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SpacemiT K3 Pico-ITX Review: 60-TOPS RISC-V Powerhouse for LLMs?

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By androidpimp on June 2, 2026 Embedded Computers
SpacemiT K3 Pico ITX
SpacemiT K3 Pico ITX
Table of contents
  1. Part I: An Introduction to the SpacemiT K3 RISC-V Series Boards
  2. Why โ€œcapable of running 30B parameter LLMsโ€ is a big deal?
  3. 1๏ธโƒฃSpacemiTย K3ย high-performanceย RISC-Vย processorย 
    1. The K3 is a cutting-edge, high-performance RISC-V CPU built for advanced AI applications.
    2. Target market
    3. Main Highlights
  4. Completely compliant with the RVA23 profile.
    1. What is RVA23 and why is it important?
    2. Whatโ€™s inside RVA23?
  5. Why developers care?
    1. In one sentence
  6. Hereโ€™s a closer look at the full range of capabilities offered by the SpacemiT K3:
  7. 2๏ธโƒฃK3 Pico-ITX single board computer (Also known as Milk-V Jupiter 2)
  8. Specifications
  9. 3๏ธโƒฃSpacemiT K3-CoM260 Developer Kit
    1. A Full-Stack RISC-V Robotics Development Kit
  10. Key Features
  11. Extensive software compatibility
    1. OS compatibility now includes Ubuntu 26.04 with support for RISC-V architecture.
    2. Official mainline Ubuntu support.
  12. Extra support through official partner channels
    1. What about official OpenWrt mainline support?
  13. Supporting the Spine Triton kernel development system
    1. Why does SpacemiT care about Triton?
  14. Hardware designed to work with AI agents
  15. Platforms that are already compatible with the K3 architecture.
  16. RISC V AI Accelerationย in 2026: How SpacemiT K3 Challenges Jetson at the Edge
    1. SpacemiT K3 vs NVIDIA Jetson Series โ€“ Performance Comparison
  17. Part II: SpacemiT K3 Pico-ITX Review
    1. The Package
  18. Package Contents (Unboxing)
  19. Design-wise
  20. Storage Space โ€“ What You Need to Know!
  21. How much internal storage comes with the 16GB RAM model?
    1. โญย 128โ€ฏGB total capacity!
    2. How much space do we have available, and how much is left to use?
  22. How to install an NVMe SSD
    1. Checking for drives and partitions
    2. Performance benchmarks
    3. What do p80, p90, p95, and p99 latency mean?
    4. Test Results In plain language:
  23. Checking temperatures
  24. Software Support
    1. How do I flash the firmware to set up a new operating system?
    2. Pre-installed software
  25. Available usable RAM
    1. Compatibility with Tailscale
      1. Step 1: Installing Tailscaleย for a riscv64 architecture environment
      2. Step 2: Enabling and starting the Tailscale service
      3. Step 3: Checking that itโ€™s running
      4. Step 4: Authenticating our device
  26. Better and more cost-effective?
    1. Chinese companies are great at keeping costs low, but is their hardware actually better than Nvidiaโ€™s?
  27. Architecture: Heterogeneous vs. Homogeneous Fusion
    1. Nvidia design philosophy
    2. SpacemiT K3ย design philosophy
    3. Conclusion: Better is Relative
      1. Is the hardware actually better?
  28. System performance benchmarks
    1. Key takeaways
    2. Key Takeaways
  29. Running the official llama.cpp benchmark tool (llama-bench)
    1. Running our test
    2. Our test script
    3. Why did we pick this model?
    4. LLaMA-3 8B Q4_K_M โ€” Spacemit K3 vs Mac mini (16โ€ฏGB RAM) + Estimated Prices (USD)
    5. Final Conclusions:
      1. What do the results mean?
    6. What kinds of AI language models can operate on this device?
      1. What does this mean from a userโ€™s standpoint?
    7. Unified LLM Compatibility Table (16GB RAM Pico ITX)
  30. Connectivity
    1. Wireless connectivity
    2. How is the performance?
    3. What about support for cellular modems?
  31. Setting up our 10Gb RJ45 SFP+ module
    1. iPerf3 network throughput Speed Test
    2. โญQuick Takeaways from our test results
      1. The bottom line
    3. We also took a look at the CPU usage of the K3 Pico-ITX.
      1. Key Observations from the Metrics:
    4. Improving performance by optimizing operating system governors
  32. Power requirements
  33. Usable Interfaces
  34. Final verdict
    1. Price wise
    2. Places to buy
    3. SPACEMIT K3 Pico-ITX RISC-V Development Board

How to install an NVMe SSD

The K3 Pico-ITX Mini PC includes an M.2 Key M slot for a 2280 NVMe SSD, but if you have a shorter card like a 2230 or 2242, no problem—you can still use it with an M.2 NVMe SSD length extension adapter. For this test, we used our Fanxiang S700 500GB with an extension adapter.

