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Illustrated Postcard Automated verified promotions from app.verify promote (run in TechEngine). Each change flips only the verified flag; structural validator passed and diff scope guarded. Review before merge. Closes Instagram Post About Success Stories Example Newsletter Template Fresh Pro Due
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To Be Read Books Template Scored by app.verify; posted by TechEngineBot. Informational only — the structural gate (app.validate) is separate and authoritative for merge. Promotional Products Flyer

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%%{init: {"theme":"base","themeVariables":{"pie1":"#3fb950","pie2":"#d29922","pie3":"#f85149","pieStrokeWidth":"0px","pieOpacity":"1"}}}%% pie showData title Verification bands — all records "Green" : 58 "Yellow" : 0 "Red" : 0
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Category Distribution Total 🟢 🟡 🔴 🟢 %
cpu 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 58 58 0 0 100.0%
All 🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩 58 58 0 0 100.0%

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How To Post Story On Instagram 105758 record(s) scored. This Or That Instagram Story

%%{init: {"theme":"base","themeVariables":{"pie1":"#3fb950","pie2":"#d29922","pie3":"#f85149","pieStrokeWidth":"0px","pieOpacity":"1"}}}%% pie showData title Verification bands — all records "Green" : 21368 "Yellow" : 83189 "Red" : 1201
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Category Distribution Total 🟢 🟡 🔴 🟢 %
brand 🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨 207 24 183 0 11.6%
soc 🟩🟨🟨🟨🟨🟨🟥🟥🟥🟥🟥🟥 2104 146 844 1114 6.9%
smartphone 🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 93396 17382 75934 80 18.6%
tablet 🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 3455 218 3236 1 6.3%
watch 🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 433 18 410 5 4.2%
pda 🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨🟨 140 66 74 0 47.1%
gpu 🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨🟨🟨 2030 810 1220 0 39.9%
cpu 🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟥 3993 2704 1288 1 67.7%
All 🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥 105758 21368 83189 1201 20.2%

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Check Result
python -m app.validate PASS
python integrity_check.py TechAPI/data --strict PASS

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Category Added Modified Deleted Added verified Added unverified Added Kaggle-sourced
brand 0 0 0 0 0 0
soc 0 0 0 0 0 0
smartphone 0 0 0 0 0 0
tablet 0 0 0 0 0 0
watch 0 0 0 0 0 0
pda 0 0 0 0 0 0
gpu 0 0 0 0 0 0
cpu 16 42 0 16 0 0

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  • cpu/intel/2008/consumer/core-2-duo-e8290-14.json - Intel Core 2 Duo E8290 [ 14 ]
  • cpu/intel/2010/consumer/core-i7-660lm.json - Intel Core i7-660LM
  • cpu/intel/2011/consumer/core-i7-2629m.json - Intel Core i7-2629M
  • cpu/intel/2011/consumer/core-i7-2649m.json - Intel Core i7-2649M
  • cpu/intel/2011/consumer/core-i7-2657m.json - Intel Core i7-2657M
  • cpu/intel/2013/consumer/core-i7-4950hq.json - Intel Core i7-4950HQ
  • cpu/intel/2015/consumer/core-i5-5350h.json - Intel Core i5-5350H
  • cpu/intel/2015/consumer/core-i7-5750hq.json - Intel Core i7-5750HQ
  • cpu/intel/2016/consumer/core-i5-6585r.json - Intel Core i5-6585R
  • cpu/intel/2016/consumer/core-i5-6685r.json - Intel Core i5-6685R
  • cpu/intel/2016/consumer/core-i7-6785r.json - Intel Core i7-6785R
  • cpu/intel/2016/consumer/core-i7-6870hq.json - Intel Core i7-6870HQ
  • cpu/intel/2016/consumer/core-i7-6970hq.json - Intel Core i7-6970HQ
  • cpu/intel/2018/consumer/core-i3-8100h.json - Intel Core i3-8100H
  • cpu/intel/2018/consumer/core-i5-8400b.json - Intel Core i5-8400B
  • ... 1 more

