§ Human Feedback Loop
Train your agents — every decision compounds
Every label here updates agent confidence, refines risk rules, and writes back into the knowledge graph and plant memory. This is how the OS gets smarter every shift.
Pending review
6
Labelled today
0
Agents improved
4
SOPs proposed
2
Avg label time
11s
Review queue6 events
- EVT-7821 · 14:02 · Bidadi · Hot Work Permit AgentWelding on oven duct — no permit ID matchedconfidence 0.91● EVIDENCE CLIP
- EVT-7820 · 14:01 · Bidadi · PPE & Hygiene AgentHairnet not visible at mixer 2confidence 0.83● EVIDENCE CLIP
- EVT-7819 · 14:00 · Bidadi · Line 4 · Allergen Cross-Contact AgentPeanut SKU started before CIP verifiedconfidence 0.92● EVIDENCE CLIP
- EVT-7818 · 13:59 · Bhiwandi DC · Forklift Risk AgentForklift speeding 11 km/h in pedestrian aisle Bconfidence 0.78● EVIDENCE CLIP
- EVT-7817 · 13:58 · Pune Dairy · Ammonia Leak AgentNH₃ 18ppm near pasteurizer R-22confidence 0.89● EVIDENCE CLIP
- EVT-7816 · 13:55 · Hajipur · Confined Space AgentSilo entry — attendant left position 14sconfidence 0.74● EVIDENCE CLIP
What feedback updates
- • Agent confidence & thresholds
- • Risk rules & semantic patterns
- • Future recommendations
- • Knowledge graph evidence
- • Long-term site memory
SOP updates proposed (24h)
SOP-HACCP-014
Add caustic conductivity log to CIP verification.
SOP-FLT-031
Reduce max forklift speed in pedestrian aisles to 6 km/h.
Training items generated (24h)
- • Driver D-118 — Forklift refresher (auto-assigned)
- • Night-shift hairnet compliance — toolbox talk
- • CIP allergen changeover — Line 4 crew