That ceiling only holds while the KV cache is small. Once you are deep into a long context, attention reads over the cache start eating a serious share of the same 273 GB/s and both models slow down together: often much more than people expect, because they benchmarked at 512 tokens and then work at 40,000.
Measure at your real context length. Run the same prompt at roughly 0, 8k and 32k of prior context and watch the tokens/sec curve. The shape of that curve tells you more about whether this box suits your workload than any model comparison will.
That turns seven failures into seven tests that take a full minute each and then fail again in three weeks when the runner is busier. Raising the timeout is correct when the operation is genuinely slow - a large upload, a real redirect to a payment page. It is the wrong tool when the machine is oversubscribed, because the thing you extended is the queueing, not the work.
Remember that KV cache quantisation is a separate knob from weight quantisation, and on a memory-constrained box it is often the better trade.
Quantising the cache costs you some quality over very long contexts but leaves the weights alone. If your problem is "the model I want does not leave room for the context I need", try that before you go down a bit on the weights: you frequently get the headroom you were after without touching model quality at all.
Mild disagreement with the certainty in here. Nobody in the history of email has been confused about your meaning, and this pair is drifting the way alright and a lot are drifting. It still matters in anything formal or public facing, because a reader who knows the rule will notice and quietly downgrade you, which is a real cost even if the rule itself is arbitrary.
Contrarian data point: we deleted about 200 component tests and our production bug rate did not move. What did change is that a redesign stopped costing two days of test edits, because most of those tests asserted on markup rather than behaviour.
For a two person team, e2e over the five flows that make money plus unit tests over the pure logic is a defensible whole strategy. Add component tests for the specific widgets that keep breaking, not as a layer.
Adaptors and cables. I left with a travel adaptor set, three charging bricks and a cable for every device, and ended up with one multi-port charger and two cables for the whole trip. The set weighed more than my jumper and I posted the whole lot home from a post office where nobody spoke my language, which was a memorable afternoon.
Raise prices before you decide anything. Forty-one accounts on 2021 pricing, put everyone up 40% with 60 days notice. You will probably lose four to six and land around $430.
The useful part is not the money. It is your own reaction to sending that email. If your gut says "I could not possibly", that is you telling yourself what you think the product is worth, and you should read it as data.
Log the event id and the attempt number on every single run, structured. Next time this happens - and it will, in a different handler - you can answer "was that ten events or one event ten times" in twenty seconds instead of an afternoon of reading mail provider logs.
One practical thing that buys you time: get a mentor through your local association in your first two seasons. Mine came round twice and both times told me in ten minutes what I would have spent three weekends and a lot of anxiety working out from books. Associations also usually have people who will cover an inspection if you are away, which turns your inflexible May into a manageable one.
Worth filing away for later: a large special dividend sometimes uses a different rule where the ex-date falls after the record date rather than before it. It is rare, it is announced in the notice if you read it, and it catches absolutely everybody the first time.
I own both. The hard case is objectively safer and I use it maybe once a year, because it is heavy, it does not fold, and it lives in the way for 360 days. The padded soft cover with a support rod inside it - the rod that takes the crush load off the driver head: has done a dozen flights including connections without a single broken shaft, and it collapses into a cupboard. If your driver is the worry, the rod matters more than the shell.
You are reading it correctly and the earnings payout ratio is the wrong measure for capital heavy businesses. Depreciation is a large non-cash charge, so earnings can look fine while cash goes out of the door into capex. For regulated utilities the sector convention is to measure the dividend against funds from operations, and to accept that growth capex is funded externally — that is the model, not automatically a warning. What I would actually check: how much of the capex is maintenance versus growth, whether the rate base is growing at a return above the cost of the new capital, and how much of the funding is equity that dilutes you. Issuing shares to pay a dividend is a treadmill. Issuing shares to build assets that earn a regulated return is the job.
The 2021 price is its own red flag, separate from the concentration. It says the account survives because nobody has looked at it. Any buyer who plans to raise prices post-close - which is most of them - is looking at 62% of revenue that might evaporate the first time it gets touched.
Upgrade proration mid-period is the one that got us. Two hours to implement, three weeks to discover we had been double-entitling people the whole time because the old subscription's expiry kept arriving after the new one started.
Worth the caution. In a lot of fixed-price work the deliverable transfers on payment rather than on delivery, which is exactly why that clause matters.
The circuit breaker matters more than it sounds at 200 a day. One customer whose endpoint hangs for 30 seconds instead of refusing the connection will eat every worker you own, and from the outside it looks like your queue is broken rather than theirs. Aggressive timeouts on outbound calls, always.
Slight disagreement with the write it off school. Sums like this are exactly what the escrow and dispute process is for, and letting it go quietly also teaches the client that the tactic works on freelancers. Fight this one, and separately fix the process so the next one cannot happen.
I waited three years for a correction that did not arrive in my city. Prices went up, rent went up twice, and my deposit grew slower than the deposit requirement did, so I ended up buying a worse flat than the one I passed on. The part nobody tells you is that waiting is not free even when nothing happens, because you are paying rent for the privilege of holding the option.
Agreed, and the fees on the refinance are real money too. Two of my friends never did it because the numbers stopped working, and both had bought on the assumption they would.