Atlas Components · Manufacturing

MAIA Intelligence · Platform overview · Sep 3 – Sep 9

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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
114
refreshing
Approval rate
94%
98 approved
98 ok5 wait11 no
Avg time-to-decision
7m 60s
proposed to resolved
Estimated savings
$214,564
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 (Sep 10 06:03) → Afternoon Cargo (Sep 11 06:03). Projected fatigue relief: -15 pts.
reassignment
Proposed
1 hour ago
$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
3 hours ago
$0
Person · Ravi Patelstaff-patel-r
Reassign Ravi Patel from Evening Gate (Sep 10 02:13) → Morning Gate (Sep 11 02:13). Projected fatigue relief: -8 pts.
reassignment
Proposed
5 hours ago
$0
Person · James Martinezstaff-martinez-j
Reassign James Martinez from Night Cargo (Sep 10 01:42) → Morning Ramp (Sep 11 01:42). Projected fatigue relief: -10 pts.
reassignment
Proposed
6 hours ago
$0
Person · Yusuf Ahmadstaff-ahmad-y
Reassign Yusuf Ahmad from Night Cargo (Sep 10 00:08) → Afternoon Cargo (Sep 11 00:08). Projected fatigue relief: -9 pts.
reassignment
Proposed
7 hours ago
$0
Person · James Martinezstaff-martinez-j
Reassign James Martinez from Graveyard Baggage (Sep 9 22:07) → Midday Baggage (Sep 10 22:07). Projected fatigue relief: -18 pts.
reassignment
Executed
9 hours ago
$2,973
Person · Ravi Patelstaff-patel-r
Reassign Ravi Patel from Night Ramp (Sep 9 20:59) → Morning Ramp (Sep 10 20:59). Projected fatigue relief: -8 pts.
reassignment
Executed
10 hours ago
$2,998
Person · Wei Chenstaff-chen-w
Reassign Wei Chen from Night Ramp (Sep 9 19:44) → Midday Baggage (Sep 10 19:44). Projected fatigue relief: -13 pts.
reassignment
Executed
11 hours ago
$1,863
Person · Tomi Okaforstaff-okafor-t
Reassign Tomi Okafor from Graveyard Baggage (Sep 9 18:12) → Morning Gate (Sep 10 18:12). Projected fatigue relief: -17 pts.
reassignment
Executed
13 hours ago
$2,445
Person · Ravi Patelstaff-patel-r
Reassign Ravi Patel from Graveyard Baggage (Sep 9 16:10) → Morning Gate (Sep 10 16:10). Projected fatigue relief: -14 pts.
reassignment
Executed
15 hours ago
$2,512
Person · Anh Nguyenstaff-nguyen-a
Reassign Anh Nguyen from Evening Gate (Sep 9 14:51) → Morning Ramp (Sep 10 14:51). Projected fatigue relief: -8 pts.
reassignment
Executed
16 hours ago
$1,418
Person · Brianna Walkerstaff-walker-b
Reassign Brianna Walker from Evening Gate (Sep 9 13:58) → Midday Baggage (Sep 10 13:58). Projected fatigue relief: -10 pts.
reassignment
Executed
17 hours ago
$2,751
Person · Tomi Okaforstaff-okafor-t
Reassign Tomi Okafor from Night Ramp (Sep 9 12:13) → Morning Gate (Sep 10 12:13). Projected fatigue relief: -12 pts.
reassignment
Executed
19 hours ago
$2,408
Person · Wei Chenstaff-chen-w
Reassign Wei Chen from Night Cargo (Sep 9 10:10) → Midday Baggage (Sep 10 10:10). Projected fatigue relief: -19 pts.
reassignment
Executed
21 hours ago
$2,404
Person · Marcus Brownstaff-brown-m
Reassign Marcus Brown from Night Ramp (Sep 9 08:54) → Midday Baggage (Sep 10 08:54). Projected fatigue relief: -17 pts.
reassignment
Executed
22 hours ago
$2,671
Person · Sunhee Kimstaff-kim-s
Reassign Sunhee Kim from Evening Gate (Sep 9 07:58) → Midday Baggage (Sep 10 07:58). Projected fatigue relief: -11 pts.
reassignment
Rejected
23 hours ago
$0
Person · Rafael Garciastaff-garcia-r
Reassign Rafael Garcia from Evening Gate (Sep 9 06:06) → Afternoon Cargo (Sep 10 06:06). Projected fatigue relief: -9 pts.
reassignment
Executed
yesterday
$2,221
Person · Lucia Diazstaff-diaz-l
Reassign Lucia Diaz from Night Ramp (Sep 9 05:01) → Morning Ramp (Sep 10 05:01). Projected fatigue relief: -14 pts.
reassignment
Executed
yesterday
$1,433
Person · Yusuf Ahmadstaff-ahmad-y
Reassign Yusuf Ahmad from Night Ramp (Sep 9 03:39) → Afternoon Cargo (Sep 10 03:39). Projected fatigue relief: -11 pts.
reassignment
Executed
yesterday
$1,456
Person · Yusuf Ahmadstaff-ahmad-y
Reassign Yusuf Ahmad from Night Ramp (Sep 9 01:38) → Midday Baggage (Sep 10 01:38). 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%