<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:media="http://search.yahoo.com/mrss/"><channel><title><![CDATA[Hardware FYI]]></title><description><![CDATA[The weekly briefing for people building the physical world—read by 20,000+ engineers, founders, and investors who want to stay ahead.]]></description><link>https://www.hardwarefyi.com/</link><image><url>https://www.hardwarefyi.com/favicon.png</url><title>Hardware FYI</title><link>https://www.hardwarefyi.com/</link></image><generator>Ghost 5.82</generator><lastBuildDate>Sun, 26 Apr 2026 16:27:19 GMT</lastBuildDate><atom:link href="https://www.hardwarefyi.com/rss/" rel="self" type="application/rss+xml"/><ttl>60</ttl><item><title><![CDATA[Inside EMI’s Factory Floor]]></title><description><![CDATA[<p>Electronics manufacturing is one of the world&#x2019;s largest industrial footprints, threaded through a massive share of modern supply chains. Every modern device &#x2014; medical sensors, aircraft avionics, industrial controls, even the cheap consumer gadgets we throw away &#x2014; runs through the same global machinery of PCB fabrication, assembly,</p>]]></description><link>https://www.hardwarefyi.com/express-manufacturing-inc-factory-tour/</link><guid isPermaLink="false">6972a5a851349d89c13dcc39</guid><dc:creator><![CDATA[Liam Cadigan]]></dc:creator><pubDate>Sun, 15 Mar 2026 22:34:00 GMT</pubDate><content:encoded><![CDATA[<p>Electronics manufacturing is one of the world&#x2019;s largest industrial footprints, threaded through a massive share of modern supply chains. Every modern device &#x2014; medical sensors, aircraft avionics, industrial controls, even the cheap consumer gadgets we throw away &#x2014; runs through the same global machinery of PCB fabrication, assembly, test, and verification. It&#x2019;s a huge industry, but most of it is invisible because the work happens in distributed, specialized factories that sit behind brand names and glossy enclosures.&#xA0;</p><p>We recently had the chance to tour <a href="https://eminc.com/?ref=hardwarefyi.com" rel="noreferrer"><strong>Express Manufacturing, Inc. (EMI)</strong></a>, an electronics manufacturer based in Southern California. Touring a shop like EMI is a reminder that electronics aren&#x2019;t &#x201C;made&#x201D; so much as they&#x2019;re <em>assembled</em>, <em>qualified</em>, and <em>proven</em> across dozens of tightly controlled steps. Once you see that system up close, it&#x2019;s easier to understand why building reliable electronics at scale is hard, and why the shops that do it well are worth studying.</p><p>What follows is a factory-floor walkthrough, equal parts education and the day-to-day mechanics of electronics production.&#xA0;</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/01/image-1.png" class="kg-image" alt loading="lazy" width="998" height="854" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/01/image-1.png 600w, https://www.hardwarefyi.com/content/images/2026/01/image-1.png 998w" sizes="(min-width: 720px) 720px"><figcaption><span style="white-space: pre-wrap;">On the line that day, we saw space hardware in build, medical devices ranging from consumables to alcohol diagnostic systems, and a batch of aviation infotainment systems.</span></figcaption></figure><h2 id="about-express-manufacturing-inc-or-just-emi"><strong>About Express Manufacturing, Inc. (or just EMI)&#xA0;&#xA0;</strong></h2><p>EMI is one of the largest electronics manufacturing services (EMS) shops in Southern California, founded in 1982 and grown over four decades into a six-building network across the region. It&#x2019;s still family-owned, and the scale shows: this facility runs everything from PCB assembly to full product assembly, along with installation, test, and whatever QA a customer&#x2019;s program requires. Despite operating only two shifts with a little over 100 employees, they shipped close to a million units in a single month last calendar year &#x2014; a reminder of how much volume a well-run, high-mix EMS operation can push through a single site.</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/01/image-2.png" class="kg-image" alt loading="lazy" width="1038" height="1064" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/01/image-2.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/01/image-2.png 1000w, https://www.hardwarefyi.com/content/images/2026/01/image-2.png 1038w" sizes="(min-width: 720px) 720px"><figcaption><span style="white-space: pre-wrap;">A quick handshake with Jason Chin, Principal at Express Manufacturing.</span></figcaption></figure><h2 id="where-it-starts-an-idea-consignment-or-turnkey"><strong>Where It Starts: An Idea, Consignment, or Turnkey</strong></h2><p>The flow to work with EMI is simple for those familiar with buying manufacturing services. Companies can choose consignment or turnkey for fabrication, and also make use of engineering value-add services to boost the bandwidth of internal engineering departments.</p><p>With turnkey manufacturing, companies allow the shop to excel at what they do best; that is, sourcing parts, managing vendors, and running builds end-to-end. With consignment, customers supply some or all of the materials, and the manufacturer charges for labor, processing, and assembly. In this model, you retain ownership of the supply chain and take on more of the integration risk.</p><p>Most often a supplier like EMI can do a better job of buying components, getting boards made, and designing test fixtures than you can. For example, they have a longstanding relationship with Summit Interconnect for board fabrication (see our tour of Summit&#x2019;s Hollister facility <a href="https://hardwarefyi.substack.com/p/where-pcbs-are-born?ref=hardwarefyi.com"><strong><u>here</u></strong></a>).