapolis",
"state": "IN",
"shift_start": "16:00 AM"
},
{
"kind": "recurring",
"at": "17:30",
"role": "Loader",
"count": 2,
"city": "Indianapolis",
"state": "IN",
"shift_start": "17:30 AM"
},
{
"kind": "expansion",
"at": "10:30",
"role": "Packer",
"count": 5,
"city": "Indianapolis",
"state": "IN",
"shift_start": "10:30 AM"
},
{
"kind": "emergency",
"at": "12:00",
"role": "Loader",
"count": 4,
"city": "Indianapolis",
"state": "IN",
"shift_start": "12:00 AM"
}
]
}
@@ -0,0 +1,43 @@
{
"client": "Cornerstone Fabrication",
"date": "2026-05-06",
"events": [
{
"kind": "baseline_fill",
"at": "14:00",
"role": "Warehouse Associate",
"count": 2,
"city": "Kansas City",
"state": "MO",
"shift_start": "14:00 AM"
},
{
"kind": "recurring",
"at": "17:30",
"role": "Loader",
"count": 1,
"city": "Kansas City",
"state": "MO",
"shift_start": "17:30 AM"
},
{
"kind": "emergency",
"at": "12:00",
"role": "Packer",
"count": 3,
"city": "Kansas City",
"state": "MO",
"shift_start": "12:00 AM"
},
{
"kind": "misplacement",
"at": "16:30",
"role": "Assembler",
"count": 1,
"city": "Kansas City",
"state": "MO",
"shift_start": "16:30 AM",
"replaces_event": "14:00"
}
]
}
@@ -0,0 +1,43 @@
{
"client": "Riverfront Steel",
"date": "2026-05-07",
"events": [
{
"kind": "baseline_fill",
"at": "12:00",
"role": "Quality Tech",
"count": 3,
"city": "Columbus",
"state": "OH",
"shift_start": "12:00 AM"
},
{
"kind": "recurring",
"at": "09:30",
"role": "Machine Operator",
"count": 1,
"city": "Columbus",
"state": "OH",
"shift_start": "09:30 AM"
},
{
"kind": "emergency",
"at": "17:30",
"role": "Assembler",
"count": 3,
"city": "Columbus",
"state": "OH",
"shift_start": "17:30 AM"
},
{
"kind": "misplacement",
"at": "15:30",
"role": "Material Handler",
"count": 1,
"city": "Columbus",
"state": "OH",
"shift_start": "15:30 AM",
"replaces_event": "12:00"
}
]
}
@@ -0,0 +1,24 @@
{
"client": "Summit Industrial",
"date": "2026-05-08",
"events": [
{
"kind": "baseline_fill",
"at": "13:00",
"role": "Warehouse Associate",
"count": 1,
"city": "Detroit",
"state": "MI",
"shift_start": "13:00 AM"
},
{
"kind": "recurring",
"at": "10:30",
"role": "Material Handler",
"count": 1,
"city": "Detroit",
"state": "MI",
"shift_start": "10:30 AM"
}
]
}
@@ -0,0 +1,43 @@
{
"client": "Heritage Foods",
"date": "2026-05-09",
"events": [
{
"kind": "baseline_fill",
"at": "12:00",
"role": "Assembler",
"count": 1,
"city": "Cincinnati",
"state": "OH",
"shift_start": "12:00 AM"
},
{
"kind": "recurring",
"at": "17:30",
"role": "Welder",
"count": 1,
"city": "Cincinnati",
"state": "OH",
"shift_start": "17:30 AM"
},
{
"kind": "emergency",
"at": "13:30",
"role": "Material Handler",
"count": 2,
"city": "Cincinnati",
"state": "OH",
"shift_start": "13:30 AM"
},
{
"kind": "misplacement",
"at": "12:00",
"role": "Receiving Clerk",
"count": 1,
"city": "Cincinnati",
"state": "OH",
"shift_start": "12:00 AM",
"replaces_event": "12:00"
}
]
}
@@ -0,0 +1,34 @@
{
"client": "Midway Distribution",
"date": "2026-05-10",
"events": [
{
"kind": "baseline_fill",
"at": "11:00",
"role": "Machine Operator",
"count": 2,
"city": "Chicago",
"state": "IL",
"shift_start": "11:00 AM"
},
{
"kind": "expansion",
"at": "17:00",
"role": "Shipping Clerk",
"count": 2,
"city": "Chicago",
"state": "IL",
"shift_start": "17:00 AM"
},
{
"kind": "misplacement",
"at": "09:30",
"role": "Packer",
"count": 1,
"city": "Chicago",
"state": "IL",
"shift_start": "09:30 AM",
"replaces_event": "11:00"
}
]
}
@@ -0,0 +1,73 @@
{
"client": "Pioneer Assembly — Indianapolis Plant Expansion",
"date": "2026-04-24",
"contract": {
"deadline": "2026-05-26",
"budget_total_usd": 220000,
"budget_per_hour_max": 30,
"local_bonus_per_hour": 5,
"local_bonus_radius_mi": 60,
