The fatal flaw in this reasoning is that we don’t have the same energy expenditure as our fat mass increases. I just want to point out that the calories in/calories out system don’t claim to predict exact energy expenditure, weight gain, or weight loss. It’s just a system that shows how energy intake and expenditure are linked with energy storage and energy loss for the average person.
To drill down further, there are some genetic enzyme defects that cause problems with ketosis. Here are a few of note: carnitine deficiency (primary), carnitine palmitoyltransferase (CPT) I or II deficiency, carnitine translocase deficiency, beta-oxidation defects—mitochondrial 3-hydroxy-3-methylglutaryl-CoA synthase (mHMGS) deficiency, medium-chain acyl dehydrogenase deficiency (MCAD).
Much of the research into low-carbohydrate dieting has been of poor quality and studies which reported large effects have garnered disproportionate attention in comparison to those which are methodologically sound.[5] Higher quality studies tend to find no meaningful difference in outcome between low-fat and low-carbohydrate dieting.[5] Low-quality meta-analyses have tended to report favourably on the effect of low-carbohydrate diets: a systematic review found that 9 out of 10 meta-analyses with positive conclusions were affected by publication bias.[5]
“I encounter many patients who are interested in LCHF and are finding benefit in weight reduction, better diabetes control, improved endurance and energy levels, and improved lipid profiles. There is a great deal of confusion out there about the diet, much of it based on outdated science or an incomplete understanding of the topic. I feel that I owe it to patients to be informed about LCHF so that I can advise them on the risks and benefits it could have for them.”
Lunch: pat dry chicken and cut into cubes. Lightly (!) salt and pepper. Heat a skillet over medium heat, once hot add coconut oil and fry chicken cubes until brown from all sides. Remove chicken, and add crushed garlic, curry paste and fish sauce to pan. Stir until fragrant and remaining oil in pan and curry paste are well combined. Then add coconut milk and whisk until well combined. Simmer and reduce sauce until desired consistency (1-3 minutes). Pour sauce over chicken and sprinkle with sesame seeds. Serve with baby spinach.
You may also want to try a cyclical keto diet, or carb cycling. You follow the standard keto diet for 6 days of the week, when you eat less than 50 grams of net carbs a day. But on one day of the week, you increase your carb intake to roughly 150 grams of net carbs. Doing this satisfies any carb cravings you might have, making it easier to sustain keto in the long-run. Learn more about the benefits of carb cycling and weight loss here.
In this single-arm, 4-month diet intervention, an LCKD resulted in significant improvement of glycemia, as measured by fasting glucose and hemoglobin A1c, in patients with type 2 diabetes. More importantly, this improvement was observed while diabetes medications were reduced or discontinued in 17 of the 21 participants, and were not changed in the remaining 4 participants. Participants also experienced reductions in body weight, waist circumference, and percent body fat but these improvements were moderate and did not predict the change in hemoglobin A1c in regression analyses.
Lastly, if you're active, you might need to make some adjustments to take that into account. "For the first one to two weeks, temporarily reducing your exercise load can be helpful as your body adjusts to being in ketosis," he says. "Additionally, for those who have an intense workout schedule, carb cycling may be a good option." Carb cycling essentially means you'll increase your carb intake on the days you're doing exercise, ideally just two to three days per week. "While low-carb days may be around 20 to 30 grams of net carbs daily, high-carb days can range all the way up to 100 grams, although it can vary based on your size and activity level," says Dr. Axe. (Related: 8 Things You Need to Know About Exercising on the Keto Diet.) 
The keto diet works by eliminating carbohydrates from the your daily intake and keeping the body’s carbohydrate stores almost empty, therefore preventing too much insulin from being released following food consumption and creating normal blood sugar levels. This can help reverse “insulin resistance,” which is the underlying problem contributing to diabetes symptoms. In studies, low-carb diets have shown benefits for improving blood pressure, postprandial glycemia and insulin secretion. (7)
I won't be staying with keto for the long term—I really can't eat that much bacon anymore—but I do expect I'll return to it several times a year. If nothing else, the strict diet works well for me as a reset after a long splurge (hello, holidays!), and my month-long experiment helped me break my dependency on some of my biggest food crutches (sugar, pasta, crackers).