</p><p>That said, there are cases where consignment is required or the best option available. If customers are using controlled components a manufacturer can&#x2019;t source, you have to consign them. If a program requires a company to stick with certain subcontracted suppliers&#x2014;because of internal agreements, regulatory constraints, or customer requirements&#x2014;consignment is the only path. And while it&#x2019;s less common, sometimes companies genuinely have a cost advantage and can procure certain parts or services cheaper than the CM.&#xA0;</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-52f9463c-d1db-46b4-affd-e4c2a44c1180.jpeg" class="kg-image" alt loading="lazy" width="1200" height="1600" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-52f9463c-d1db-46b4-affd-e4c2a44c1180.jpeg 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-52f9463c-d1db-46b4-affd-e4c2a44c1180.jpeg 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-52f9463c-d1db-46b4-affd-e4c2a44c1180.jpeg 1200w" sizes="(min-width: 720px) 720px"><figcaption><i><em class="italic" style="white-space: pre-wrap;">Reels of components stacked and ready to go</em></i></figcaption></figure><p>Then there&#x2019;s the case where companies don&#x2019;t actually have much engineering work done yet and instead bring a concept for the product. In that situation, it&#x2019;s usually best to lean on as much turnkey support as possible. Let the contract manufacturer do what they&#x2019;re optimized for, and free up internal engineering bandwidth available for parts of the design that truly need it.&#xA0;</p><p>No matter which path you choose, all paths point to the shop floor in the end. Specifically, the design for manufacturing (DFM) and new product introduction (NPI) departments. These teams make sure the design is ready for production and chart how the product will flow into the equipment and processes the factory actually runs.</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-66bbf3d8-2e47-44bf-b9d3-a3db2879af8d.jpeg" class="kg-image" alt loading="lazy" width="1200" height="1600" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-66bbf3d8-2e47-44bf-b9d3-a3db2879af8d.jpeg 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-66bbf3d8-2e47-44bf-b9d3-a3db2879af8d.jpeg 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-66bbf3d8-2e47-44bf-b9d3-a3db2879af8d.jpeg 1200w" sizes="(min-width: 720px) 720px"><figcaption><i><em class="italic" style="white-space: pre-wrap;">Pink trays ready for selective soldering at EMI.</em></i></figcaption></figure><h2 id="types-of-soldering-machines"><strong>Types of Soldering Machines</strong></h2><p>For most jobs, manufacturing at EMI starts with soldering. PCBs and mechanical enclosures are fabricated off-site by other vendors, so before the PCBA can be mounted into the enclosure, it first must be assembled. That means populating the bare PCB with components and soldering them in place. In practice, it&#x2019;s exactly what you&#x2019;d expect: parts are picked, placed, and reflowed onto the board to turn a piece of fiberglass into a functioning electrical system that can then be integrated into the product.</p><h3 id="reflow-oven"><strong>Reflow Oven</strong></h3><p>Reflow ovens are the most common type of soldering method in high-volume assembly and how most components are assembled to boards. Solder paste is applied to the PCB via a stencil, and then the PCB components are robotically placed onto the board. At each stage, there are inspections: the paste is inspected once it is applied, components are inspected once they are placed, and the end PCBA once it is soldered.</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-ee24df20-685c-4332-a7bd-3a994182c725.jpeg" class="kg-image" alt loading="lazy" width="1600" height="1200" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-ee24df20-685c-4332-a7bd-3a994182c725.jpeg 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-ee24df20-685c-4332-a7bd-3a994182c725.jpeg 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-ee24df20-685c-4332-a7bd-3a994182c725.jpeg 1600w" sizes="(min-width: 720px) 720px"><figcaption><i><em class="italic" style="white-space: pre-wrap;">Multi-stage reflow oven line processing PCBs</em></i></figcaption></figure><p>There are a lot of finer points to running reflow ovens like:&#xA0;</p><ul><li><strong>The component. </strong>&#xA0;Components have to be fed in by reels, and there&#x2019;s a limit on how many reels (and thus unique components) a machine can be fed. EMI has a great system of loading the components onto a cart, and then if a project needs more than one cart, they have it loaded and ready to be used.</li><li><strong>Component attrition during placement</strong>. Electronic components cannot be removed from the reel and placed on the board with 100% yield; some fall off, and are often too small and fragile to be recovered. The manufacturer has to slightly overestimate the component count by ~5% (depending on the component) to have enough for the order.</li><li><strong>Understanding the optimal thermal profile</strong>. Especially for applications like aerospace and defense, where a combination of high temperature and vibrations can be expected, engineers will specify the right type of solder that can activate to be strong enough for the job. The solder has to be stored at the right temperature, and most importantly, the oven has to ramp up to temperature at a certain rate and also cool at a certain rate to ensure effective wetting of the solder.