In 2014 I wanted to see what it was like to train at a really high altitude. I had saved some money, and rented a duplex in Leadville from June to September (at the time it only cost $600 a month for a furnished 2-bedroom). I had been injured and so had spent a couple of months prior just cross-training and doing light weight lifting at sea-level. Here are some of the things I experienced:
In the first 3 weeks of living there, I lost 15 lbs., running about 50 miles per week, swimming 2-3 times per week followed by a sauna session, and lifting 3-4 days. Granted I went in a bit overweight from the injury, so the first few lbs were a given, but it was definitely too drastic a weight change in too short of a time. I was eating a lot, but I think I just didn't understand the metabolic demands of training and recovering in such an oxygen deficit. I spent much of the first month extremely fatigued.
After my energy levels came back up, I increased my running volume to about 70 miles per week and kept swimming and lifting. I did strides after every easy run. I found it extremely difficult to have multiple quality workouts per week with a long run. For reference, at the time I was a 4:00 1500m runner, and had trouble running 6:00 mile pace for repeat Ks at 9,000ft. I dropped down to nearby Buena Vista (8000ft) or Salida (7000ft) for some quality sessions in order to run them a bit quicker, but it was the fact that I wasn't recovering between sessions that made it so hard.
I spent most of the time just trying to get in easy running, driving to lower elevation when I could. I diligently supplemented Iron with Vitamin C. Even after I was able to train more consistently, every 2 weeks or so I would have a day of such fatigue that I could hardly get out of bed, and would sleep and eat all day, and be mostly fine again the next day. I was typically sleeping 9-10 hrs per night and a 1 hour nap each day.
In September, it started to snow some days. There had also been snow on the ground in spots when I arrived in June. I realized this would not be good a long term training plan for the distances I wanted to run (1500-10k). On top of the weather, my energy was so low from training there seemed to be no way to find a real job and still train hard (most jobs in the area at the time were manual labor or food service).
When I returned to sea-level my speed and threshold work were really lacking for a few months, but aerobically I was stronger than I had ever been before, and had a much higher capacity for training volume, including strength training. After a good Fall of cross-country and road racing, I set PBs in every event from 1500m to 10 miles (granted, my personal bests in most of those events weren't that good in the first place). It's hard to determine if my improvements were from my aerobic improvements at altitude or because I had a really consistent year that was naturally periodized.
I think I know more about training and about myself as an athlete now, and I would definitely do it again if I could. I would just make a few adjustments:
Eat way more red meat to help blood and energy levels.
Take easy days even easier.
Put more rest days between sessions, and not try to do a long run every Sunday.
Come down from altitude for about 1 week every month to recover at 5000-6000ft.
More quality strides or occasional 150m-200m reps for a neuromuscular stimulus.
I can see why people don't train at such a high altitude year round, or even in preparation for a major championship. There are a lot of variables and it can be really easy to mess up. Also, I was born and raised at 5000ft. and it still took a toll on my body to be that high.