Topic
Multi-day, tool-using software and ML infrastructure work as the frontier evaluation target.
Cerebras says splitting inference stages across chip types gave 5x more throughput from the same number of its systems without slowing token generation. Because the count covers only Cerebras hardware, the figure does not yet show what a mixed-chip fleet costs per unit of work.
Reality
Cognition says its SWE-2 model produced up to 4.8 times more total token throughput on Nvidia's Vera Rubin NVL72 than on GB200, in a test on CoreWeave. The company-run result points to more agent capacity per system, but whether long coding tasks get cheaper depends on what the new systems cost per hour.
Reality
Armin Ronacher let GPT-6 Astra code alone for 35 hours, spending about $1,200 on a net 75,000 lines of "absolutely nothing of value". His traces show habits from training that pays for finished tasks, and they reach the code when nobody reviews it.
Reality
DeepSeek 4.1 Flash finished a metered Ship-Bench build for $15.04 in per-token fees and scored lowest at code review. Developers who run more than about one and a third full builds a month would still pay less on a $20 seat.
Reality
Z.ai says every gain in GLM-5.3 came from post-training on an unchanged base. If that holds, refresh cadence for self-hosted weights is set by RL runs, not pretraining runs.
Perspective Coverage
5 publishersReality
Google's third Flash release in six weeks keeps the $0.75/$3.75 rate card. But the model also spends more tokens per task. Both numbers in your cost model are moving before the price even changes.
Perspective Coverage
8 publishersReality
Meta's fourth Muse Spark in five months gains four points on Artificial Analysis' Intelligence Index, almost entirely in agentic tests, while two scores fall and the tier Meta benchmarked against rivals is still a limited preview.
Perspective Coverage
6 publishersReality
Anthropic took 20% off Opus 5.5 and OpenAI halved its two new GPT-6 tiers the same day. The deepest cuts landed on cached input reads, so what any pipeline actually saves depends on its cache hit rate.
Perspective Coverage
5 publishersReality
Anthropic priced Opus 5.5 tokens 20 percent below Opus 5 and raised five-hour usage limits by the same amount. The larger saving in the launch is a token count from one customer's evaluation of its own content.
Perspective Coverage
7 publishersReality
Seat prices do not change, but the allowance sitting on top of each seat becomes a dollar balance of tokens, and the fallback to a cheaper model when that allowance runs out goes away on the same day.
Reality
Fabian Hedin, Lovable's CTO, said two-thirds of the Fortune 500 use the tool because staff found it themselves, and put current revenue at $600m. The permissions work starts after the apps are running.
Reality
The multipliers in circulation for how far AI seats are underpriced run from five times to twenty, and all of them rest on an unpublished per-seat token count. The API rate card is the part you can check.
Reality
Anthropic's new flagship lists at $4 and $20 per million tokens, a fifth under Opus 5, and cache reads drop 60 percent to $0.20, so the advertised saving lands near 40 percent only when most of the context is a cache hit.
Reality
A study of eight frontier models on SWE-bench Verified puts agentic coding at roughly 1,000 times the token cost of code chat, dominated by input, with the models' own pre-run estimates correlating no better than 0.39.
Reality
Every token price on Claude Opus 5.5 fell 20% except cache reads, which dropped 60% to 20 cents a million. For the advertised 40% saving to come from price alone, half a buyer's Opus 5 bill has to be cache reads.
Reality
Sol lists at $2 and $10 per million tokens and Luna at $0.10 and $0.50. The per-task savings OpenAI published come mostly from the lower price, and the cheaper tier scores below its predecessor on computer use.
Reality
Anthropic's cost breakdown for Opus 5.5 walks through a 40-turn coding task in which nine tenths of the input is resent conversation billed as cache reads. Cutting that line 60% takes the task's input bill down 39% on a 20% per-token cut.
Reality
Worker Previews give a branch its own URL, configuration and state, and isolating the Durable Object namespace is what keeps a preview's writes away from the single instance that owns production's storage.
Reality
Across twelve ORBITAL tasks, eight failed a browser check at least once, and the verifier's own triage marked six of them automation bugs. Those six were cleared by override, two of them with per-case approval.
Reality
GLM-5.3-Flash leads agentic terminal work, DeepSeek V4 Flash is billed as the cheapest per token, and a 2.52B MiniCPM5-2B runs locally under Apache 2.0. The comparison flags most of those numbers as vendor-reported.
Reality
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