<ul><li><em>Wetting</em> is the term used to describe how solder fuses into the crystal lattice of both the component lead and PCB.</li></ul></li></ul><p>Automated assembly covers the bulk of the board assembly. Double-sided designs require a second pass after flipping, and a small set of parts &#x2014; typically large, heavy, or heat-sensitive &#x2014; are installed manually downstream.</p><h3 id="wave-soldering"><strong>Wave Soldering</strong></h3><p>Wave soldering is how thru-hole components are installed. Once the industry standard, this method of soldering became less popular once surface-mount components were introduced as the industry miniaturized.</p><p>With wave soldering, ingots of solder are melted into a bath of molten material. The level of the solder is critical; surface tension is used to keep the liquid solder in contact with the PCB as it moves over the top of the solder path. This allows the solder to completely wet the component lead and wick into the barrel of the thru-hole, without flowing onto the surface of the PCB above.</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/03/image-1.png" class="kg-image" alt loading="lazy" width="1610" height="1272" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/image-1.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/image-1.png 1000w, https://www.hardwarefyi.com/content/images/size/w1600/2026/03/image-1.png 1600w, https://www.hardwarefyi.com/content/images/2026/03/image-1.png 1610w" sizes="(min-width: 720px) 720px"><figcaption><i><em class="italic" style="white-space: pre-wrap;">Wave soldering machine with molten solder bath.</em></i></figcaption></figure><h3 id="selective-soldering"><strong>Selective Soldering</strong></h3><p>Selective soldering is used when a mix of thru-hole and surface-mount technology is in use. However, selective soldering is only used to install the remaining thru-holes after the PCB goes through the pick-and-place process and reflow oven.</p><p>In selective soldering, a smaller bath of solder is maintained and then robotically actuated in a path that solders all of the thru-holes while avoiding the surface mounts.</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-cf582643-fc0d-4364-bf65-a0896058b206.jpeg" class="kg-image" alt loading="lazy" width="1200" height="1600" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-cf582643-fc0d-4364-bf65-a0896058b206.jpeg 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-cf582643-fc0d-4364-bf65-a0896058b206.jpeg 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-cf582643-fc0d-4364-bf65-a0896058b206.jpeg 1200w" sizes="(min-width: 720px) 720px"></figure><h3 id="hand-soldering"><strong>Hand Soldering</strong></h3><p>Hand soldering is used in applications where no other method of assembly is suitable. Often it&#x2019;s just a handful of components that need manual care, like heavy components on a two-sided PCB that might fall off, sensitive components that cannot handle the thermal profile of the solder oven, or custom components that require additional inspection. EMI has what is by far the largest hand soldering capacity we&#x2019;ve&#xA0;seen from a manufacturer, so there is probably no hand soldering job which is too big for them to handle.</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/image-6.png" class="kg-image" alt loading="lazy" width="1284" height="1092" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/image-6.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/image-6.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/image-6.png 1284w" sizes="(min-width: 720px) 720px"></figure><h3 id="de-panelization"><strong>De-Panelization</strong></h3><p>During the entire assembly process, the pick-and-place machines and reflow oven operate on a larger panel of boards, with boards densely packed for material optimization. The panel is designed to use material as efficiently as possible, and following the assembly process, all of the PCBAs are cut out of the panel.</p><p>De-panelization is the most common manufacturability issue EMI sees. If designs don&apos;t leave optimal locations for the supports to be cut into the board, then the PCBs may have to be de-panelized ahead of time.</p><p>Manufacturers like EMI can accommodate this by designing custom fixtures to hold the boards in place during assembly, but understandably, there&#x2019;s a lot of efficiency to be gained by offsetting any components that are in a critical position for de-panelization.&#xA0;</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/03/image-7.png" class="kg-image" alt loading="lazy" width="1282" height="1004" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/image-7.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/image-7.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/image-7.png 1282w" sizes="(min-width: 720px) 720px"><figcaption><i><em class="italic" style="white-space: pre-wrap;">An example of a custom fixture that holds PCB panels during assembly.</em></i></figcaption></figure><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-025083c7-61da-4340-b5c6-52c0b69879a9.jpeg" class="kg-image" alt loading="lazy" width="1200" height="1600" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-025083c7-61da-4340-b5c6-52c0b69879a9.jpeg 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-025083c7-61da-4340-b5c6-52c0b69879a9.jpeg 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-025083c7-61da-4340-b5c6-52c0b69879a9.jpeg 1200w" sizes="(min-width: 720px) 720px"><figcaption><i><em class="italic" style="white-space: pre-wrap;">Custom fixture holding PCB panels during assembly at EMI.