CEO Insight Miner — Mission Control

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OVERRIDES runtime profile: uses direct_python (plain Python, no model) because scripts/ceo_insight_miner.py mines briefing data statistically; it imports only the data-extraction functions of ceo_briefing_audio (extract_data/build_context), never the claude-invoking narrative functions (MC-4942 U12 sweep).

Pre-computes the daily anomaly / cross-cut / theme bundle that the 07:25 CEO audio briefing consumes. Runs at 04:00 SAST weekdays so the brief always has a fresh insight spine.

Pipeline: 1. Re-extracts dashboard context via ceo_briefing_audio.build_context() 2. Snapshots ctx to ~/workspace/audio-library/ceo/_history/YYYY-MM-DD.json 3. Loads up to 30 days of prior snapshots for trend stats 4. Runs detectors: - forward-curve gap deltas (1d / 7d, with flip detection) - per-route yield z-scores vs 30-day rolling - cross-cuts: price-war, demand-surprise, share-loss-in-growing-market - econ moves: fuel WoW, ZAR MoM - ops anomalies: OTP/NPS departures from target 5. Penalises insights whose subject was deeply discussed in the last 5 transcripts (repeat suppression) 6. Picks weekday theme (Mon = week ahead, Tue = route micro, Wed = competitor watch, Thu = curve health, Fri = recap) 7. Writes top 8 ranked insights + theme to ~/workspace/audio-library/ceo/_insights/YYYY-MM-DD.json

The brief script (ceo_briefing_audio.py) reads this bundle at 07:25, falls back to inline mining if the file is missing.

Source: ~/workspace/dashboard-build/dashboard/Dashboard.html History: ~/workspace/audio-library/ceo/_history/ Output: ~/workspace/audio-library/ceo/_insights/YYYY-MM-DD.json

Schedule Weekdays at 04:000 4 * * 1-5

EnabledYes

Run Asshell

Timeout180s

RetryNo

Next Runin 2d (2026-06-15 04:00)

Task Definition

tasks/ceo-insight-miner.md

Run Asshell

Commandset

Tool-lessNo

BackgroundNo

Runtime profile

Notify destination

. /home/lucienne/.claude/env/api_keys.env && cd /home/lucienne/workspace && python3 scripts/ceo_insight_miner.py

---
id: ceo-insight-miner
title: CEO Insight Miner
schedule: "0 4 * * 1-5"
timeout: 180
retry: false
enabled: true
notify_on: failure
run_as: shell
command: ". /home/lucienne/.claude/env/api_keys.env && cd /home/lucienne/workspace && python3 scripts/ceo_insight_miner.py"
background: false
tags: [flysafair, ceo, briefing, insights]
runtime_profile: direct_python
---
**OVERRIDES runtime profile:** uses `direct_python` (plain Python, no model) because scripts/ceo_insight_miner.py mines briefing data statistically; it imports only the data-extraction functions of ceo_briefing_audio (extract_data/build_context), never the claude-invoking narrative functions (MC-4942 U12 sweep).

Pre-computes the daily anomaly / cross-cut / theme bundle that the
07:25 CEO audio briefing consumes. Runs at 04:00 SAST weekdays so the
brief always has a fresh insight spine.

Pipeline:
1. Re-extracts dashboard context via ceo_briefing_audio.build_context()
2. Snapshots ctx to ~/workspace/audio-library/ceo/_history/YYYY-MM-DD.json
3. Loads up to 30 days of prior snapshots for trend stats
4. Runs detectors:
   - forward-curve gap deltas (1d / 7d, with flip detection)
   - per-route yield z-scores vs 30-day rolling
   - cross-cuts: price-war, demand-surprise, share-loss-in-growing-market
   - econ moves: fuel WoW, ZAR MoM
   - ops anomalies: OTP/NPS departures from target
5. Penalises insights whose subject was deeply discussed in the last 5
   transcripts (repeat suppression)
6. Picks weekday theme (Mon = week ahead, Tue = route micro,
   Wed = competitor watch, Thu = curve health, Fri = recap)
7. Writes top 8 ranked insights + theme to
   ~/workspace/audio-library/ceo/_insights/YYYY-MM-DD.json

The brief script (ceo_briefing_audio.py) reads this bundle at 07:25,
falls back to inline mining if the file is missing.

Source: ~/workspace/dashboard-build/dashboard/Dashboard.html
History: ~/workspace/audio-library/ceo/_history/
Output: ~/workspace/audio-library/ceo/_insights/YYYY-MM-DD.json

Edit Schedule

Frequency

Result:

Runs (7d)

Completed

Failed

Timeout

100%

Success (7d)

Avg Duration

flysafair ceo briefing insights

Run History (5)

