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TechPicks (reference-consumer app) reported its canonical flagship catalog had base_model_slug null on 100% of records, blocking variant-grouping. Of 93,396 smartphone records, 61,731 already had it (populated on bulk-imported derivative records grouped by physical device); the 31,665 gap was almost entirely the curated/flagship records that never got it computed.
12,698 joined an existing same-brand group (12,688 exact slug match, 10 via known import-suffix stripping)
18,674 self-referenced (their own slug, since no sibling group exists yet — mostly 2023-2026 flagships with no bulk-import sibling)
293 left null on purpose: cross-brand slug collisions (287, e.g. flash exists under alcatel/dell/zte) or multiple same-brand candidate bases (6) — no guessing.
🔎 Data verification — Tier 0 (offline existence/trust)
Scored by app.verify; posted by TechEngineBot. Informational only — the structural gate (app.validate) is separate and authoritative for merge.
Changed records in this PR
31372 record(s) scored.
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pie showData
title Verification bands — all records
"Green" : 13819
"Yellow" : 17552
"Red" : 1
Loading
Category
Distribution
Total
🟢
🟡
🔴
🟢 %
smartphone
🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨🟨🟥
31372
13819
17552
1
44.0%
All
🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨🟨🟥
31372
13819
17552
1
44.0%
Full-dataset baseline
105800 record(s) scored.
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pie showData
title Verification bands — all records
"Green" : 23435
"Yellow" : 81244
"Red" : 1121
Loading
Category
Distribution
Total
🟢
🟡
🔴
🟢 %
brand
🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨
207
24
183
0
11.6%
soc
🟩🟨🟨🟨🟨🟨🟥🟥🟥🟥🟥🟥
2104
231
825
1048
11.0%
smartphone
🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥
93396
17909
75420
67
19.2%
tablet
🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥
3455
277
3177
1
8.0%
watch
🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥
433
39
390
4
9.0%
pda
🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨
140
83
57
0
59.3%
gpu
🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨
2030
1211
819
0
59.7%
cpu
🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨🟥
4035
3661
373
1
90.7%
All
🟩🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟥
105800
23435
81244
1121
22.2%
Hard violations (forced red):
Count
Check
1
!boost_ge_base
green = authoritative source + complete + consistent · yellow = plausible, needs confirmation · red = sparse/weak source or a hard contradiction. Promotion to verified runs in the scheduled verify-network workflow.
Tracked verified coverage is below 50% for tablet 7.2% (248/3455), soc 8.7% (184/2104), watch 9.0% (39/433), brand 11.6% (24/207), smartphone 18.7% (17495/93396), all 20.7% (21953/105800).
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.
Validation notes
The integrity gate blocks only hard anomalies introduced by this PR relative to its merge base.
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.
Key output:
## app.validate
## integrity_check.py (PR head compared with PR base)
loaded CPU=4035 GPU=2030
Integrity section
Flagged lines
structural
18
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)
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Summary
TechPicks (reference-consumer app) reported its canonical flagship catalog had
base_model_slugnull on 100% of records, blocking variant-grouping. Of 93,396 smartphone records, 61,731 already had it (populated on bulk-imported derivative records grouped by physical device); the 31,665 gap was almost entirely the curated/flagship records that never got it computed.flashexists under alcatel/dell/zte) or multiple same-brand candidate bases (6) — no guessing.Test plan
python -m app.validatepassedCloses #1