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  • cpu/amd/2009/consumer/amd-sempron-si-40.json - AMD Sempron SI-40
  • cpu/amd/2009/consumer/amd-sempron-si-42.json - AMD Sempron SI-42
  • cpu/amd/2009/consumer/amd-turion-64-mobile-mk-36.json - AMD Turion 64 Mobile MK-36
  • cpu/amd/2009/consumer/amd-turion-64-mobile-mk-38.json - AMD Turion 64 Mobile MK-38
  • cpu/amd/2009/consumer/amd-turion-64-mobile-ml-28.json - AMD Turion 64 Mobile ML-28
  • cpu/amd/2009/consumer/amd-turion-64-mobile-ml-30.json - AMD Turion 64 Mobile ML-30
  • cpu/amd/2009/consumer/amd-turion-64-mobile-ml-34.json - AMD Turion 64 Mobile ML-34
  • cpu/amd/2009/consumer/amd-turion-64-mobile-ml-37.json - AMD Turion 64 Mobile ML-37
  • cpu/amd/2009/consumer/amd-turion-64-mobile-ml-40.json - AMD Turion 64 Mobile ML-40
  • cpu/amd/2009/consumer/amd-turion-64-mobile-ml-42.json - AMD Turion 64 Mobile ML-42
  • cpu/amd/2009/consumer/amd-turion-64-mobile-ml-44.json - AMD Turion 64 Mobile ML-44
  • cpu/amd/2009/consumer/amd-turion-64-mobile-mt-30.json - AMD Turion 64 Mobile MT-30
  • cpu/amd/2009/consumer/amd-turion-64-mobile-mt-32.json - AMD Turion 64 Mobile MT-32
  • cpu/amd/2009/consumer/amd-turion-64-mobile-mt-34.json - AMD Turion 64 Mobile MT-34
  • cpu/amd/2009/consumer/amd-turion-64-mobile-mt-37.json - AMD Turion 64 Mobile MT-37
  • ... 27 more

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  • Added records by manufacturer/brand: intel: 16
  • Added records by source class: other: 16
  • Heuristic warnings: none found.
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Category Total Verified Unverified Missing verified Tracked Verified % of tracked
brand 207 24 183 0 207 11.6%
soc 2104 146 1958 0 2104 6.9%
smartphone 93396 17384 76012 0 93396 18.6%
tablet 3455 218 3237 0 3455 6.3%
watch 433 18 415 0 433 4.2%
pda 140 66 74 0 140 47.1%
gpu 2030 809 1221 0 2030 39.9%
cpu 3993 2704 1289 0 3993 67.7%
all 105758 21369 84389 0 105758 20.2%

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Budget Breakdown For Initial Launch Presentation Tracked verified coverage is below 50% for watch 4.2% (18/433), tablet 6.3% (218/3455), soc 6.9% (146/2104), brand 11.6% (24/207), smartphone 18.6% (17384/93396), all 20.2% (21369/105758), gpu 39.9% (809/2030), pda 47.1% (66/140).
Tracked coverage excludes records missing the verified field; see the Missing verified column for those records.
This does not fail validation. Keep imported records verified: false until manual audit, but treat this as follow-up verification work before relying on the affected categories as curated data. Instagram Post IPhone Mockup Up

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  • Full advisory outlier listings are suppressed on successful runs because they are dataset-wide and mostly stable between PRs.
  • Failure runs still include a detailed log excerpt for debugging.

Instagram Story Question Ideas Key output: Point Of Sale Product Launch Teaser

## app.validate ## integrity_check.py --strict loaded CPU=3993 GPU=2030 ✅ integrity gate: no hard anomalies.
Integrity section Flagged lines
structural 0
CPU name/tier consistency (desktop mainstream only) 0
CPU single>multi (cinebench/geekbench — should be multi>=single) 0
CPU era-vs-score outliers 8
CPU cross-source ratio outliers (possible wrong-variant) 152
GPU cross-source ratio outliers + sanity 18
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