While you’re focusing on fat, protein, and carbs, you should also make sure you’re getting adequate fiber. “People often assume that they should only eat things like meat and butter on the ketogenic diet,” says Farshad Fani Marvasti, MD, an associate professor and director of Public Health, Prevention, and Health Promotion at the University of Arizona College of Medicine in Phoenix. “You should make sure you are eating enough vegetables because you need the fiber.”
^ Another publication of similar regimen was Hill LW, Eckman RS (1915). The Starvation Treatment of Diabetes with a series of graduated diets as used at the Massachusetts General Hospital. Boston: W.M. Leonard. This was so well received that it went into revised editions, eventually becomingThe Allen (Starvation) Treatment of Diabetes with a series of graduated diets (4th ed.). Boston. 1921. p. 140.
But what does the science say? Results are mixed. In one Spanish study of 20 obese adults, participants were put on a low-calorie keto diet and lost an average of 40 pounds over four months. Another small experiment had a similar outcome. In a six-month Experimental & Clinical Cardiology study of 83 obese adults, those on the keto diet lost an average of 33 pounds, while lowering their bad (LDL) cholesterol levels and increasing their good (HDL) cholesterol.
24. Watson N.A., Dyer K.A., Buckley J.D., Brinkworth G.D., Coates A.M., Parfitt G., Howe P.R.C., Noakes M., Dye L., Chadwick H., et al. A randomised trial comparing low-fat diets differing in carbohydrate and protein ratio, combined with regular moderate intensity exercise, on glycaemic control, cardiometabolic risk factors, food cravings, cognitive function and psychological wellbeing in adults with type 2 diabetes: Study protocol. Contemp. Clin. Trials. 2015;45:217–225. [PubMed] [Google Scholar]
At the first visit, participants were instructed how to follow the LCKD as individuals or in small groups, with an initial goal of ≤20 g carbohydrate per day. Participants were taught the specific types and amounts of foods they could eat, as well as foods to avoid. Initially, participants were allowed unlimited amounts of meats, poultry, fish, shellfish, and eggs; 2 cups of salad vegetables per day; 1 cup of low-carbohydrate vegetables per day; 4 ounces of hard cheese; and limited amounts of cream, avocado, olives, and lemon juice. Fats and oils were not restricted except that intake of trans fats was to be minimized. Participants were provided a 3-page handout and a handbook [11] detailing these recommendations. Participants prepared or bought all of their own meals and snacks following these guidelines.
The changes in the variables of the study were analyzed through repeated-measures ANOVA (the within-subjects factor included 4 measurements), defining polynomial contrast to explore potential linear, quadratic, and cubic trends (3-order polynomial trends were considered due to the 4-level measurements), and post-hoc pairwise comparisons employing Tukey’s adjustment for multiple comparisons. Effect size for each pairwise comparison was based on Cohen’s-d coefficient, considering poor effect size for |d| > 0.20, medium/moderate for |d| > 0.50, and large/good for |d| > 0.80 [33].

The one important caveat: Eating keto also ups the risk for diabetic ketoacidosis, a life-threatening condition where fat gets broken down too fast and causes the blood to become acidic. It’s much more common in people with type 1 diabetes, but if you have type two and are eating keto, talk with your doctor about what you should be doing to diminish your risk.
Those who’ve had their gallbladder removed may need ox bile supplementation to support their body in breaking down fats[*] and aid in overall digestion. When taken with a meal, ox bile provides a concentrated source of bile which takes the place of the bile that would have been secreted by your gallbladder. As mentioned before, proper digestion is key to helping aid in weight loss and optimizing overall health and wellness.

I ate a lot of bacon, cheese, eggs and meat (steak and chicken mostly). For a person whose eating philosophy is typically more plant-based and whole-food-focused, eating processed pork products every morning took a lot of personal persuasion. It also took a complete mental shift, because eating multiple pieces of bacon every day for weeks on end goes against everything I've been taught for personal health.