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AI Engineering

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InfrastructureOct 23, 2026

ChatGPT’s storage account shows the infrastructure behind global AI use

OpenAI’s latest Habitat engineering account describes the storage work behind products serving more than a billion users. The October 23 post explains how the platform evolved its use of Azure Cosmos DB, including the tradeoffs between isolated workloads and shared capacity.

Policy and SafetySep 4, 2026

AI security teams are moving toward deeper red-team testing

AI safety debates can feel abstract until systems start acting in ways their builders did not expect. The next phase of red-team testing has to cover behavior over time, tool use, social engineering, and the ways agents behave when goals collide with boundaries.

ResearchAug 31, 2026

Post-training is starting to look like maintenance work, not magic

A useful AI research signal this week is the move to describe LLM post-training as industrial maintenance. That framing is important because many model improvements depend less on mystery and more on cleaning, shaping, measuring, and repairing the data systems around the model.

ResearchAug 26, 2026

TraceML asks whether coding agents can plan through real ML work

Coding agents look impressive on isolated tasks, but machine-learning work is messier: data changes, experiments fail, metrics mislead, and progress often depends on choosing the next test rather than writing the next function. TraceML is useful because it studies that planning layer instead of treating every software task like a short coding puzzle.