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I'm making LLMs work on small and old devices

Submitted by mrashad74. Hacker News recorded 278 points and 92 comments as of Nov 13, 2026 (UTC).

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Source page screenshot: I'm making LLMs work on small and old devices
Source page screenshot · news.ycombinator.com

Source record

Recorded metrics

points · 278 votes
2026-11-13 01:16:43.384Z
cumulative since publication

Research analysis

Project record

Repository: hyperionaidev/smolmaxxing. The record contains the title “I'm making LLMs work on small and old devices” but no substantive source summary.

Observed adoption & comparisons

Source votes: 278 votes (Nov 13, 2026 UTC; cumulative since publication); previous same-scope observation: 187 (Nov 12, 2026 UTC). These observations do not establish demand growth. Recent records to compare: “ashhart/TensorFold” (GitHub Trending, Nov 13, 2026); “ggml-org/llama.cpp” (GitHub Trending, Nov 13, 2026). Shared themes are navigation hints; they have not been verified as the same need or independent corroboration.

Adoption decision

Evaluate it against the tool or manual workflow it would replace. The stored record supports discovery; it does not yet establish reliability, lower operating cost or commercial adoption.

Unverified requirements

Not verified: license permissions, required hardware, installation steps, maintenance status and a representative task with its failure cases.

Next test

Choose one real task and a current alternative. Record the commit, environment, input, output, elapsed time and failure behavior; retain the result before recommending adoption.