Atlas Components · Manufacturing

MAIA Intelligence · Platform overview · Nov 5 – Nov 11

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Agents
Agent telemetryProposedfatigue guardian

Fatigue Guardian

Monitors staff fatigue scores, consecutive shifts, and rest-period compliance. Proposes reassignments to prevent compliance violations and critical fatigue thresholds.

Autonomylevel 1
Suggest
Approve
Fallback
Autonomous
GuardrailsON-CA
Max/hour
3
Dry run
Off
Scope
All
Decisions in last 7d
116
refreshing
Approval rate
94%
100 approved
100 ok5 wait11 no
Avg time-to-decision
8m 4s
proposed to resolved
Estimated savings
$217,364
last 7 days
Cost per decision
—
spend feed pending
Recent decisions
Last 20 runs
20 rows
ObjectActionStatusTimeImpact
Person · Hiro Satostaff-sato-h
Reassign Hiro Sato from Night Ramp (Nov 12 01:11) → Afternoon Cargo (Nov 13 01:11). Projected fatigue relief: -15 pts.
reassignment
Proposed
this hour
$0
Person · James Martinezstaff-martinez-j
Reassign James Martinez: Night Ramp (Apr 18 22:00–06:00) → Morning Gate (Apr 19 06:00–14:00). Projected fatigue relief: −14 pts. Cost delta: $0.
reassignment
Notified
2 hours ago
$0
Person · Ravi Patelstaff-patel-r
Reassign Ravi Patel from Evening Gate (Nov 11 21:22) → Morning Gate (Nov 12 21:22). Projected fatigue relief: -8 pts.
reassignment
Proposed
4 hours ago
$0
Person · James Martinezstaff-martinez-j
Reassign James Martinez from Night Cargo (Nov 11 20:50) → Morning Ramp (Nov 12 20:50). Projected fatigue relief: -10 pts.
reassignment
Proposed
4 hours ago
$0
Person · Yusuf Ahmadstaff-ahmad-y
Reassign Yusuf Ahmad from Night Cargo (Nov 11 19:17) → Afternoon Cargo (Nov 12 19:17). Projected fatigue relief: -9 pts.
reassignment
Proposed
6 hours ago
$0
Person · James Martinezstaff-martinez-j
Reassign James Martinez from Graveyard Baggage (Nov 11 17:16) → Midday Baggage (Nov 12 17:16). Projected fatigue relief: -18 pts.
reassignment
Executed
8 hours ago
$2,973
Person · Ravi Patelstaff-patel-r
Reassign Ravi Patel from Night Ramp (Nov 11 16:08) → Morning Ramp (Nov 12 16:08). Projected fatigue relief: -8 pts.
reassignment
Executed
9 hours ago
$2,998
Person · Wei Chenstaff-chen-w
Reassign Wei Chen from Night Ramp (Nov 11 14:53) → Midday Baggage (Nov 12 14:53). Projected fatigue relief: -13 pts.
reassignment
Executed
10 hours ago
$1,863
Person · Tomi Okaforstaff-okafor-t
Reassign Tomi Okafor from Graveyard Baggage (Nov 11 13:21) → Morning Gate (Nov 12 13:21). Projected fatigue relief: -17 pts.
reassignment
Executed
12 hours ago
$2,445
Person · Ravi Patelstaff-patel-r
Reassign Ravi Patel from Graveyard Baggage (Nov 11 11:19) → Morning Gate (Nov 12 11:19). Projected fatigue relief: -14 pts.
reassignment
Executed
14 hours ago
$2,512
Person · Anh Nguyenstaff-nguyen-a
Reassign Anh Nguyen from Evening Gate (Nov 11 10:00) → Morning Ramp (Nov 12 10:00). Projected fatigue relief: -8 pts.
reassignment
Executed
15 hours ago
$1,418
Person · Brianna Walkerstaff-walker-b
Reassign Brianna Walker from Evening Gate (Nov 11 09:07) → Midday Baggage (Nov 12 09:07). Projected fatigue relief: -10 pts.
reassignment
Executed
16 hours ago
$2,751
Person · Tomi Okaforstaff-okafor-t
Reassign Tomi Okafor from Night Ramp (Nov 11 07:21) → Morning Gate (Nov 12 07:21). Projected fatigue relief: -12 pts.
reassignment
Executed
18 hours ago
$2,408
Person · Wei Chenstaff-chen-w
Reassign Wei Chen from Night Cargo (Nov 11 05:18) → Midday Baggage (Nov 12 05:18). Projected fatigue relief: -19 pts.
reassignment
Executed
20 hours ago
$2,404
Person · Marcus Brownstaff-brown-m
Reassign Marcus Brown from Night Ramp (Nov 11 04:03) → Midday Baggage (Nov 12 04:03). Projected fatigue relief: -17 pts.
reassignment
Executed
21 hours ago
$2,671
Person · Sunhee Kimstaff-kim-s
Reassign Sunhee Kim from Evening Gate (Nov 11 03:07) → Midday Baggage (Nov 12 03:07). Projected fatigue relief: -11 pts.
reassignment
Rejected
22 hours ago
$0
Person · Rafael Garciastaff-garcia-r
Reassign Rafael Garcia from Evening Gate (Nov 11 01:15) → Afternoon Cargo (Nov 12 01:15). Projected fatigue relief: -9 pts.
reassignment
Executed
24 hours ago
$2,221
Person · Lucia Diazstaff-diaz-l
Reassign Lucia Diaz from Night Ramp (Nov 11 00:10) → Morning Ramp (Nov 12 00:10). Projected fatigue relief: -14 pts.
reassignment
Executed
yesterday
$1,433
Person · Yusuf Ahmadstaff-ahmad-y
Reassign Yusuf Ahmad from Night Ramp (Nov 10 22:48) → Afternoon Cargo (Nov 11 22:48). Projected fatigue relief: -11 pts.
reassignment
Executed
yesterday
$1,456
Person · Yusuf Ahmadstaff-ahmad-y
Reassign Yusuf Ahmad from Night Ramp (Nov 10 20:46) → Midday Baggage (Nov 11 20:46). Projected fatigue relief: -13 pts.
reassignment
Executed
yesterday
$2,646
Reasoning samples
Recent model reasoning
3 samples
Run · run-0247Proposed

Hiro Sato is at elevated fatigue risk with compounding compliance exposure. Reassignment prevents breach with neutral cost.

Peer absences increased coverage load42%
6 consecutive shifts worked31%
Rest period 9.2h below 11h minimum27%
Run · run-0246Notified

James Martinez fatigue 84/100 — 6 consecutive shifts, rest period 9.2h below 11h minimum (ON-CA). Reassignment prevents breach and holds Tier-1 coverage.

Night→morning rotation gap detected42%
Rest period 9.2h below 11h minimum31%
Fatigue score +34% week-over-week27%
Run · run-0245Proposed

Ravi Patel is at elevated fatigue risk with compounding compliance exposure. Reassignment prevents breach with neutral cost.

Historical overtime pattern flagged42%
Weather stress factor elevated31%
Fatigue score +34% week-over-week27%