SpecFanxiang S700 500GB
Capacity500 GB
Form FactorM.2 2230
InterfacePCIe 4.0 ×4, NVMe protocol
ControllerInnogrit IG5220
NAND TypeTLC NAND
Sequential ReadUp to 5000 MB/s
Sequential WriteUp to 4600 MB/s
CompatibilitySteam Deck, Surface Pro, laptops/desktops supporting 2230 NVMe
Use CaseGaming, handhelds, compact PCs
K3 Pico ITX NVMe Install 1
K3 Pico ITX NVMe Install 1
K3 Pico ITX NVMe Install 2
K3 Pico ITX NVMe Install 2
K3 Pico ITX NVMe Install 3
K3 Pico ITX NVMe Install 3
K3 Pico ITX NVMe Install 4
K3 Pico ITX NVMe Install 4
K3 Pico ITX NVMe Install 5
K3 Pico ITX NVMe Install 5
K3 Pico ITX NVMe Install 6
K3 Pico ITX NVMe Install 6

Checking for drives and partitions

In our setup, we installed a Fanxiang S700 500GB NVMe SSD, and Bianbu OS successfully recognized it as the device /dev/nvme0n.

Listing details of all available block devices, including hard drives, SSDs, and their partitions.

tzah@tzah-spacemit:/$ lsblk -o NAME,SIZE,TYPE,MOUNTPOINT
NAME        SIZE TYPE MOUNTPOINT
sda       119.3G disk
├─sda1      256M part /run/media/tzah/ESP
├─sda2      256M part /boot
└─sda3    118.8G part /
mtdblock0     8M disk
mtdblock1   128K disk
mtdblock2   512K disk
mtdblock3    64K disk
mtdblock4     1M disk
mtdblock5   384K disk
mtdblock6   5.9M disk
nvme0n1   465.8G disk <<< Our Fanxiang S700 500GB NVMe SSD

Performance benchmarks

⚡Fio benchmark with a 10 GB test file (sequential read/write): Testing the Fanxiang S700 NVMe

