New tool makes generative AI models more likely to create breakthrough materials - MIT News
<a href="https://news.google.com/rss/articles/CBMipgFBVV95cUxQb1htMWJMSC12RXYzTm9fWnVHZmN3Zy1VbmRiekFoQm80Rl9SSDdxT1ZDenVBc1NaYmxwenBWMXFRVXJwTFBKYXhlbW11MFBoalgyVHpUMmUtem95TFRvUlJVdHdCSWNzWmtiOWlpM1VnSTdBSGdDMWoxa18zejQwYTlSckc1OU5RclZjNFI3MDlMTTF4UE1IbXhUR19DTWVLbzZKZ2xR?oc=5" target="_blank">New tool makes generative AI models more likely to create breakthrough materials</a> <font color="#6f6f6f">MIT News</font>
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My most common advice for junior researchers
Written quickly as part of the Inkhaven Fellowship . At a high level, research feedback I give to more junior research collaborators often can fall into one of three categories: Doing quick sanity checks Saying precisely what you want to say Asking why one more time In each case, I think the advice can be taken to an extreme I no longer endorse. Accordingly, I’ve tried to spell out the degree to which you should implement the advice, as well as what “taking it too far” might look like. This piece covers doing quick sanity checks, which is the most common advice I give to junior researchers. I’ll cover the other two pieces of advice in a subsequent piece. Doing quick sanity checks Research is hard (almost by definition) and people are often wrong. Every researcher has wasted countless hours
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Unlocking the Future: Sourcing Essential Components like the LM317 & ATtiny85 Online for Your Projects
<h1> Unlocking the Future: Sourcing Essential Components like the LM317 & ATtiny85 Online for Your Projects </h1> <p><em>Supply chain strategy from electronics production engineering, 500–50k units/year</em></p> <h2> Introduction </h2> <p>"Order from Digi-Key" is a prototyping strategy, not a production strategy. The 2020–2023 IC shortage demonstrated that supply chain resilience must be designed in — not improvised when lead times hit 52 weeks.</p> <h2> The Sourcing Tier Structure </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Tier</th> <th>Examples</th> <th>MOQ</th> <th>Price Premium</th> <th>Lead Time</th> <th>Risk</th> </tr> </thead> <tbody> <tr> <td>Authorized dist.</td> <td>Digi-Key, Mouser, Newark</td> <td>1 pc</td> <td>+25–40%</td> <td>1–3 days (stock)</td>
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My most common advice for junior researchers
Written quickly as part of the Inkhaven Fellowship . At a high level, research feedback I give to more junior research collaborators often can fall into one of three categories: Doing quick sanity checks Saying precisely what you want to say Asking why one more time In each case, I think the advice can be taken to an extreme I no longer endorse. Accordingly, I’ve tried to spell out the degree to which you should implement the advice, as well as what “taking it too far” might look like. This piece covers doing quick sanity checks, which is the most common advice I give to junior researchers. I’ll cover the other two pieces of advice in a subsequent piece. Doing quick sanity checks Research is hard (almost by definition) and people are often wrong. Every researcher has wasted countless hours
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