... businesses invest in future-facing projects. However, the definition of research and development for tax purposes is not simply anything innovative. It s rooted in whether a project seeks to resolve scientific or technological uncertainty knowledge that cannot be readily deduced by a competent professional in the field. This makes claim preparation considerably more than filling forms: it requires narrative, evidence, and structured documentation. Why Preparation Matters Before diving into the mechanics, it s worth understanding why preparation matters ... ... Involved the resolution of uncertainty that a competent professional could not easily solve; Used systematic or investigative approaches to resolve that uncertainty. This can include work such as: Developing new software or improving existing systems; Creating prototypes or testing alternative

... ChatGPT flags unread emails, plans your day, and even nudges you about that dentist appointment you keep postponing . Safety and honesty boosts Over 5 000 hours of safety testing have slashed hallucinations and taught GPT-5 to more readily admit I don t know . Better vibe coding capabilities GPT-5 s vibe coding abilities kind of just hit warp speed or pretty close to it. Describe your dream web app in plain English layout, colors, features, and within seconds ... ... like button. Benchmarks, benchmarks, benchmarks Benchmarks should always be taken with a grain of salt . They are effectively a snapshot of a models capabilities under near perfect conditions. Sort of like the Big Mac you see on the ads vs