tzah@tzah-spacemit:/mnt/nvme$ sudo fio --name=seq --directory=/mnt/nvme --size=10G --bs=1M --rw=readwrite --ioengine=io_uring --iodepth=32 --numjobs=1 --time_based --runtime=20
seq: (g=0): rw=rw, bs=(R) 1024KiB-1024KiB, (W) 1024KiB-1024KiB, (T) 1024KiB-1024KiB, ioengine=io_uring, iodepth=32
fio-3.41
Starting 1 process
Jobs: 1 (f=1): [M(1)][100.0%][r=699MiB/s,w=698MiB/s][r=699,w=698 IOPS][eta 00m:00s]
seq: (groupid=0, jobs=1): err= 0: pid=1457151: Mon May 25 21:43:33 2026
  read: IOPS=951, BW=951MiB/s (998MB/s)(18.6GiB/20010msec)
    slat (usec): min=4, max=6776, avg=333.70, stdev=302.42
    clat (nsec): min=250, max=1654.7M, avg=12924141.23, stdev=68796525.77
     lat (usec): min=170, max=1654.8k, avg=13257.84, stdev=68805.99
    clat percentiles (nsec):
     |  1.00th=[       334],  5.00th=[       502], 10.00th=[       708],
     | 20.00th=[      1256], 30.00th=[     76288], 40.00th=[    505856],
     | 50.00th=[   5013504], 60.00th=[   8224768], 70.00th=[  10027008],
     | 80.00th=[  11468800], 90.00th=[  16449536], 95.00th=[  66322432],
     | 99.00th=[  91750400], 99.50th=[ 102236160], 99.90th=[1652555776],
     | 99.95th=[1652555776], 99.99th=[1652555776]
   bw (  MiB/s): min=  302, max= 2144, per=100.00%, avg=1033.00, stdev=448.27, samples=36
   iops        : min=  302, max= 2144, avg=1033.00, stdev=448.27, samples=36
  write: IOPS=952, BW=952MiB/s (999MB/s)(18.6GiB/20010msec); 0 zone resets
    slat (usec): min=17, max=6209, avg=175.72, stdev=252.88
    clat (usec): min=6, max=351109, avg=19037.78, stdev=28599.45
     lat (usec): min=369, max=351150, avg=19213.49, stdev=28585.35
    clat percentiles (usec):
     |  1.00th=[  1434],  5.00th=[  6259], 10.00th=[  8717], 20.00th=[ 10421],
     | 30.00th=[ 11731], 40.00th=[ 13304], 50.00th=[ 14222], 60.00th=[ 14877],
     | 70.00th=[ 15533], 80.00th=[ 16581], 90.00th=[ 20055], 95.00th=[ 41681],
     | 99.00th=[191890], 99.50th=[210764], 99.90th=[350225], 99.95th=[350225],
     | 99.99th=[350225]
   bw (  MiB/s): min=  314, max= 2206, per=100.00%, avg=1032.94, stdev=449.46, samples=36
   iops        : min=  314, max= 2206, avg=1032.94, stdev=449.46, samples=36
  lat (nsec)   : 500=2.31%, 750=3.06%, 1000=2.54%
  lat (usec)   : 2=4.50%, 4=0.97%, 10=0.04%, 20=0.03%, 50=0.41%
  lat (usec)   : 100=1.59%, 250=2.17%, 500=2.44%, 750=0.95%, 1000=0.34%
  lat (msec)   : 2=1.44%, 4=2.74%, 10=17.81%, 20=47.10%, 50=3.89%
  lat (msec)   : 100=4.16%, 250=1.36%, 500=0.07%, 2000=0.08%
  cpu          : usr=8.03%, sys=52.80%, ctx=7428, majf=0, minf=17
  IO depths    : 1=0.1%, 2=0.1%, 4=0.1%, 8=0.1%, 16=0.1%, 32=99.9%, >=64=0.0%
     submit    : 0=0.0%, 4=100.0%, 8=0.0%, 16=0.0%, 32=0.0%, 64=0.0%, >=64=0.0%
     complete  : 0=0.0%, 4=100.0%, 8=0.0%, 16=0.0%, 32=0.1%, 64=0.0%, >=64=0.0%
     issued rwts: total=19037,19055,0,0 short=0,0,0,0 dropped=0,0,0,0
     latency   : target=0, window=0, percentile=100.00%, depth=32

Run status group 0 (all jobs):
   READ: bw=951MiB/s (998MB/s), 951MiB/s-951MiB/s (998MB/s-998MB/s), io=18.6GiB (20.0GB), run=20010-20010msec
  WRITE: bw=952MiB/s (999MB/s), 952MiB/s-952MiB/s (999MB/s-999MB/s), io=18.6GiB (20.0GB), run=20010-20010msec

Disk stats (read/write):
  nvme0n1: ios=42738/71067, sectors=21881856/36282440, merge=0/4, ticks=154469/2725114, in_queue=2879614, util=65.54%

Full Benchmark Summary — 10 GB Sequential Read/Write Test

Performance MetricRun 1: psync (QD=1)Run 2: io_uring (QD=32)
Read Throughput1,015 MiB/s951 MiB/s
Write Throughput1,017 MiB/s952 MiB/s
Read IOPS1,015951
Write IOPS1,016952
Avg. Read Latency0.52 ms12.92 ms
Avg. Write Latency0.39 ms19.04 ms
Max Read Latency110.24 ms1,654.70 ms
Max Write Latency44.73 ms351.11 ms
99th %ile Read Latency2.57 ms91.75 ms
99th %ile Write Latency3.36 ms191.89 ms
CPU User Usage2.91%8.03%
CPU System Usage69.50%52.80%
Drive Utilization57.71%65.54%

Fanxiang S700 NVMe fio benchmark results on the K3 Pico ITX.