</em></i></figcaption></figure><h2 id="inspections-and-qa"><strong>Inspections and QA</strong></h2><p>Once boards come off the soldering line, the work is far from done. Every assembly step is paired with inspection (some automated, some human, and often both) before a product is allowed to move downstream. At EMI&#x2019;s facility, entire machines are dedicated to inspection alongside factory operators who perform their own quality checks on both the equipment and the product moving through the line.</p><h3 id="aoi-machine-run-inspections"><strong>AOI: Machine-Run Inspections</strong></h3><p>One of the biggest differences between a professional EMS and a small shop is the inspection equipment available on hand. Automated optical inspection (AOI) machines perform high-resolution scans of assembled PCBAs, comparing each board against a known-good &#x201C;golden&#x201D; reference. AOI can flag issues like missing components, placement errors, polarity mistakes, and solder bridging that are easy to miss by eye.</p><p>AOI doesn&#x2019;t replace human inspection, but it excels at consistency; every board is checked against the same baseline before the product moves forward.&#xA0;</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-7ca620fe-91c2-437c-8b14-f9adb693e57b.png" class="kg-image" alt loading="lazy" width="1482" height="1294" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-7ca620fe-91c2-437c-8b14-f9adb693e57b.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-7ca620fe-91c2-437c-8b14-f9adb693e57b.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-7ca620fe-91c2-437c-8b14-f9adb693e57b.png 1482w" sizes="(min-width: 720px) 720px"></figure><h3 id="flying-probe-test"><strong>Flying Probe Test</strong></h3><p>To validate electrical integrity, EMI uses flying probe testing to check continuity, shorts, and resistance at exposed test points. Movable probes traverse the board without a custom fixture, making this approach well-suited for prototypes and high-mix, low-volume programs.</p><p>At EMI, flying probe tests run post-reflow, catching opens, shorts, and resistance issues before boards reach downstream assembly, where failures become more expensive to fix.</p><h3 id="inspection-stations"><strong>Inspection Stations</strong></h3><p>EMI also operates manual inspection stations where technicians check form, fit, and function using microscopes and bench-top test equipment. These can be simple power-ups to verify basic operation, visual checks to areas flagged by automated test equipment, and randomized quality checks that EMI mandates as part of their zero-defect philosophy. At these stations, technicians can probe solder joints for voids or measure tolerances down to microns.</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-8fc6ca94-b2b0-4bfd-a144-e823764cf996.jpeg" class="kg-image" alt loading="lazy" width="1200" height="1600" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-8fc6ca94-b2b0-4bfd-a144-e823764cf996.jpeg 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-8fc6ca94-b2b0-4bfd-a144-e823764cf996.jpeg 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-8fc6ca94-b2b0-4bfd-a144-e823764cf996.jpeg 1200w" sizes="(min-width: 720px) 720px"></figure><p>What stood out during the tour was the integration from AOI to manual inspection stations. Boards flagged by AOI or electrical test route directly to these stations, creating a tight feedback loop that resolves issues without stalling the line.</p><p>For many programs, visual and electrical inspection is one of several gates. Products that need to survive real operating environments then move on to environmental qualification.</p><h3 id="environmental-chambers"><strong>Environmental Chambers</strong></h3><p>Environmental chambers verify that the product can meet temperature and humidity specifications. EMI has thermal chambers, some of which have humidity control and can verify that a device functions properly both during operation and outside of operation. These chambers simulate extreme conditions to stress-test electronics for durability and performance. For instance, the chambers can cycle temperatures from -40&#xB0;C to +150&#xB0;C while monitoring humidity levels up to 95%, ensuring components and the board itself won&apos;t warp, crack, or degrade under real-world stresses.</p><p>High temperature testing is especially important for products operating in confined or thermally harsh environments, like automotive dashboards or sealed industrial enclosures, where electronics must survive elevated ambient temperatures. For programs that require it, some of their chambers can combine temperature, humidity, and vibration testing into a single unit, to mimic the effects of mechanical loads.&#xA0;</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-4fa0d8c9-66b4-48a3-b352-9a1aec741317.jpeg" class="kg-image" alt loading="lazy" width="1200" height="1600" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-4fa0d8c9-66b4-48a3-b352-9a1aec741317.jpeg 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-4fa0d8c9-66b4-48a3-b352-9a1aec741317.jpeg 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-4fa0d8c9-66b4-48a3-b352-9a1aec741317.jpeg 1200w" sizes="(min-width: 720px) 720px"></figure><h3 id="conformal-coating"><strong>Conformal Coating</strong></h3><p>Once environmental and electrical testing are complete, boards that require additional environmental robustness move to conformal coating.