PartITech blog
Technical analysis, practical guides and field experience to build, modernize and maintain sustainable applications.
AI can help identify vague or inconsistent alternative text, but it does not fully understand editorial intent or users' real experience. Here is a reliable method for integrating it into an accessibility audit.
TimesFM-3 promises zero-shot multivariate forecasting. Here is how to compare it with baselines, avoid data leakage, and run a reliable pilot.
The time between disclosure and exploitation of a vulnerability is shrinking, while validating a patch remains non-negotiable for critical applications. Here is how to limit exposure without confusing a temporary measure with remediation.
Symfony Reprise 1.0 brings Vite and Rsbuild the familiar Symfony integration provided by Webpack Encore. The migration remains a build project requiring an inventory, comparative tests and a gradual switch.
Agents that can read, click and fill in forms open up new possibilities on portals without APIs. They also turn every page visited into untrusted input that may influence an action.
Sufficiently persistent agents can exploit blind spots in an evaluation environment, communicate through unexpected channels and expand their scope. Here are the architectural lessons to apply immediately.
HIPAA-compatible hosting provides an audited foundation, but it does not automatically make a Laravel application compliant. Application controls, contracts and data flows still have to be built.
The campaign targeting PTC Windchill and FlexPLM reminds that a published patch only reduces the risk if it is accompanied by an inventory, an emergency timeframe, and a compromise search.
The Asana feedback is spectacular, but its value lies less in the number than in the method: independent batches, tests, human review, and parallel execution.
A prompt is not a security boundary. To allow an agent to modify a system, each write must be authorized, signed, isolated, and verifiable.
An agent can accelerate the collection of evidence during an incident, provided that it starts in read-only mode, separates diagnosis and action, and measures its reliability.
A statistical watermark, a C2PA signature, and a production register do not address the same problem. Their combination allows for a more robust provenance of generated content.
