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I Put a Neural Network in a Thermometer — Then It Got Out of Hand

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I Put a Neural Network in a Thermometer — Then It Got Out of Hand
TL;DR · WeSearch summary

Alex Rosito shares his journey of integrating a neural network into a thermometer. Initially a simple project, it evolved into a tool called Hasaki that trains and exports neural networks as standalone C headers. This innovation allows for AI inference on microcontrollers not originally designed for such tasks.

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Original publisherDEV.to (Top)
Canonical URLhttps://dev.to/alexrosito67/i-put-a-neural-network-in-a-thermometer-then-it-got-out-of-hand-1p3p
Publication timeMon, 25 May 2026 00:26:11 +0000
Retrieval time2026-05-25T00:37:35.185Z
Last seen2026-05-25T00:37:35.185Z
Headline sourcePublisher (no WeSearch rewrite)
Excerpt sourcepublisher body
Excerpt methodFirst ~120 words (~800 chars) of extracted publisher body, fair-use limited.
SummaryWeSearch · cerebras-chat (WeSearch summarizer)
Summary source textcontentText
Citation coverageSummary is a WeSearch-generated derivative; primary citation is the original publisher URL.
ClusterOfDrpvEDPdi6 · 2 stories
Cluster logicGrouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison.
Ranking reasonStory pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking.
Publisher visitYes — open original
Substitutes article?No — link-out required for full text

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Publisher-declared
No publisher-confirmed rights record for this source yet.
Machine-readable
No source-specific machine-readable restriction detected beyond the public feed.
WeSearch interpretation
WeSearch declared handling (basis: Derived from the published RSS/Atom feed). This is WeSearch policy, not a legal grant on the publisher's behalf.
Unknown
Retrieval and training permissions are not asserted unless the publisher confirms them.

WeSearch handling by dimension

Indexing May the item be indexed (stored, ranked, made findable)? Allowed
Snippet May a short excerpt of the publisher's text be shown? Allowed
AI summary May WeSearch generate its own short summary of the article? Limited
Retrieval / RAG May the content be exposed for third-party retrieval-augmented generation? Not asserted
Model training May the content be used to train AI models? Not asserted
Commercial reuse May the content be reused commercially? Not permitted

Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.

Opening excerpt (first ~120 words) tap to expand

try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 3903394) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } Alex Rosito Posted on May 25 I Put a Neural Network in a Thermometer — Then It Got Out of Hand #cpp #embeddedsystems #machinelearning #iot How it all started About three years ago my wife asked me: "Honey, what do you think the temperature is today?" I told her to check her phone. She gave me a look and said, "No — in here. In the apartment." The next day I remembered we had a clock with a built-in thermometer somewhere. Found it, put batteries in it, problem solved.

Excerpt limited to ~120 words for fair-use compliance. The full article is at DEV.to (Top).

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