&#xA0;</p><p>Conformal coating is applied after the PCBA has been fully assembled, soldered, cleaned, inspected, and electrically tested. This timing ensures that any defects are identified and corrected before they are permanently sealed beneath the protective layer, while still allowing the coating to be added once the board is confirmed functional and ready for long-term service. In standard flows, the coating step occurs near the end of the electronics manufacturing sequence; typically immediately after final functional testing.</p><p>The process involves masking connectors, switches, test points, and other keep-out areas, followed by automated selective spraying, brushing, or dipping to deposit a uniform layer of acrylic, urethane, silicone, or parylene across the area. After controlled curing (UV, thermal, or moisture), a final thickness and visual verification is performed, and the coated assembly is released to the next operation.&#xA0;</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/image-3.png" class="kg-image" alt loading="lazy" width="1106" height="1068" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/image-3.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/image-3.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/image-3.png 1106w" sizes="(min-width: 720px) 720px"></figure><h3 id="product-specific-testing"><strong>Product-Specific Testing&#xA0;</strong></h3><p>Then we get into the fun stuff, with product-specific testing. At this stage, the customer defines the functional requirements, and a test fixture is designed around the product&#x2019;s interfaces. These fixtures are custom to each program and interface with automated scripts to perform functional verification, boundary scans, firmware programming, and, where required, regulatory checks like FCC emissions.</p><p>During the tour, we saw the testing process for a breathalyzer that used different dilutions of ethanol gas to test whether the device can detect the required thresholds of alcohol in someone&#x2019;s breath, with the fixture automating gas flow and sensor calibration for repeatable results. We also saw in-flight entertainment systems (the screens on the back of airplane seats) set up and tested for burn-in&#x2014;running 24/7 test images to weed out early failures. And there were numerous product test fixtures used for programming firmware, stress-testing under load, and other functions, all designed collaboratively with the client.</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/image-4.png" class="kg-image" alt loading="lazy" width="1344" height="1264" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/image-4.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/image-4.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/image-4.png 1344w" sizes="(min-width: 720px) 720px"></figure><hr><h2 id="deep-dive-on-the-finer-points"><strong>Deep Dive on the Finer Points</strong></h2><h4 id="how-pick-and-place-machines-are-loaded"><strong>How Pick-and-Place Machines Are Loaded</strong></h4><p>Pick-and-place machines are loaded using carts of components staged ahead of the line. These machines place on the order of 100,000 components per hour and draw from feeder carts stocked with tape-and-reel parts, trays, or tubes. At EMI, carts are wheeled to the machine stations and docked, where vacuum nozzles or grippers align and pick components. Jobs begin with barcode scans for traceability, followed by automatic calibration to account for component size variation, from 01005 passives to larger QFNs. For higher-mix builds, carts can be swapped without fully tearing down the line, limiting downtime between jobs.</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/image-5.png" class="kg-image" alt loading="lazy" width="1080" height="1152" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/image-5.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/image-5.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/image-5.png 1080w" sizes="(min-width: 720px) 720px"></figure><h4 id="x-ray-counting-and-reel-attrition"><strong>X-Ray Counting and Reel Attrition</strong></h4><p>An X-ray system is used to count components on full reels prior to loading. The system images the reel to determine which tape positions are populated, producing a non-destructive count without opening moisture-barrier packaging. Counts account for typical reel attrition&#x2014;empty pockets or placement losses&#x2014;which can range from 2&#x2013;5% depending on component type. These counts are used to reconcile kitting quantities before builds begin.</p><h4 id="how-lines-are-configured-across-facilities"><strong>How Lines Are Configured Across Facilities</strong></h4><p>All of EMI&#x2019;s lines are identically configured across their facilities. That means you can take a process you developed on the lines in Santa Ana and run it directly on some of the overseas lines at their Vietnam and China facilities. This standardization, down to feeder types and software protocols, reduces transfer times from weeks to days, supporting hybrid onshore-offshore models that balance cost and IP security. For global clients, it&apos;s a game-changer: prototype in the U.S. for speed, scale in Asia for volume, all while maintaining consistent quality metrics like 99.5% on-time delivery.</p><h3 id="employee-training"><strong>Employee Training</strong></h3><p>EMI does all their own training in-house! The size of the operation means that they train their own IPC instructors in-house and can bring a prospective technician up to speed with the right processes in just a few months. Aligned with IPC standards, these programs blend academic theory with hands-on labs, certifying techs in everything from ESD handling to advanced rework. What sets EMI apart is the customization: modules tailored to client specs, like aerospace vibration soldering, ensuring a workforce that&apos;s not just certified but production-ready from the start.