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Pour the almonds and salted pistachio nuts in a non-stick pan. Place the pan over medium heat and dry roast the nuts gently. Give the pan a good shake every 15 seconds. Do this for 3 to 4 minutes. The nuts should be lightly golden, not blackened or burnt.
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Then remove the roasted nuts from the pan and let them cool down on a cold plate. Add the eggs, the caster sugar, the olive oil, the vanilla extract and the fennel seeds to a large mixing bowl.
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Whisk all the ingredients until foamy and airy. Season the batter with a little pinch of salt. Add the all-purpose flour and the baking powder.
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Stir the batter well into a rather dry dough. Then add the roasted cooled nuts and stir the dough well again.
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Place the dough on a clean surface and start kneading it for a minute. Add extra flour if it still is too sticky. Divide the dough into 2 pieces.
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Roll them into sausage shapes and flatten the top a bit. Put these logs on a baking paper lined baking tray.
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Then bake the biscuit dough in a preheated oven at 356°F (180°C) for 25 minutes. Remove them and let the biscuit logs cool for 5 minutes. Cut them into slices using a very sharp knife, they are surprisingly soft on the inside.
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Carefully place the slices on an oven wire rack. Watch out, they can still break. Bake the biscuits for another 20 minutes in the hot oven at 356°F (180°C). Remove the cantucci biscuits and let them fully cool down. Store them in an airtight jar.