DanialOG

Dropped a real door order and a messy 108㎡ renovation quote into Ling-3.0-flash-Fin and watched it catch cash flow timing gaps plus missing evidence on ten different trades. Not flashy, but exactly the kind of audit work small business owners actually need before signing off.

Dropped a full Huabao Zhiyuan mid-year report into Ling-3.0 Flash Fin on OpenRouter and asked it to verify top holdings first, then build proper ECharts for both the concentration and the full data-center hardware chain. The storage overweight showed up loud and clear.

Dozens of funds, ETFs, and names sitting in Notion. I ran the quarter through Ling-3.0-flash-Fin to shrink the review, not to hand it the trade.

I reran NVIDIA as a chain: 10-K excerpt, a small formula book, Q2 10-Q, 8-K, CFO note. Ling-3.0-flash-Fin versus plain flash, one sample, temp 1.

Print day, same NVIDIA file. One tab opens sales and net income, then Xueqiu. The other tab opens two segments that are the same size and not the same speed.

Yiwu to Amazon US, $29.90 on the tag, $1.91 in the account after every cut. Two hundred orders and the dashboard still looks friendly.

I thought the Unitree pack would fail on a number. It failed on a nested JSON object sitting in the wrong place.

Storage dinner chat is AI shortage forever versus phones too expensive to sell. I gave Ling-3.0-flash-Fin CXMT’s 192-page half-year report instead of that binary.