K3 Pico ITX NVMe fio benchmark results
K3 Pico ITX NVMe fio benchmark results

⚡Fio Sequential Write Speed Test: Writing (creating) a 10 GB file on our UFS

tzah@home-spacemit:~$ fio --name=write --filename=ssdtest --rw=write --bs=1M --size=10G --iodepth=16
write: (g=0): rw=write, bs=(R) 1024KiB-1024KiB, (W) 1024KiB-1024KiB, (T) 1024KiB-1024KiB, ioengine=psync, iodepth=16
fio-3.41
Starting 1 process
note: both iodepth >= 1 and synchronous I/O engine are selected, queue depth will be capped at 1
Jobs: 1 (f=1): [W(1)][98.3%][eta 00m:01s]
write: (groupid=0, jobs=1): err= 0: pid=268204: Wed May 20 15:09:49 2026
  write: IOPS=175, BW=176MiB/s (184MB/s)(10.0GiB/58310msec); 0 zone resets
    clat (usec): min=252, max=4590.4k, avg=5678.33, stdev=120813.39
     lat (usec): min=264, max=4590.4k, avg=5692.21, stdev=120813.35
    clat percentiles (usec):
     |  1.00th=[    277],  5.00th=[    281], 10.00th=[    281],
     | 20.00th=[    285], 30.00th=[    285], 40.00th=[    289],
     | 50.00th=[    293], 60.00th=[    297], 70.00th=[    306],
     | 80.00th=[    420], 90.00th=[  11207], 95.00th=[  11338],
     | 99.00th=[  15664], 99.50th=[  23200], 99.90th=[2432697],
     | 99.95th=[3506439], 99.99th=[4462740]
   bw (  KiB/s): min= 2048, max=2125824, per=100.00%, avg=420508.73, stdev=462855.44, samples=49
   iops        : min=    2, max= 2076, avg=410.65, stdev=452.01, samples=49
  lat (usec)   : 500=86.68%, 750=0.33%, 1000=0.48%
  lat (msec)   : 2=0.35%, 4=0.04%, 10=0.10%, 20=11.25%, 50=0.66%
  lat (msec)   : >=2000=0.11%
  cpu          : usr=0.21%, sys=5.66%, ctx=1277, majf=0, minf=12
  IO depths    : 1=100.0%, 2=0.0%, 4=0.0%, 8=0.0%, 16=0.0%, 32=0.0%, >=64=0.0%
     submit    : 0=0.0%, 4=100.0%, 8=0.0%, 16=0.0%, 32=0.0%, 64=0.0%, >=64=0.0%
     complete  : 0=0.0%, 4=100.0%, 8=0.0%, 16=0.0%, 32=0.0%, 64=0.0%, >=64=0.0%
     issued rwts: total=0,10240,0,0 short=0,0,0,0 dropped=0,0,0,0
     latency   : target=0, window=0, percentile=100.00%, depth=16

Run status group 0 (all jobs):
  WRITE: bw=176MiB/s (184MB/s), 176MiB/s-176MiB/s (184MB/s-184MB/s), io=10.0GiB (10.7GB), run=58310-58310msec

Disk stats (read/write):
  sda: ios=9/9560, sectors=392/19491360, merge=29/18, ticks=333/3442620, in_queue=3442991, util=97.91%

Full Benchmark Summary (10 GB Sequential Write Test)

MetricResult
Test TypeSequential Write
Block Size1 MiB
Total Test Size10 GiB
I/O Enginepsync (synchronous)
Queue Depth1 (capped)
Average Bandwidth176 MiB/s (184 MB/s)
IOPS175
Total Time58.3 s
Average Latency5.68 ms
Median Latency (p50)0.293 ms
p80 Latency0.420 ms
p90 Latency11.2 ms
p95 Latency11.3 ms
p99 Latency15.6 ms
Worst Latency (max)4.59 s
Disk Utilization97.9%
Total Writes Completed10 GiB
Device Tested/dev/sda3 (TY7B128 SSD)

