A Gold IRA follows the same tax rules as any other IRA, plus a short list of extra requirements for physical metal: minimum purity, approved products, an IRS-approved custodian and storage in an approved depository. Break one of those and the IRS can treat the whole account as distributed.
These guides explain the limits, deadlines and tax consequences so you know what applies before you contribute, roll over, withdraw or inherit.