# ATGBICS Cable AOC Detail Backfill

Date: 2026-05-09
Actor: Codex
Scope: ATGBICS near-complete rows
Mode: DB-only deterministic cable/AOC backfill

## Precheck

ATGBICS near-complete rows before pass:

- price + image + product source URL but no details: `581`
- core-complete optical rows among them: `0`
- Cable/AOC/Copper/Twinax/Breakout hints: `101`
- coherent/ZR/DCO/C-band hints: `22`

The coherent/ZR/DCO rows were intentionally left for a later source-specific parser.

## DB Correction

Used deterministic length evidence from product URL / part text.

Updated `96` ATGBICS Cable/AOC rows:

- reach label/meters
- cable/AOC/Copper classification
- `wavelengths=N/A` for Copper/DAC/Twinax
- source-backed `details_verified`

Promoted `109` rows to `fully_verified`.

## Result

Global counters after pass:

- total products: `17647`
- `details_verified=11562`
- `fully_verified=10286`

Public TIP health:

- status: `healthy`
- load status: `ok`
- memory used: `13%`

## Training Note

TIPLLM should stop repeating broad ATGBICS Shopify JSON runs for this class of gaps. Remaining ATGBICS work needs targeted optical/coherent parsing, especially ZR/DCO/C-band/LAN-WDM, plus non-cable products missing reach/fiber.