"fill_requirement": "paramount"
},
"staffer": {
"id": "S-001",
"name": "Maria Chen",
"tenure_months": 48,
"role": "senior",
"tool_level": "full"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:30",
"role": "Assembler",
"count": 6,
"city": "Indianapolis",
"state": "IN",
"shift_start": "07:30 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "recurring",
"at": "09:30",
"role": "Quality Tech",
"count": 2,
"city": "Indianapolis",
"state": "IN",
"shift_start": "09:30 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "expansion",
"at": "11:00",
"role": "Machine Operator",
"count": 5,
"city": "Indianapolis",
"state": "IN",
"shift_start": "11:00 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "emergency",
"at": "14:00",
"role": "Machine Operator",
"count": 3,
"deadline": "16:00",
"city": "Indianapolis",
"state": "IN",
"shift_start": "14:00 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "misplacement",
"at": "16:00",
"role": "Assembler",
"count": 1,
"replaces_event": "07:30",
"city": "Indianapolis",
"state": "IN",
"shift_start": "16:00 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-26, fill=paramount."
}
]
}
@@ -0,0 +1,62 @@
{
"client": "Midway Distribution — Joliet DC Ramp",
"date": "2026-04-23",
"contract": {
"deadline": "2026-05-12",
"budget_total_usd": 120000,
"budget_per_hour_max": 28,
"local_bonus_per_hour": 3,
"local_bonus_radius_mi": 50,
"fill_requirement": "preferred"
},
"staffer": {
"id": "S-001",
"name": "Maria Chen",
"tenure_months": 48,
"role": "senior",
"tool_level": "full"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Warehouse Associate",
"count": 5,
"city": "Joliet",
"state": "IL",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "recurring",
"at": "10:00",
"role": "Forklift Operator",
"count": 3,
"city": "Joliet",
"state": "IL",
"shift_start": "10:00 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "expansion",
"at": "12:30",
"role": "Picker",
"count": 4,
"city": "Joliet",
"state": "IL",
"shift_start": "12:30 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "misplacement",
"at": "15:00",
"role": "Forklift Operator",
"count": 1,
"replaces_event": "10:00",
"city": "Joliet",
"state": "IL",
"shift_start": "15:00 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-12, fill=preferred."
}
]
}
@@ -0,0 +1,73 @@
{
"client": "Riverline Logistics — Nashville Downtown Build-Out",
"date": "2026-04-22",
"contract": {
"deadline": "2026-05-19",
"budget_total_usd": 180000,
"budget_per_hour_max": 32,
"local_bonus_per_hour": 4,
"local_bonus_radius_mi": 75,
"fill_requirement": "paramount"
},
"staffer": {
"id": "S-001",
"name": "Maria Chen",
"tenure_months": 48,
"role": "senior",
"tool_level": "full"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Welder",
"count": 4,
"city": "Nashville",
"state": "TN",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "expansion",
"at": "08:30",
"role": "Packaging Operator",
"count": 6,
"city": "Nashville",
"state": "TN",
"shift_start": "08:30 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "baseline_fill",
"at": "09:00",
"role": "Shipping Clerk",
"count": 2,
"city": "Nashville",
"state": "TN",
"shift_start": "09:00 AM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "emergency",
"at": "13:00",
"role": "Welder",
"count": 2,
"deadline": "15:00",
"city": "Nashville",
"state": "TN",
"shift_start": "13:00 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "misplacement",
"at": "15:30",
"role": "Packaging Operator",
"count": 1,
"replaces_event": "08:30",
"city": "Nashville",
"state": "TN",
"shift_start": "15:30 PM",
"scenario_note": "Staffed by Maria Chen (senior, 48mo). Contract deadline 2026-05-19, fill=paramount."