</p><hr><p>Touring a factory is a reminder that manufacturing, like all engineering, is a discipline of details. The best shops manage the choreography end-to-end, pulling a high-mix design into production while keeping tight control over process, quality, and yield.&#xA0;</p><p>Huge thanks to <a href="https://eminc.com/?ref=hardwarefyi.com" rel="noreferrer"><strong>EMI</strong></a>&#x2014;and especially Jason and Emily&#x2014;for opening up the facility and letting us walk the floor! </p>]]></content:encoded></item><item><title><![CDATA[Iterative Design Reviews in the World of AllSpice]]></title><description><![CDATA[<p>AI for hardware is having a moment. Even compared to just a few years ago, it&#x2019;s never been more exciting to be working at the intersection of bits and atoms, shipping real products. Every week brings a new wave of demos promising to design your board, route traces,</p>]]></description><link>https://www.hardwarefyi.com/design-reviews-in-the-world-of-allspice/</link><guid isPermaLink="false">69a51d6151349d89c13dcd85</guid><dc:creator><![CDATA[Hardware FYI]]></dc:creator><pubDate>Mon, 02 Mar 2026 05:32:15 GMT</pubDate><content:encoded><![CDATA[<p>AI for hardware is having a moment. Even compared to just a few years ago, it&#x2019;s never been more exciting to be working at the intersection of bits and atoms, shipping real products. Every week brings a new wave of demos promising to design your board, route traces, or collapse half your workflow into a prompt. Some of it is genuinely impressive and will stick, but most companies are still largely unproven and it&#x2019;s not yet clear what these tools will actually deliver in practice.</p><p>To cut through the noise, we recently spoke with Kyle Dumont, Co-Founder &amp; CTO of <a href="https://www.allspice.io/?ref=hardwarefyi.com"><strong>AllSpice</strong></a>, about what his team is building with <a href="https://www.allspice.io/product/drcy?ref=hardwarefyi.com" rel="noreferrer"><strong>DRCY</strong></a> and how they&#x2019;re applying AI to real hardware workflows.</p><p>A bit of context: the problem space AllSpice is exploring is design reviews. Traditionally, these are the quarterly checkpoints where teams pressure-test a design against specs and constraints. Design reviews are a non-negotiable part of hardware development because the cost of being wrong compounds with every step toward production. Unlike software, mistakes aren&#x2019;t easily reversible with a new commit; being wrong means rework, scrapped boards, and the inevitable schedule slip.&#xA0;</p><p><em>(History has plenty of reminders of what happens when teams aren&#x2019;t aligned &#x2014; the </em><a href="https://calleam.com/WTPF/?p=4700&amp;ref=hardwarefyi.com"><em>Airbus A380 wiring fiasco</em></a><em> cost $6.1B in project delays).</em></p><p>With that in mind, it&#x2019;s useful to look at how modern teams are trying to close the gap between design intent, documentation, and build reality in day-to-day workflows.&#xA0;</p><hr><h2 id="the-current-reality-of-design-reviews">The Current Reality of Design Reviews </h2><p>Design reviews are still handled the same way they have for the last few decades: schedule a meeting, export a PDF, redline through it on a call, and collect comments from the meeting with information scattered across Slack, email, and shared folders. For those unfamiliar, version control is often just a copied folder on a network drive (hardly sophisticated, but functional). It works for slow cycles and ends up as a single checkpoint before the design moves forward to build or release.</p><p>That model worked when the main challenge was simply getting everyone in the same room. The real purpose of a design review isn&#x2019;t the meeting itself though; it&#x2019;s making sure the design intent, supporting documentation, and actual implementation all line up. Most issues surface in the gaps between those sources: specs living in one place, datasheets in another, design files exported into PDFs, and decisions scattered across messages and folders.</p><p>For all the advances in tools and software, much of hardware development still looks exactly the same to a team from twenty years ago, nowhere more so than in design reviews.</p><h2 id="origins-of-allspice">Origins of AllSpice </h2><p>That gap between modern design complexity and legacy review workflows is the problem space AllSpice set out to tackle. To address it, their approach starts from a fairly grounded premise:&#xA0; engineers still have to do the hard part with architecture, product definition, and making the tradeoffs that shape a design. That judgment isn&#x2019;t going away, and no software tool is going to replace it. The opportunity they saw was in everything around it: the tedious, error-prone work of reconciling specs, tracing signals, and digging through hundred-page datasheets to confirm that the design actually matches the intent.</p><p>Early on, the first product was a diff engine for ECAD files like schematics, PCB layouts, and related metadata. In simpler terms, it compares two revisions and highlights changes in components, nets, parameters, and layout; not just file differences, but the actual design database.</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-d5a112ca-8c45-4f43-858a-32f37c4bf682.png" class="kg-image" alt loading="lazy" width="1600" height="1286" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-d5a112ca-8c45-4f43-858a-32f37c4bf682.