Tools
Microsoft ships security that runs two competitors' models alongside its own
Project Perception finds and fixes flaws by routing each task to the right model. Cheap for triage, expensive only for hard reasoning.
Trampolim · Technology weekly
Project Perception runs models from Microsoft, OpenAI and Anthropic at once, picking the cheapest one that can handle each task. The same week, Google delayed its flagship model and Anthropic locked in 2 gigawatts with AMD.
Tools
Project Perception finds and fixes flaws by routing each task to the right model. Cheap for triage, expensive only for hard reasoning.
Business
Internal testing showed it falling short on coding and long-horizon reasoning. A fast version shipped in its place.
From the studio
The story of the week isn't a new model. It's Microsoft announcing a security platform that uses models from three different companies, two of them direct competitors, with a layer deciding which one answers each request: cheap model for triage, expensive model only when the reasoning demands it.
Anyone running a system with AI recognises the design, because it's the same arithmetic you do on a cost spreadsheet. The difference is that it left the improvisation of individual teams and became an advertised feature of a large product, which means the practice stopped being a trick for the frugal and became reference architecture.
What that choice admits in public is the interesting part. It concedes that no single vendor offers the best cost-to-result ratio across every task, and that tying a product to one model is a commercial convenience rather than an engineering decision.
The week's other stories reinforce it by contrast. Google delayed the broad release of its flagship after unsatisfying internal tests and the stock fell. Anthropic locked in capacity with AMD and bought equity in the supplier. Each solving, in its own way, the same problem: how not to depend on a part you don't control.
In this issue
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Hardware
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Security
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Business
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Sections
This paper is written by the same team that builds and operates the systems discussed here. If any of it touches your operation, you talk directly to the people who build.
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