}
]
}
@@ -0,0 +1,73 @@
{
"client": "Pioneer Assembly — Indianapolis Plant Expansion",
"date": "2026-04-27",
"contract": {
"deadline": "2026-05-26",
"budget_total_usd": 220000,
"budget_per_hour_max": 30,
"local_bonus_per_hour": 5,
"local_bonus_radius_mi": 60,
"fill_requirement": "paramount"
},
"staffer": {
"id": "S-002",
"name": "James Park",
"tenure_months": 14,
"role": "mid",
"tool_level": "local"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:30",
"role": "Assembler",
"count": 6,
"city": "Indianapolis",
"state": "IN",
"shift_start": "07:30 AM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "recurring",
"at": "09:30",
"role": "Quality Tech",
"count": 2,
"city": "Indianapolis",
"state": "IN",
"shift_start": "09:30 AM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "expansion",
"at": "11:00",
"role": "Machine Operator",
"count": 5,
"city": "Indianapolis",
"state": "IN",
"shift_start": "11:00 PM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "emergency",
"at": "14:00",
"role": "Machine Operator",
"count": 3,
"deadline": "16:00",
"city": "Indianapolis",
"state": "IN",
"shift_start": "14:00 PM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "misplacement",
"at": "16:00",
"role": "Assembler",
"count": 1,
"replaces_event": "07:30",
"city": "Indianapolis",
"state": "IN",
"shift_start": "16:00 PM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-26, fill=paramount."
}
]
}
@@ -0,0 +1,62 @@
{
"client": "Midway Distribution — Joliet DC Ramp",
"date": "2026-04-26",
"contract": {
"deadline": "2026-05-12",
"budget_total_usd": 120000,
"budget_per_hour_max": 28,
"local_bonus_per_hour": 3,
"local_bonus_radius_mi": 50,
"fill_requirement": "preferred"
},
"staffer": {
"id": "S-002",
"name": "James Park",
"tenure_months": 14,
"role": "mid",
"tool_level": "local"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Warehouse Associate",
"count": 5,
"city": "Joliet",
"state": "IL",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "recurring",
"at": "10:00",
"role": "Forklift Operator",
"count": 3,
"city": "Joliet",
"state": "IL",
"shift_start": "10:00 PM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "expansion",
"at": "12:30",
"role": "Picker",
"count": 4,
"city": "Joliet",
"state": "IL",
"shift_start": "12:30 PM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "misplacement",
"at": "15:00",
"role": "Forklift Operator",
"count": 1,
"replaces_event": "10:00",
"city": "Joliet",
"state": "IL",
"shift_start": "15:00 PM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-12, fill=preferred."
}
]
}
@@ -0,0 +1,73 @@
{
"client": "Riverline Logistics — Nashville Downtown Build-Out",
"date": "2026-04-25",
"contract": {
"deadline": "2026-05-19",
"budget_total_usd": 180000,
"budget_per_hour_max": 32,
"local_bonus_per_hour": 4,
"local_bonus_radius_mi": 75,
"fill_requirement": "paramount"
},
"staffer": {
"id": "S-002",
"name": "James Park",
"tenure_months": 14,
"role": "mid",
"tool_level": "local"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Welder",
"count": 4,
"city": "Nashville",
"state": "TN",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "expansion",
"at": "08:30",
"role": "Packaging Operator",
"count": 6,
"city": "Nashville",
"state": "TN",
"shift_start": "08:30 AM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "baseline_fill",
"at": "09:00",
"role": "Shipping Clerk",
"count": 2,
"city": "Nashville",
"state": "TN",
"shift_start": "09:00 AM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "emergency",
"at": "13:00",
"role": "Welder",
"count": 2,
"deadline": "15:00",
"city": "Nashville",
"state": "TN",
"shift_start": "13:00 PM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "misplacement",
"at": "15:30",
"role": "Packaging Operator",
"count": 1,
"replaces_event": "08:30",
"city": "Nashville",
"state": "TN",
"shift_start": "15:30 PM",
"scenario_note": "Staffed by James Park (mid, 14mo). Contract deadline 2026-05-19, fill=paramount."