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-d5a112ca-8c45-4f43-858a-32f37c4bf682.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-d5a112ca-8c45-4f43-858a-32f37c4bf682.png 1600w" sizes="(min-width: 720px) 720px"><figcaption><span style="white-space: pre-wrap;">Where AllSpice Started: The Original Diff Engine</span></figcaption></figure><p>That solved a basic and persistent problem where most hardware teams couldn&#x2019;t easily see what had actually changed between versions of a design. By making changes explicit, the diff engine turned revisions into something reviewers could understand incrementally instead of starting from scratch each time.</p><p>Once the diff engine could interpret schematic, PCB, and BOM changes at the design-database level, it naturally became the basis for the core platform: <strong>central repository revision control for ECAD data</strong>. Instead of storing revisions as entire project folders, edits could be represented as structured changes to objects in the design database (components, nets, parameters, geometry, metadata) which can be committed, branched, and merged.</p><p>That model made it possible to build reviews directly on top of those commits. A hardware revision becomes a defined change set with a clear before/after state, rather than another exported file. Reviewers inspect the semantic diff, comment on specific objects or regions, and the discussion remains attached to the change history.</p><p>In practice, this was a core bet that <strong>hardware projects should behave like software repositories</strong>, with revisions that are incremental, traceable, and reviewable in context, not static snapshots passed around as folders or PDFs.</p>
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<p>Once hardware revisions were represented as structured commits with a reproducible design state, automation became possible at the repository level. Their third product is called AllSpice Actions, essentially a CI system for ECAD repositories &#x2014;&#xA0; meaning checks and workflows that run automatically whenever the design changes, like software test pipelines triggered by a code commit.</p><p>Typical uses are deterministic checks tied to repository events like running design-rule checks, validating part numbers against approved libraries, verifying BOM properties, generating manufacturing outputs, or flagging rule violations before a review is approved. The results attach to that specific revision, so reviewers see both the human discussion and the automated findings in the same context.</p><figure class="kg-card kg-image-card kg-card-hascaption"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-8be1c5e6-4ad3-435d-9aeb-c083a86e294b.png" class="kg-image" alt loading="lazy" width="1600" height="885" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-8be1c5e6-4ad3-435d-9aeb-c083a86e294b.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-8be1c5e6-4ad3-435d-9aeb-c083a86e294b.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-8be1c5e6-4ad3-435d-9aeb-c083a86e294b.png 1600w" sizes="(min-width: 720px) 720px"><figcaption><span style="white-space: pre-wrap;">AllSpice Actions: Deterministic Automation</span></figcaption></figure><h2 id="the-drcy-review-layer">The DRCY Review Layer</h2><p>What we&#x2019;ve described so far compresses roughly five years of development into a few paragraphs. In practice, this meant building the platform piece by piece, almost like adding spokes to a wheel around a common data model that could parse schematic, PCB, and BOM data consistently.</p><p>Diff made changes visible. Actions made checks automatic and deterministic. <a href="https://www.allspice.io/product/drcy?ref=hardwarefyi.com" rel="noreferrer"><strong>DRCY</strong></a> is the next layer on top of that stack:<strong> </strong>an AI design review agent operating on the same structured design data.</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-bfe0feb4-9544-431b-bb73-fdc7b940e3ee.png" class="kg-image" alt loading="lazy" width="1600" height="899" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-bfe0feb4-9544-431b-bb73-fdc7b940e3ee.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-bfe0feb4-9544-431b-bb73-fdc7b940e3ee.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-bfe0feb4-9544-431b-bb73-fdc7b940e3ee.png 1600w" sizes="(min-width: 720px) 720px"></figure><p>The name is a play on traditional DRC (Design Rule Check), but the distinction matters. Traditional DRC runs fixed tests against predefined constraints. <a href="https://www.allspice.io/product/drcy?ref=hardwarefyi.com" rel="noreferrer"><strong>DRCY</strong></a> is meant to reason more broadly about the design during review, using the actual circuit data rather than exported PDFs or screenshots.</p><p>Because it works on native ECAD objects, it can trace signals, interpret part relationships, and cross-reference requirements directly from the design database. That avoids the information loss that normally happens when designs are flattened into images or documents for external analysis, where an agent has to infer intent from pixels instead of working from the circuit structure itself.</p><p>Under the hood, the system follows an agent-style approach. Instead of running a fixed checklist, it analyzes the circuit and decides what areas warrant closer inspection, using the schematic data, component information, and supporting documentation available in the repository.