Started	Finished	Status	Duration	Output	Log
1d ago	1d ago	completed	5s	Insight miner: 2 ranked insights [1] sev=2 score=2.30 rep=0 curve_movement: Forward curve for 2026-06: now -7.2 points ... Insight miner: 2 ranked insights [1] sev=2 score=2.30 rep=0 curve_movement: Forward curve for 2026-06: now -7.2 points behind the curve. Seven days ago it was -11.5, so 4.3-point swing. [2] sev=3 score=1.80 rep=0 crosscut_price_war: Price-war signal on CPT-PLZ: capacity up +28 percent, load factor down -13.2 points, yield flat at +3.9. We added seats, history snapshots: 28 weekday theme: FRIDAY — week recap + next-week outlook	View log
2d ago	2d ago	completed	5s	Insight miner: 2 ranked insights [1] sev=3 score=1.80 rep=0 crosscut_price_war: Price-war signal on CPT-PLZ: capacity ... Insight miner: 2 ranked insights [1] sev=3 score=1.80 rep=0 crosscut_price_war: Price-war signal on CPT-PLZ: capacity up +28 percent, load factor down -13.2 points, yield flat at +3.9. We added seats, [2] sev=3 score=1.50 rep=0 crosscut_share_loss_in_growing_market: Share loss on CPT-PLZ: total market up +3730 percent, our share down -4.7 points. AIRLINK added 1,995 seats while we add history snapshots: 27 weekday theme: THURSDAY — booking-curve health lens	View log
3d ago	3d ago	completed	5s	Insight miner: 4 ranked insights [1] sev=2 score=2.00 rep=0 econ_fx: Rand weakened 12.1 percent month on month to 16.4 ... Insight miner: 4 ranked insights [1] sev=2 score=2.00 rep=0 econ_fx: Rand weakened 12.1 percent month on month to 16.46. That's negative for the cost base, since most of our cost is dollar [2] sev=2 score=2.00 rep=0 news_aviation: Aviation news in the last 24 hours: Airlink: Getting to Zanzibar just got a whole lot easier for South Africans; Airlink [3] sev=3 score=1.80 rep=0 crosscut_price_war: Price-war signal on CPT-PLZ: capacity up +28 percent, load factor down -13.2 points, yield flat at +3.9. We added seats, [4] sev=3 score=1.50 rep=0 crosscut_share_loss_in_growing_market: Share loss on CPT-PLZ: total market up +3730 percent, our share down -4.7 points. AIRLINK added 1,995 seats while we add history snapshots: 26 weekday theme: WEDNESDAY — competitor watch lens	View log
4d ago	4d ago	completed	5s	Insight miner: 8 ranked insights [1] sev=3 score=3.15 rep=0 crosscut_price_war: Price-war signal on CPT-PLZ: capacity ... Insight miner: 8 ranked insights [1] sev=3 score=3.15 rep=0 crosscut_price_war: Price-war signal on CPT-PLZ: capacity up +28 percent, load factor down -13.2 points, yield flat at +3.9. We added seats, [2] sev=3 score=3.15 rep=0 crosscut_share_loss_in_growing_market: Share loss on CPT-PLZ: total market up +3150 percent, our share down -5.0 points. AIRLINK added 1,859 seats while we add [3] sev=2 score=2.30 rep=0 yield_zscore: CPT-HLA yield is 2.0 standard deviations up vs the last 25 days. Now +51.0 percent year on year, normally around +29.3. [4] sev=2 score=2.30 rep=0 yield_zscore: HRE-JNB yield is 2.0 standard deviations up vs the last 25 days. Now +17.4 percent year on year, normally around -2.9. [5] sev=2 score=2.30 rep=0 yield_zscore: DUR-HLA yield is 2.0 standard deviations up vs the last 25 days. Now +47.0 percent year on year, normally around +45.0. [6] sev=2 score=2.30 rep=0 yield_zscore: CPT-PLZ yield is 2.0 standard deviations up vs the last 25 days. Now +3.9 percent year on year, normally around -4.4. [7] sev=2 score=2.00 rep=0 yield_zscore: BFN-CPT yield is 2.0 standard deviations up vs the last 25 days. Now +26.3 percent year on year, normally around +17.5. [8] sev=2 score=2.00 rep=0 yield_zscore: CPT-MQP yield is 2.0 standard deviations up vs the last 25 days. Now +19.3 percent year on year, normally around -0.8. history snapshots: 25 weekday theme: TUESDAY — route micro lens	View log
5d ago	5d ago	completed	5s	Insight miner: 8 ranked insights [1] sev=2 score=2.60 rep=0 econ_fx: Rand weakened 10.6 percent month on month to 16.2 ... Insight miner: 8 ranked insights [1] sev=2 score=2.60 rep=0 econ_fx: Rand weakened 10.6 percent month on month to 16.24. That's negative for the cost base, since most of our cost is dollar [2] sev=2 score=2.60 rep=0 news_aviation: Aviation news in the last 24 hours: Airlink: Breaking Airline News: Ethiopian Airlines Launches Historic Direct Route to [3] sev=2 score=2.00 rep=0 yield_zscore: JNB-MRU yield is 2.2 standard deviations up vs the last 24 days. Now +8.2 percent year on year, normally around +3.9. [4] sev=2 score=2.00 rep=0 yield_zscore: BFN-CPT yield is 2.2 standard deviations up vs the last 24 days. Now +26.3 percent year on year, normally around +17.2. [5] sev=2 score=2.00 rep=0 yield_zscore: CPT-MQP yield is 2.2 standard deviations up vs the last 24 days. Now +19.3 percent year on year, normally around -1.6. [6] sev=2 score=2.00 rep=0 yield_zscore: GRJ-HLA yield is 2.2 standard deviations up vs the last 24 days. Now +44.9 percent year on year, normally around +19.8. [7] sev=2 score=2.00 rep=0 yield_zscore: BFN-JNB yield is 2.2 standard deviations down vs the last 24 days. Now +14.7 percent year on year, normally around +27.3 [8] sev=2 score=2.00 rep=0 yield_zscore: DUR-ELS yield is 2.2 standard deviations up vs the last 24 days. Now +19.8 percent year on year, normally around +1.0. history snapshots: 24 weekday theme: MONDAY — week-ahead lens	View log

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