}
]
}
@@ -0,0 +1,73 @@
{
"client": "Pioneer Assembly — Indianapolis Plant Expansion",
"date": "2026-04-30",
"contract": {
"deadline": "2026-05-26",
"budget_total_usd": 220000,
"budget_per_hour_max": 30,
"local_bonus_per_hour": 5,
"local_bonus_radius_mi": 60,
"fill_requirement": "paramount"
},
"staffer": {
"id": "S-003",
"name": "Sam Torres",
"tenure_months": 4,
"role": "junior",
"tool_level": "basic"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:30",
"role": "Assembler",
"count": 6,
"city": "Indianapolis",
"state": "IN",
"shift_start": "07:30 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "recurring",
"at": "09:30",
"role": "Quality Tech",
"count": 2,
"city": "Indianapolis",
"state": "IN",
"shift_start": "09:30 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "expansion",
"at": "11:00",
"role": "Machine Operator",
"count": 5,
"city": "Indianapolis",
"state": "IN",
"shift_start": "11:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "emergency",
"at": "14:00",
"role": "Machine Operator",
"count": 3,
"deadline": "16:00",
"city": "Indianapolis",
"state": "IN",
"shift_start": "14:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "misplacement",
"at": "16:00",
"role": "Assembler",
"count": 1,
"replaces_event": "07:30",
"city": "Indianapolis",
"state": "IN",
"shift_start": "16:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-26, fill=paramount."
}
]
}
@@ -0,0 +1,62 @@
{
"client": "Midway Distribution — Joliet DC Ramp",
"date": "2026-04-29",
"contract": {
"deadline": "2026-05-12",
"budget_total_usd": 120000,
"budget_per_hour_max": 28,
"local_bonus_per_hour": 3,
"local_bonus_radius_mi": 50,
"fill_requirement": "preferred"
},
"staffer": {
"id": "S-003",
"name": "Sam Torres",
"tenure_months": 4,
"role": "junior",
"tool_level": "basic"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Warehouse Associate",
"count": 5,
"city": "Joliet",
"state": "IL",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "recurring",
"at": "10:00",
"role": "Forklift Operator",
"count": 3,
"city": "Joliet",
"state": "IL",
"shift_start": "10:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "expansion",
"at": "12:30",
"role": "Picker",
"count": 4,
"city": "Joliet",
"state": "IL",
"shift_start": "12:30 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "misplacement",
"at": "15:00",
"role": "Forklift Operator",
"count": 1,
"replaces_event": "10:00",
"city": "Joliet",
"state": "IL",
"shift_start": "15:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-12, fill=preferred."
}
]
}
@@ -0,0 +1,73 @@
{
"client": "Riverline Logistics — Nashville Downtown Build-Out",
"date": "2026-04-28",
"contract": {
"deadline": "2026-05-19",
"budget_total_usd": 180000,
"budget_per_hour_max": 32,
"local_bonus_per_hour": 4,
"local_bonus_radius_mi": 75,
"fill_requirement": "paramount"
},
"staffer": {
"id": "S-003",
"name": "Sam Torres",
"tenure_months": 4,
"role": "junior",
"tool_level": "basic"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Welder",
"count": 4,
"city": "Nashville",
"state": "TN",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "expansion",
"at": "08:30",
"role": "Packaging Operator",
"count": 6,
"city": "Nashville",
"state": "TN",
"shift_start": "08:30 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "baseline_fill",
"at": "09:00",
"role": "Shipping Clerk",
"count": 2,
"city": "Nashville",
"state": "TN",
"shift_start": "09:00 AM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "emergency",
"at": "13:00",
"role": "Welder",
"count": 2,
"deadline": "15:00",
"city": "Nashville",
"state": "TN",
"shift_start": "13:00 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "misplacement",
"at": "15:30",
"role": "Packaging Operator",
"count": 1,
"replaces_event": "08:30",
"city": "Nashville",
"state": "TN",
"shift_start": "15:30 PM",
"scenario_note": "Staffed by Sam Torres (junior, 4mo). Contract deadline 2026-05-19, fill=paramount."
