Hi Yu,
Thank you for the detailed and honest response. I genuinely appreciate the transparency about the 2.8T scaling challenges and the GPU saturation. I also want to say that a dedicated developer plan with separate quotas sounds like a great long-term fix.
But I need to respectfully push back on the idea that this is purely a scaling problem that users should wait out. I have four months of actual usage data on my account, and the numbers tell a different story.
My exact timeline:
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Moderato (Feb 4 – May 9): Four full months. Never ran out of credits once.
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May 8: I lost my job. I suddenly had much more free time. I started coding more heavily and using Kimi for job hunting — so my usage increased significantly.
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Allegretto (June 10 – July 11): First month. Full cycle, no issues at all. This was during my unemployment period with heavier usage than my Moderato days.
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Allegretto (July 11): Second month begins. Normal usage for a few days.
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~July 15–16: K3 releases. My Allegretto credits ran out in 2–3 days.
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July 22: I upgraded to Allegro immediately. I paid $100 because I believed the advertised 15× coding credits and 5× agent credits would finally be enough to handle K3 for a full month.
Here is where I am today, on Allegro:
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Day 3–4 of my billing cycle.
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~30% of my monthly quota gone.
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~33% of my weekly quota gone.
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I have never once hit the 5-hour limit. Not even close.
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I am actively mixing K2.7 and K3 to conserve credits.
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I am working less total time than I was during unemployment because I am now paranoid about every token.
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I am a part-time freelancer, not a full-time developer.
At this burn rate, my $100 subscription will be exhausted in approximately 7–10 days. That leaves me with 20+ days of dead subscription that I already paid for but cannot use. I cannot afford booster packs or Vivace.
Why the “exponential scaling” explanation doesn’t fit my data:
If K3’s resource demand is the sole cause, then the 15× coding credits on Allegro should have absorbed that hit. That is a 3× increase over Allegretto’s 5×, at 2.5× the price. Yet here is what happened:
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Moderato ($40): Handled 4 months of my usage, including a period of increased usage after I lost my job.
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Allegretto ($40): Handled 1 full month of increased unemployment usage with zero issues.
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Allegretto ($40) + K3: Dead in 2–3 days. Understood. Accepted.
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Allegro ($100) + mixed K2.7/K3, reduced usage: On track to die in 7–10 days.
The only variable that changed is K3 and the plan structure. My usage pattern did not explode — if anything, it decreased because I am now rationing myself. If Allegro truly delivered 3× the effective coding capacity, it should last at least as long as my $40 plans did. Instead, it is on track to last less than one-third of the time.
The monthly cap is structurally underfunded:
If I am at ~30% monthly and ~33% weekly on day 3, the monthly quota is only about 3× the weekly cap. That means even if I perfectly pace myself to never hit the weekly limit, I would still exhaust my monthly quota in 3 weeks maximum — and that assumes I never touch Chat or Agents.
Allegro cannot mathematically function as a monthly plan for anyone doing sustained work. The 15× marketing multiplier is a number on a pricing page, not real usable capacity.
My ask:
I am not asking for a refund. I am asking Moonshot to acknowledge that today, Allegro is failing to deliver what was paid for. It is not a monthly subscription — it is a weekly pass with a monthly price tag.
If the quota cannot be increased immediately, then K3 reasoning tokens need to be discounted for paid subscribers, or the monthly cap needs an emergency extension. “Please wait” is not a solution when I have 20+ days of dead subscription ahead of me.
I have been a loyal user since K2.5. I upgraded to Moderto on day one, then Allegretto for Agent Swarm, then Allegro because I believed in the product. I made a real financial sacrifice as a student in Egypt who is between jobs. **I paid for a month. I am on track to get a week. Please tell me why I should not switch to Claude.
PS.** This was mostly written by kimi. The claude threat is by your own AI not me I never even suggested switching to claude 