Module 4 · the surgery · 63 min · Engine AI-v6

Close the loop.
Fix the network.

The full playbook, run on real cases: detect → diagnose → decide → act → verify. The Bandra cell gets its SHAP ledger, its PIM-vs-external forensics, a tower crew and a verified recovery 1.81% → 0.33%. A commuter corridor gets its MRO surgery — hysteresis, timeToTrigger, CIO — inside guardrails with an oscillation jail. Then the working catalogue: sleeping cells, RL energy saving, load balancing, fleet-scale interference forensics, capacity — and the Python pipeline + rApp deployment that makes it yours.

30chapters · 63:17
3full surgeries, verified
7standing use cases
1Monday-morning playbook
Watch · Module 4 · 63:17

Surgery day — three real cases through the five-verb loop

The stage runs the whole discipline live: the case queue with its evidence ledgers, the classifier voting and SHAP explaining, the PIM correlation test (r = 0.81), the mobility knobs stepping inside their bounded rails, patient-vs-control verification charts, the rollback told without shame, a day in the loop’s company — and the capstone: eleven human minutes, zero customers who noticed. English karaoke subtitles.

output · live render — Module 4 · Closing the Loopcue-synced engine
CT-AITEL-1000 · Module 4 · AI in Telecom Optimization
Closing the Loop — real AI optimization, end to end
0:00 / 0:00
Playground · run the loop

The drop-rate RCA machine — and the RL sleep simulator

Pick a degraded cell and watch the loop run: cause split → classifier verdict with SHAP bars → action → verified recovery. Then tune a reinforcement-learned cell-sleep policy and balance energy against QoS yourself.

⭐ the drop-rate RCA machinefull loop
pick a degraded cell — watch cause split → SHAP verdict → action → verified recovery.
⭐ the RL cell-sleep simulatorenergy vs QoS
18% 20
Reference · the playbook

Fifteen cards — the whole operating discipline

The five verbs, the queue anatomy, the forensics, the action catalogue, the rails, the verification protocol, and the Monday-morning plan. Filter as you revise.

Reference · the vocabulary

Every term of the optimization loop

From abstention to the oscillation jail — the working vocabulary of production network AI, searchable.

termfamilydomain / originwhat it means
Mastery check

The Module 4 mastery check — the finale

Ten questions from nineteen, reshuffled every load. Pass it and you hold the whole loop: you can detect, diagnose, decide, act and verify — with evidence.

Q 1 / 10
0 ✓