}
]
}
@@ -0,0 +1,73 @@
{
"client": "Pioneer Assembly — Indianapolis Plant Expansion",
"date": "2026-05-03",
"contract": {
"deadline": "2026-05-26",
"budget_total_usd": 220000,
"budget_per_hour_max": 30,
"local_bonus_per_hour": 5,
"local_bonus_radius_mi": 60,
"fill_requirement": "paramount"
},
"staffer": {
"id": "S-004",
"name": "Alex Rivera",
"tenure_months": 1,
"role": "trainee",
"tool_level": "minimal"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:30",
"role": "Assembler",
"count": 6,
"city": "Indianapolis",
"state": "IN",
"shift_start": "07:30 AM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "recurring",
"at": "09:30",
"role": "Quality Tech",
"count": 2,
"city": "Indianapolis",
"state": "IN",
"shift_start": "09:30 AM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "expansion",
"at": "11:00",
"role": "Machine Operator",
"count": 5,
"city": "Indianapolis",
"state": "IN",
"shift_start": "11:00 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "emergency",
"at": "14:00",
"role": "Machine Operator",
"count": 3,
"deadline": "16:00",
"city": "Indianapolis",
"state": "IN",
"shift_start": "14:00 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-26, fill=paramount."
},
{
"kind": "misplacement",
"at": "16:00",
"role": "Assembler",
"count": 1,
"replaces_event": "07:30",
"city": "Indianapolis",
"state": "IN",
"shift_start": "16:00 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-26, fill=paramount."
}
]
}
@@ -0,0 +1,62 @@
{
"client": "Midway Distribution — Joliet DC Ramp",
"date": "2026-05-02",
"contract": {
"deadline": "2026-05-12",
"budget_total_usd": 120000,
"budget_per_hour_max": 28,
"local_bonus_per_hour": 3,
"local_bonus_radius_mi": 50,
"fill_requirement": "preferred"
},
"staffer": {
"id": "S-004",
"name": "Alex Rivera",
"tenure_months": 1,
"role": "trainee",
"tool_level": "minimal"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Warehouse Associate",
"count": 5,
"city": "Joliet",
"state": "IL",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "recurring",
"at": "10:00",
"role": "Forklift Operator",
"count": 3,
"city": "Joliet",
"state": "IL",
"shift_start": "10:00 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "expansion",
"at": "12:30",
"role": "Picker",
"count": 4,
"city": "Joliet",
"state": "IL",
"shift_start": "12:30 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-12, fill=preferred."
},
{
"kind": "misplacement",
"at": "15:00",
"role": "Forklift Operator",
"count": 1,
"replaces_event": "10:00",
"city": "Joliet",
"state": "IL",
"shift_start": "15:00 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-12, fill=preferred."
}
]
}
@@ -0,0 +1,73 @@
{
"client": "Riverline Logistics — Nashville Downtown Build-Out",
"date": "2026-05-01",
"contract": {
"deadline": "2026-05-19",
"budget_total_usd": 180000,
"budget_per_hour_max": 32,
"local_bonus_per_hour": 4,
"local_bonus_radius_mi": 75,
"fill_requirement": "paramount"
},
"staffer": {
"id": "S-004",
"name": "Alex Rivera",
"tenure_months": 1,
"role": "trainee",
"tool_level": "minimal"
},
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Welder",
"count": 4,
"city": "Nashville",
"state": "TN",
"shift_start": "07:00 AM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "expansion",
"at": "08:30",
"role": "Packaging Operator",
"count": 6,
"city": "Nashville",
"state": "TN",
"shift_start": "08:30 AM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "baseline_fill",
"at": "09:00",
"role": "Shipping Clerk",
"count": 2,
"city": "Nashville",
"state": "TN",
"shift_start": "09:00 AM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "emergency",
"at": "13:00",
"role": "Welder",
"count": 2,
"deadline": "15:00",
"city": "Nashville",
"state": "TN",
"shift_start": "13:00 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-19, fill=paramount."
},
{
"kind": "misplacement",
"at": "15:30",
"role": "Packaging Operator",
"count": 1,
"replaces_event": "08:30",
"city": "Nashville",
"state": "TN",
"shift_start": "15:30 PM",
"scenario_note": "Staffed by Alex Rivera (trainee, 1mo). Contract deadline 2026-05-19, fill=paramount."
