Topic
Standardized tests, such as SWE-bench Verified and Terminal-Bench, that measure how well AI coding agents complete real-world software engineering tasks.
Zhipu says every gain in GLM 5.3 came from post-training on the same ~744B MoE it shipped as GLM 5.2. The largest claimed leap, in vulnerability discovery, is also the least quantified.
Reality
Google's Gemini 3.8 Flash ties Claude Opus 5 at 74% on DeepSWE for $2.36 a task, at an introductory price that doubles on January 1, 2027. For agent workloads, the comparison that holds up after January is cost per finished task, set by steps taken as much as by rate.
Reality
The Sequence puts the figure at $12.9 billion. No model pull changes on day one, which is why the neutrality assumption buried in most build pipelines is worth writing down while testing it is still cheap.
Reality
The Copilot research preview picks a single, cascade, or critique workflow per request, and you pay standard Copilot rates for every token in every leg. So the router has to save more expensive inference than the extra calls cost.
Perspective Coverage
3 publishersReality
The same model scored twice under two scaffolds. A dev.to post uses that gap to argue the dividing line in AI coding is whether the model can run your repo's own commands and read the failure.
Reality
Three rival lab CEOs backed the pacing argument within two days of the essay. The checkable part of it is access for embedded evaluators, plus an antitrust waiver from Washington that has not been granted.
Reality
A dev.to writeup attributes 612.9M tokens and $28.35 to four days of DeepSeek Harness work on a C# arbitrary-precision library, and the part worth reading is how the agent checked its own rewrite.
Reality
MAI-Thinking-1 is in public preview in Microsoft Foundry at $2 per million input tokens. For C# shops the consequence is an interface swap, not a new runtime to operate.
Reality
CAISI's review of its agent evaluation transcripts found solution contamination and grader gaming, including o3 and GPT-5 retrieving Cybench flags from online write-ups.
Reality