</p><p>For example, if a section of the design involves a power regulator, the review might include pulling relevant datasheet constraints, checking that surrounding components match recommended configurations, and flagging inconsistencies for the reviewer to examine. The goal isn&#x2019;t to replace deterministic rule checks, but to provide a first-pass investigation that surfaces issues or questions a human reviewer would otherwise have to track down manually.</p><figure class="kg-card kg-image-card"><img src="https://www.hardwarefyi.com/content/images/2026/03/data-src-image-e202c6a5-faeb-495c-90fb-02b6146a8747.png" class="kg-image" alt loading="lazy" width="1600" height="1164" srcset="https://www.hardwarefyi.com/content/images/size/w600/2026/03/data-src-image-e202c6a5-faeb-495c-90fb-02b6146a8747.png 600w, https://www.hardwarefyi.com/content/images/size/w1000/2026/03/data-src-image-e202c6a5-faeb-495c-90fb-02b6146a8747.png 1000w, https://www.hardwarefyi.com/content/images/2026/03/data-src-image-e202c6a5-faeb-495c-90fb-02b6146a8747.png 1600w" sizes="(min-width: 720px) 720px"></figure><p><a href="https://www.allspice.io/product/drcy?ref=hardwarefyi.com" rel="noreferrer"><strong>DRCY</strong></a> is one part of the broader automation stack inside AllSpice, alongside automated checks from Actions and the design history stored in the repository. Because it runs on the same system of record, its findings stay attached to the actual design context, so reviews remain traceable and grounded in the source data rather than separate reports.</p><p>In practice, that means flagging incorrect pin connections (required power or decoupling pins left unconnected or not tied together as mandated), out-of-spec power supply connections like under-voltage on required rails, and unconventional but datasheet-allowed pin reuse (for example, special-function pins repurposed as GPIO).</p><p>It can also confirm proper handling of NC/DNU pins, power rails, clocks, buses, and interfaces, surface incompatible component configurations or implementations, and catch higher-level logic errors &#x2014; the sort of issues that usually only show up after someone manually traces the schematic.</p><h2 id="moving-toward-iterative-design-reviews">Moving Toward Iterative Design Reviews&#xA0;</h2><p>What all of this adds up to is a shift in how often designs can realistically be reviewed. On a traditional program, a design review might happen a few times per quarter, usually when the team feels the design is &#x201C;ready.&#x201D; Changes accumulate in the meantime, and the review becomes a large, high-stakes checkpoint where many issues surface at once.</p><p>What&#x2019;s been interesting to learn about customers using their workflow is how quickly that pattern starts to change. Instead of long stretches between major revisions, you might see dozens of commits over a short window &#x2014; sometimes 60 commits across a phase, with 10 or more design updates landing in a single day. Each change carries its validation results and discussion, so review happens incrementally as the design evolves rather than in one large batch at the end.&#xA0;</p><p>Over time, that compresses the review cycle itself. A process that might previously have meant preparing for a major review every couple of months starts to shift toward smaller, more continuous checkpoints. The formal review doesn&#x2019;t disappear, but it increasingly reflects a history of incremental decisions instead of being the first time the design is examined closely.</p><p>Every hardware team wants the same outcome: ship faster, with confidence. Iterative design review is the mechanism that enables it.</p><hr><p><em>Special thanks to Kyle and the team at AllSpice for the behind-the-scenes look at DRCY. See DRCY in action:&#xA0;</em><a href="https://www.allspice.io/drcy-demo?ref=hardwarefyi.com"><em>https://www.allspice.io/drcy-demo</em></a></p>]]></content:encoded></item><item><title><![CDATA[Newsletter]]></title><link>https://www.hardwarefyi.com/newsletter-2/</link><guid isPermaLink="false">68d5cb9351349d89c13dc8f2</guid><category><![CDATA[Products]]></category><dc:creator><![CDATA[Benjamin Chia]]></dc:creator><pubDate>Thu, 25 Sep 2025 23:11:00 GMT</pubDate><media:content url="https://www.hardwarefyi.com/content/images/2025/09/newsletter_graphic.jpg" medium="image"/><content:encoded/></item><item><title><![CDATA[Manufacturing Database]]></title><link>https://www.hardwarefyi.com/manufacturing-database/</link><guid isPermaLink="false">68d5cbd351349d89c13dc8fb</guid><category><![CDATA[Products]]></category><dc:creator><![CDATA[Benjamin Chia]]></dc:creator><pubDate>Thu, 25 Sep 2025 23:10:55 GMT</pubDate><media:content url="https://www.hardwarefyi.com/content/images/2025/09/Image-9-25-25-at-4.10-PM.jpeg" medium="image"/><content:encoded/></item><item><title><![CDATA[Technical Interviewing Forum]]></title><link>https://www.hardwarefyi.com/technical-interviewing-forum/</link><guid isPermaLink="false">661d3bdcfb28f3282ebb5ac3</guid><category><![CDATA[Products]]></category><dc:creator><![CDATA[Benjamin Chia]]></dc:creator><pubDate>Mon, 15 Apr 2024 14:38:49 GMT</pubDate><media:content url="https://www.hardwarefyi.com/content/images/2024/04/Image-4-14-24-at-11.26-PM.jpeg" medium="image"/><content:encoded/></item><item><title><![CDATA[Job Board]]></title><link>https://www.hardwarefyi.com/job-board/</link><guid isPermaLink="false">661c981efb28f3282ebb5aa4</guid><category><![CDATA[Products]]></category><dc:creator><![CDATA[Benjamin Chia]]></dc:creator><pubDate>Mon, 15 Apr 2024 02:59:45 GMT</pubDate><media:content url="https://www.hardwarefyi.com/content/images/2025/09/Image-9-25-25-at-4.06-PM.jpeg" medium="image"/><content:encoded/></item></channel></rss>