buildOne report1 publisher One 80 GB GPU holds 4-bit 70B weights and at most 11 conversations of 8,192 tokens
Serving a 70B model takes about 141 GB of GPU memory for weights at 16-bit, 73 GB at FP8 and 40 GB at 4-bit, according to a dev.to post. Fine-tuning takes about 50 GB with QLoRA and 1.1 TB with full AdamW. The post maps both onto GPU setups and hourly rental prices.
Reality
- Evidence72
- Adoption
- Not scored
- Hype gap+5
- Incentives
- Not scored
- Confidence68
Three consortia will run a free tier with no usage caps on state-supplied hardware, under a rule that Korean models carry at least half the load. The ministry has published neither the cost nor a target for uptake.
Perspective Coverage
5 publishers
- Builder
- Builder 32%
- Operator
- Operator 39%
- Investor
- Investor 29%
Reality
- Evidence60
- Adoption
- Not scored
- Hype gap+40
- Incentives65
- Confidence58
buildOne report1 publisher Block diffusion drafting collapses EAGLE-3's eleven serial forward passes into one
A September 3 playbook traces speculative decoding's draft architectures from EAGLE-3 to DFlash, and grounds the case in a 70B model that decodes at 15 to 20 tokens a second on eight H100s.
Reality
- Evidence24
- Adoption31
- Hype gap+38
- Incentives38
- Confidence33
buildOne report1 publisher The $0.00799 fine-tuning rate in your Bedrock budget belongs to Llama 2
Bedrock bills for Llama 3.3 70B customisation while publishing no price for it, and the number circulating in third-party guides is a Llama 2 70B rate. A 33-region API sweep found one region that can run the job.
Reality
- Evidence55
- Adoption30
- Hype gap+12
- Incentives35
- Confidence58
buildOne report1 publisher Twenty passing runs move the coding-API decision onto time-to-first-token
A dev.to harness put five coding tasks through four APIs and every run passed its verifier on the first attempt, so the only thing left to compare is clock time, where one trial per cell sets a fragile order.
Reality
- Evidence34
- Adoption22
- Hype gap+35
- Incentives40
- Confidence55
buildOne report1 publisher Mac Studio M5 Ultra vs DGX Spark: capacity says what fits, bandwidth says what you wait for
The bandwidth gap is 4.4x and the capacity gap is 4x, which is why these two boxes are not really competing. One decides whether a model fits; the other decides whether it is usable.
Reality
- Evidence38
- Adoption32
- Hype gap+25
- Incentives42
- Confidence35
A paragraph beat the agent "mind virus": reading the Anthropic-EPFL preprint as a defensive win
Self-propagating payloads did move between agents through editable soul files, but one inoculation paragraph held against 150-plus optimized strains, and nothing propagated in the wild.
Reality
- Evidence66
- Adoption14
- Hype gap+18
- Incentives60
- Confidence55