}
]
}
@@ -0,0 +1,77 @@
{
"count": 12,
"scenarios": [
{
"file": "S-001_nashville_downtown.json",
"staffer": "Maria Chen",
"contract": "nashville_downtown",
"client": "Riverline Logistics — Nashville Downtown Build-Out"
},
{
"file": "S-001_joliet_warehouse.json",
"staffer": "Maria Chen",
"contract": "joliet_warehouse",
"client": "Midway Distribution — Joliet DC Ramp"
},
{
"file": "S-001_indianapolis_assembly.json",
"staffer": "Maria Chen",
"contract": "indianapolis_assembly",
"client": "Pioneer Assembly — Indianapolis Plant Expansion"
},
{
"file": "S-002_nashville_downtown.json",
"staffer": "James Park",
"contract": "nashville_downtown",
"client": "Riverline Logistics — Nashville Downtown Build-Out"
},
{
"file": "S-002_joliet_warehouse.json",
"staffer": "James Park",
"contract": "joliet_warehouse",
"client": "Midway Distribution — Joliet DC Ramp"
},
{
"file": "S-002_indianapolis_assembly.json",
"staffer": "James Park",
"contract": "indianapolis_assembly",
"client": "Pioneer Assembly — Indianapolis Plant Expansion"
},
{
"file": "S-003_nashville_downtown.json",
"staffer": "Sam Torres",
"contract": "nashville_downtown",
"client": "Riverline Logistics — Nashville Downtown Build-Out"
},
{
"file": "S-003_joliet_warehouse.json",
"staffer": "Sam Torres",
"contract": "joliet_warehouse",
"client": "Midway Distribution — Joliet DC Ramp"
},
{
"file": "S-003_indianapolis_assembly.json",
"staffer": "Sam Torres",
"contract": "indianapolis_assembly",
"client": "Pioneer Assembly — Indianapolis Plant Expansion"
},
{
"file": "S-004_nashville_downtown.json",
"staffer": "Alex Rivera",
"contract": "nashville_downtown",
"client": "Riverline Logistics — Nashville Downtown Build-Out"
},
{
"file": "S-004_joliet_warehouse.json",
"staffer": "Alex Rivera",
"contract": "joliet_warehouse",
"client": "Midway Distribution — Joliet DC Ramp"
},
{
"file": "S-004_indianapolis_assembly.json",
"staffer": "Alex Rivera",
"contract": "indianapolis_assembly",
"client": "Pioneer Assembly — Indianapolis Plant Expansion"
}
]
}
@@ -0,0 +1,58 @@
{
"client": "Ironclad Industrial",
"date": "2026-04-22",
"events": [
{
"kind": "baseline_fill",
"at": "07:00",
"role": "Electrician",
"count": 5,
"city": "Gary",
"state": "IN",
"shift_start": "07:00 AM",
"scenario_note": "Gary IN has ZERO Electricians in the index. Local WILL fail this. Cloud should diagnose no-supply and recommend pivoting to Chicago IL (40min drive) or relaxing to 'Maintenance Tech'."
},
{
"kind": "expansion",
"at": "09:30",
"role": "Safety Coordinator",
"count": 8,
"city": "Peoria",
"state": "IL",
"shift_start": "09:30 AM",
"scenario_note": "Safety Coordinator is the rarest role overall (~4500 nationally). 8× in a mid-sized city with availability > 0.5 is genuinely tight. Cloud should either confirm or suggest multi-city sourcing."
},
{
"kind": "emergency",
"at": "11:45",
"role": "Welder",
"count": 3,
"city": "Flint",
"state": "MI",
"shift_start": "12:00 PM",
"deadline": "13:30",
"scenario_note": "Flint MI has ZERO workers indexed — total data desert. Cloud must flag 'impossible supply' and recommend pivot (Detroit 60mi, Saginaw 40mi)."
},
{
"kind": "expansion",
"at": "14:00",
"role": "Tool & Die Maker",
"count": 4,
"city": "Grand Rapids",
"state": "MI",
"shift_start": "14:00 PM",
"scenario_note": "Tool & Die Maker is scarce (~9000 total). 4× in Grand Rapids, availability > 0.5 AND reliability > 0.75. Tight but solvable if playbook_memory has history; cloud should prioritize proven performers."
},
{
"kind": "misplacement",
"at": "15:30",
"role": "Electrician",
"count": 1,
"city": "Gary",
"state": "IN",
"shift_start": "15:30 PM",
"replaces_event": "07:00",
"scenario_note": "Refilling 1× Electrician in Gary after a no-show. Same data desert as event 1 — cloud should recognize the repeat and recommend the SAME pivot it gave earlier, proving it learns within-run."
}
]
}