6b71c8e9b2
Matrix-index the "who handled this" dimension so top staffers become
the training signal and juniors inherit their playbooks automatically
via the boost pipeline. Auto-discovered indicators emerge from
comparing trajectories across staffers on similar contracts — that was
always the architectural point; this wires the last piece.
ContractTerms:
- deadline, budget_total_usd, budget_per_hour_max, local_bonus_per_hour,
local_bonus_radius_mi, fill_requirement ("paramount" | "preferred")
- Attached to ScenarioSpec, propagated into T3 checkpoint + cloud
rescue prompts so cloud reasons about trade-offs (pivot within bonus
radius first; respect per-hour cap; split across cities when
fill_requirement=paramount).
Staffer:
- {id, name, tenure_months, role: senior|mid|junior|trainee}
- On ScenarioSpec; logged at scenario start; attached to KB outcome
- Recomputed StafferStats written to data/_kb/staffers.jsonl after
every run: total_runs, fill_rate, avg_turns, avg_citations,
rescue_rate, competence_score.
- Competence formula: 0.45*fill_rate + 0.20*turn_efficiency +
0.20*citation_density + 0.15*rescue_rate. Normalized to 0..1.
findNeighbors now returns weighted_score = cosine × best_staffer_competence
(floored at 0.3 so high-similarity low-competence neighbors still
surface). pathway_recommender prompt shows the top staffer's identity
so cloud knows WHOSE playbook it's synthesizing from.
Demo infrastructure:
- tests/multi-agent/gen_staffer_demo.ts: 4 personas (Maria senior,
James mid, Sam junior, Alex trainee) × 3 contracts (Nashville Welder,
Joliet Warehouse, Indianapolis Assembly). 12 scenarios total.
- scripts/run_staffer_demo.sh: runs the 12 sequentially with
LH_OVERVIEW_CLOUD=1. Post-run calls kb_staffer_report.py.
- scripts/kb_staffer_report.py: leaderboard + cross-staffer worker
overlap (names endorsed by ≥2 staffers → auto-discovered high-value
workers). Top vs bottom differential.
gen_scenarios.ts (Phase 22 generator) also now emits contract terms
on 70% of generated specs — future KB batches populate with realistic
constraint patterns instead of bare role+city+count.
Stress scenario from item A intentionally NOT the production test.
Real staffing has constraints; Nashville contract + staffer demo is
the honest test of whether the architecture produces measurable
differential between coordinator skill levels.
Demo batch launched — 12 runs × ~3min each ≈ 40min unattended. Report
emitted after batch.
126 lines
3.0 KiB
JSON
126 lines
3.0 KiB
JSON
{
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"count": 20,
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"seed": 1337,
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"scenarios": [
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{
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"file": "scen_000_Great_Lakes_Mfg_Cincinnati.json",
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"client": "Great Lakes Mfg",
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"city": "Cincinnati",
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"events": 4
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},
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{
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"file": "scen_001_Parallel_Machining_Joliet.json",
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"client": "Parallel Machining",
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"city": "Joliet",
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"events": 2
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},
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{
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"file": "scen_002_Summit_Industrial_Cincinnati.json",
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"client": "Summit Industrial",
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"city": "Cincinnati",
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"events": 3
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},
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{
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"file": "scen_003_Pioneer_Assembly_Chicago.json",
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"client": "Pioneer Assembly",
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"city": "Chicago",
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"events": 1
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},
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{
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"file": "scen_004_Midway_Distribution_Columbus.json",
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"client": "Midway Distribution",
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"city": "Columbus",
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"events": 2
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},
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{
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"file": "scen_005_Apex_Warehouse_Cleveland.json",
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"client": "Apex Warehouse",
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"city": "Cleveland",
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"events": 3
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},
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{
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"file": "scen_006_Pioneer_Assembly_Flint.json",
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"client": "Pioneer Assembly",
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"city": "Flint",
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"events": 5
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},
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{
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"file": "scen_007_Riverfront_Steel_Toledo.json",
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"client": "Riverfront Steel",
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"city": "Toledo",
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"events": 3
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},
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{
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"file": "scen_008_Northland_Logistics_Indianapolis.json",
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"client": "Northland Logistics",
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"city": "Indianapolis",
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"events": 4
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},
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{
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"file": "scen_009_Parallel_Machining_Flint.json",
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"client": "Parallel Machining",
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"city": "Flint",
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"events": 3
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},
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{
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"file": "scen_010_Northland_Logistics_Chicago.json",
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"client": "Northland Logistics",
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"city": "Chicago",
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"events": 2
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},
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{
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"file": "scen_011_Heritage_Foods_Flint.json",
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"client": "Heritage Foods",
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"city": "Flint",
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"events": 3
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},
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{
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"file": "scen_012_Parallel_Machining_Kansas_City.json",
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"client": "Parallel Machining",
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"city": "Kansas City",
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"events": 3
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},
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{
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"file": "scen_013_Horizon_Supply_Flint.json",
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"client": "Horizon Supply",
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"city": "Flint",
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"events": 3
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},
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{
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"file": "scen_014_Midway_Distribution_Indianapolis.json",
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"client": "Midway Distribution",
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"city": "Indianapolis",
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"events": 4
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},
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{
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"file": "scen_015_Cornerstone_Fabrication_Kansas_City.json",
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"client": "Cornerstone Fabrication",
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"city": "Kansas City",
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"events": 4
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},
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{
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"file": "scen_016_Riverfront_Steel_Columbus.json",
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"client": "Riverfront Steel",
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"city": "Columbus",
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"events": 4
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},
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{
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"file": "scen_017_Summit_Industrial_Detroit.json",
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"client": "Summit Industrial",
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"city": "Detroit",
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"events": 2
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},
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{
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"file": "scen_018_Heritage_Foods_Cincinnati.json",
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"client": "Heritage Foods",
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"city": "Cincinnati",
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"events": 4
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},
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{
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"file": "scen_019_Midway_Distribution_Chicago.json",
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"client": "Midway Distribution",
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"city": "Chicago",
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"events": 3
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}
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]
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} |