_zoltan_

hahah :) sorry, typo... in hungarian both v and w are the same sound spoken so if I don't concentrate, easy to mix up.

what competitor?

the x20 Max plan for Claude gives you way lover limits.

I almost never pay cash.

Thank you!

> same approach of casually spending a few million on agentic computation is going to solve end to end materials design or drug development."

you're not actually spending that money. it's sunk cost, as you already bought the hardware. at least for the big pharmaceutical companies for drug development. then you run your own local model, trained on special data, with special etc, etc... to the end of buying GPUs for what, 3.5-6.5M/rack or so (GB300 NVL72, Google AI summary pricing quote) becomes a bargain (vs the double digit billions you need to spend on a new drug R&D).

ZDR is a thing. extremely large companies with a lot of IP rights use GPT/Claude without issues.

They could have used an enterprise or team subscription with ZDR.

What exact enclosure are you using?

Does USB work already or is that a 2027 item?

that's clear, of course. but I can't just use claude/codex cli, as it needs to see the platform emulator (android/iOS), does it not? so it's cowork?

Never heard of Granite? https://huggingface.co/ibm-granite

(I'm also an IBMer.)

I wish you study the Wikipedia page, please. it's a very old company and we have invented really cool stuff.

signed: a proud IBMer

why is your actual benchmark question so secret?

I'd love to learn more about this as I have some toy app ideas as well :)

I'm sorry but this looks much better:

  WITH raw_data AS (

    SELECT * FROM (
        VALUES 
            ('S01', 5000.0, 0.45, 120, 5),
            ('S02', 2400.0, 0.30,  45, 12),
            ('S03', 15000.0, 0.60, 300, 45),
            ('S04',  900.0, 0.15,  20, 2),
            ('S05', 3200.0, 0.50,  85, 8)
    ) AS t(store_id, revenue, margin, tx_count, returns)),

  base_data AS (
    SELECT
        store_id,
        revenue,
        margin,
        CAST(tx_count AS DOUBLE) AS tx_count,
        CAST(returns AS DOUBLE) AS returns
    FROM raw_data
  )

  SELECT

    store_id,
    revenue,
    margin,
    CAST(tx_count AS BIGINT) AS tx_count,
    CAST(returns AS BIGINT) AS returns,

    -- KPI Layer
    returns / tx_count AS return_rate,
    revenue / tx_count AS avg_order_value,

    -- Threshold Layer (matching original alias names)
    revenue > 1000.0 AS is_revenueabove1000,
    revenue > 5000.0 AS is_revenueabove5000,
    revenue > 10000.0 AS is_revenueabove10000,
    tx_count > 50 AS is_tx_countabove50,
    tx_count > 100 AS is_tx_countabove100,
    tx_count > 200 AS is_tx_countabove200,

    -- Interaction Layer (preserving exact numeric formula & aliases)
    revenue / (margin + 1e-5) AS ratio_revenuepermargin,
    revenue / (tx_count + 1e-5) AS ratio_revenuepertx_count,
    revenue / (returns + 1e-5) AS ratio_revenueperreturns,
    margin / (tx_count + 1e-5) AS ratio_marginpertx_count,
    margin / (returns + 1e-5) AS ratio_marginperreturns,
    tx_count / (returns + 1e-5) AS ratio_tx_countperreturns,

    -- Segmentation Layer
    CASE WHEN margin > 0.4 THEN 'High' ELSE 'Low' END AS margin_profile

  FROM base_data;

100%, but this is unimaginable on HN :)

1p is the best.

Limited income households rarely buy luxury items.

The android Gemini app defaults to 3.8 flash already.

I read the summary which for me focuses on intent: What's the current state, why it's not good, what is being changed and how, and then look at performance numbers.

Then I read the code but only after it got scrutinized by pr review skills on multiple models and those feedback got marked completed by the author.

This is why you use end to end encrypted communications.

He isn't talking about ultra mode which you are.

He said "ultrafast" which has nothing to do with subagents. It's a new API tier where it runs on a different inference backend to get you faster token/s.

hard disagree. I'm not gonna read the session log, and I don't care for it at all.

as for the commit message: if it's the usual verbose Claude style, I'm also not going to read it. to be honest, probably if it's not verbose, I'm still not reading it.

I'll ask my review agent anyway to summarize your code. My review agent will read your commit message.

last 7 days I've used ~4.8B tokens. most of that was during a 2 day span when codex was using one of my harnesses to iterate over a codebase to improve performance of some parts of it - fully automated.

this is not a free advertising platform.

Unpaid volunteer? Hah! These people want to do it, for reasons unknown to me. They might enjoy it.

I'm not even sure about the unpaid part.

NVIDIA is open source software first for almost everything. You cherry pick a couple of things, but it's not the general sentiment.

1 mil as generational wealth? what?

around 3 to 5 CHF, depending on the place, and what kind of coffee you want to drink.

remember, this is Europe - the coffee is not made the same nor looks or tastes the same as you get in the US. it's mind boggling to me that people get a 16oz "cup of coffee", black.

in Switzerland we almost never tip.