⚡Fio Sequential Read Speed Test: Reading a 10 GB file on our UFS

tzah@home-spacemit:~$ fio --name=read --filename=ssdtest --rw=read --bs=1M --size=10G --iodepth=16
read: (g=0): rw=read, bs=(R) 1024KiB-1024KiB, (W) 1024KiB-1024KiB, (T) 1024KiB-1024KiB, ioengine=psync, iodepth=16
fio-3.41
Starting 1 process
note: both iodepth >= 1 and synchronous I/O engine are selected, queue depth will be capped at 1
Jobs: 1 (f=1): [R(1)][100.0%][r=871MiB/s][r=870 IOPS][eta 00m:00s]
read: (groupid=0, jobs=1): err= 0: pid=269981: Wed May 20 15:12:12 2026
  read: IOPS=845, BW=845MiB/s (886MB/s)(10.0GiB/12114msec)
    clat (usec): min=170, max=12842, avg=1130.56, stdev=977.49
     lat (usec): min=171, max=12842, avg=1130.79, stdev=977.40
    clat percentiles (usec):
     |  1.00th=[  176],  5.00th=[  178], 10.00th=[  178], 20.00th=[  180],
     | 30.00th=[  188], 40.00th=[  190], 50.00th=[  857], 60.00th=[ 2024],
     | 70.00th=[ 2040], 80.00th=[ 2040], 90.00th=[ 2057], 95.00th=[ 2057],
     | 99.00th=[ 2540], 99.50th=[ 3392], 99.90th=[ 6063], 99.95th=[ 6718],
     | 99.99th=[ 9241]
   bw (  KiB/s): min=868352, max=921600, per=100.00%, avg=903257.04, stdev=16167.04, samples=23
   iops        : min=  848, max=  900, avg=882.09, stdev=15.79, samples=23
  lat (usec)   : 250=49.78%, 500=0.21%, 1000=0.01%
  lat (msec)   : 2=2.64%, 4=47.05%, 10=0.30%, 20=0.01%
  cpu          : usr=0.19%, sys=27.98%, ctx=5140, majf=0, minf=266
  IO depths    : 1=100.0%, 2=0.0%, 4=0.0%, 8=0.0%, 16=0.0%, 32=0.0%, >=64=0.0%
     submit    : 0=0.0%, 4=100.0%, 8=0.0%, 16=0.0%, 32=0.0%, 64=0.0%, >=64=0.0%
     complete  : 0=0.0%, 4=100.0%, 8=0.0%, 16=0.0%, 32=0.0%, 64=0.0%, >=64=0.0%
     issued rwts: total=10240,0,0,0 short=0,0,0,0 dropped=0,0,0,0
     latency   : target=0, window=0, percentile=100.00%, depth=16

Run status group 0 (all jobs):
   READ: bw=845MiB/s (886MB/s), 845MiB/s-845MiB/s (886MB/s-886MB/s), io=10.0GiB (10.7GB), run=12114-12114msec

Disk stats (read/write):
  sda: ios=10026/2, sectors=20529152/48, merge=0/4, ticks=34204/53, in_queue=34260, util=71.09%

Full Benchmark Summary — 10 GB Sequential READ Test

MetricResult
Test TypeSequential Read
Block Size1 MiB
Total Test Size10 GiB
I/O Enginepsync (synchronous)
Queue Depth1 (capped)
Average Bandwidth845 MiB/s (886 MB/s)
IOPS845
Total Time12.1 s
Average Latency1.13 ms
Median Latency (p50)0.857 ms
p80 Latency2.04 ms
p90 Latency2.06 ms
p95 Latency2.06 ms
p99 Latency2.54 ms
Worst Latency (max)12.8 ms
Disk Utilization71.1%
Total Reads Completed10 GiB
Device Tested/dev/sda3 (TY7B128 SSD)
K3 Pico‑ITX UFS Bench 1
K3 Pico‑ITX UFS Bench 1
K3 Pico‑ITX UFS Bench 2
K3 Pico‑ITX UFS Bench 2

What do p80, p90, p95, and p99 latency mean?

These are latency percentiles — they tell you how long I/O operations take at different points in the distribution.

Think of them as “how fast the SSD responds for X% of operations”.

PercentileMeaning
p80 latency80% of all read operations were faster than 2.04 ms
p90 latency90% of reads were faster than 2.06 ms
p95 latency95% of reads were faster than 2.06 ms
p99 latency99% of reads were faster than 2.54 ms

Test Results In plain language:

  • The UFS is quite reliable.
  • 99% of reads complete in under 3 ms
  • Only 1% are slower (due to caching, garbage collection, controller behavior).
  • Stable Reads: Conversely, the read latency is rock-solid. Even its absolute worst-case scenario is just 12.8 ms, ensuring quick response times when retrieving files.
  • The performance is quite impressive for a 128 GB embedded storage.
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