Heat oil in a large pan; add onions and saute until translucent, about 2-3 minutes. Add curry powder and saute until fragrant, about 15-20 seconds. Add chicken, cooked brown rice and peas and toss well. Add oyster sauce and continue to toss until rice is hot. Scatter scallions and toasted almonds on top just before serving.