The Machine That Learned to Make Almost Anything

A few years ago, if you wanted to 3D print a metal bracket for an airplane engine, you would have been laughed out of the room. Additive manufacturing was for prototypes. For plastic doodads. For the kind of parts that sit on a desk and look cool but never carry a load. That story is now wrong.
In a sweeping 2024 review published in Sensors, a team led by Longfei Zhou at the New Jersey Institute of Technology, along with Jenna Miller, Jeremiah Vezza, and Maksim Mayster, documented something that should unsettle anyone who thinks they know what factories look like. Additive manufacturing has quietly crossed a threshold. It is no longer a prototyping tool that occasionally gets promoted to production. It is becoming the production line itself.
The authors analyzed over 400 citations and mapped the full landscape of what 3D printing can now do. Their conclusion is stark: the technology has matured across materials, scale, and precision in ways that most people outside the field have not registered. We are not talking about better plastic toys. We are talking about printing human tissue, printing houses, printing food, and printing objects that change shape after they are made.
The Real Story Is Not the Printer It Is the Material

When most people picture 3D printing, they imagine a spool of plastic filament feeding into a nozzle. That is material extrusion, the cheapest and most common method. But Zhou and his colleagues cataloged at least twelve distinct additive manufacturing technologies, each with its own material ecosystem.
The list reads like a materials science fever dream:
- ▸Selective laser melting and electron beam melting can fuse metal powders into fully dense, load bearing parts. These are not porous prototypes. These are turbine blades and orthopedic implants.
- ▸Binder jetting can print sand molds for metal casting, then the sand gets thrown away. It is already used in production foundries.
- ▸Direct energy deposition can repair existing metal parts by adding new material onto them. A damaged turbine blade does not get replaced. It gets printed back to spec.
- ▸Carbon fiber reinforced printing embeds continuous strands of carbon fiber into a thermoplastic matrix. The resulting parts are stronger than aluminum and lighter than steel.
The key insight from Zhou et al. (2024) is that each technology has trade offs in speed, cost, surface finish, and material compatibility. There is no single best method. But the combined capability now covers nearly every engineering material humans use.
How a Printer Decides Where to Put Material

The workflow the authors describe is surprisingly methodical. It starts with a 3D model, usually designed in CAD software. Then the model gets sliced into thin layers, sometimes hundreds or thousands of them. Each layer is a 2D instruction set. The printer follows those instructions, building the object one layer at a time.
But here is where it gets interesting. The slicing software has to make decisions about orientation, support structures, infill patterns, and layer adhesion. A part printed vertically might be weaker than one printed horizontally. A part with overhangs might need temporary supports that get removed later. These are not trivial choices. The authors note that slicing parameters directly affect mechanical properties, surface finish, and print time.
This is why additive manufacturing is not simply "push a button and get a part." It requires computational planning. And that planning is getting smarter.
The Machines That Print Metal Like They Print Plastic
Metal additive manufacturing deserves its own section because it represents the biggest shift in what the technology can actually do.
Selective laser melting uses a high power laser to melt metal powder layer by layer. The result is a fully dense metal part with mechanical properties comparable to wrought metal. Electron beam melting does the same thing but with an electron beam in a vacuum chamber. Direct metal laser sintering is similar but does not fully melt the powder; it sinters it, leaving some porosity.
According to Zhou et al. (2024), these processes can now handle titanium alloys, stainless steel, aluminum, cobalt chrome, nickel based superalloys, and even refractory metals like tungsten. The applications are not theoretical. Aerospace companies are printing fuel nozzles for jet engines. Medical device companies are printing custom hip implants. Automotive companies are printing lightweight brackets and heat exchangers.
The authors point out that the main limitation is not the technology itself but the cost of metal powders and the need for post processing. Most metal prints require heat treatment to relieve residual stresses, and many need surface finishing. But the gap between prototype and production has narrowed to the point where it is often cheaper to print a complex metal part than to machine it.
The Bioprinting Frontier Is Real and It Is Terrifying
One of the most provocative sections of the review covers 3D bioprinting. This is not science fiction. Researchers have already printed living tissues, including skin, blood vessels, and bone.
The process works by dispensing bioinks, which are mixtures of living cells and hydrogel scaffolds. The printer arranges these cells in precise patterns, layer by layer, to create structures that mimic natural tissue. The goal is to eventually print functional organs for transplantation.
Zhou et al. (2024) describe the current state as promising but limited. Printed tissues are not yet vascularized enough to survive long term. They lack the complex networks of blood vessels that keep real organs alive. But the authors note that progress is accelerating. Researchers are experimenting with sacrificial materials that can be washed out to leave channels for blood flow. Others are printing with multiple cell types simultaneously.
The ethical implications are enormous. If you can print a kidney, do you still need organ donors? What happens when the technology gets cheap enough for home use? These questions are not hypothetical. The authors cite multiple studies showing that bioprinted skin grafts are already being tested in clinical trials.
Printing Your Dinner and Your House
The review extends beyond engineering and medicine into two domains that sound like gimmicks but are not: food printing and large scale construction.
3D food printing works by extruding edible pastes, doughs, or purees through a nozzle. The authors describe applications in personalized nutrition, where a printer can create meals with precisely controlled nutrient content. For elderly people with swallowing difficulties, pureed food can be printed into shapes that look appetizing. For athletes, protein bars can be printed with exact macros.
Large scale 3D printing uses robotic arms or gantry systems to extrude concrete or other building materials. Houses have been printed in under 24 hours. The authors note that this technology could address housing shortages in developing countries and disaster zones. The printed structures are not luxury homes, but they are habitable, insulated, and durable.
The catch is regulatory. Building codes were not written for printed houses. And the long term durability of printed concrete is still being studied. But the authors argue that the potential for rapid, low cost housing is too significant to ignore.
The Fourth Dimension: Objects That Move on Their Own
Perhaps the most mind bending section of the review covers 4D printing. This is 3D printing with an added dimension: time. Printed objects are designed to change shape, color, or function when exposed to stimuli like heat, water, light, or magnetic fields.
The trick is to print with smart materials that have built in responses. Shape memory polymers can be printed in one shape, then programmed to fold into another shape when heated. Hydrogels swell when wet. Some materials change color with temperature.
Zhou et al. (2024) describe applications in soft robotics, where 4D printed grippers can curl around objects without motors. In medicine, stents can be printed flat, inserted into a blood vessel, then expand when warmed to body temperature. In aerospace, antennae can be printed compact, then deploy in orbit.
The authors caution that 4D printing is still in early stages. The stimuli must be precisely controlled, and the materials degrade over time. But the concept challenges the very definition of manufacturing. You are not making a static object. You are making a machine that completes itself later.
What the Study Does Not Prove
The review is comprehensive, but it has limits. The authors are clear that additive manufacturing is not yet a replacement for mass production. Injection molding can produce millions of identical plastic parts for pennies each. 3D printing cannot compete on speed or cost for high volume, simple geometries.
The review also does not address the environmental impact in detail. While additive manufacturing reduces material waste compared to subtractive methods, it consumes significant energy. Metal printing, in particular, requires high power lasers or electron beams. The carbon footprint of a printed part depends on many factors that the authors did not fully model.
There is also the question of quality control. Every printed part is slightly different due to variations in temperature, humidity, and powder distribution. The authors note that in process monitoring and AI based defect detection are active research areas, but they are not yet standard practice.
Finally, the review focuses on technical capabilities, not economic or social implications. It does not answer the question of who gets access to this technology. If advanced manufacturing becomes cheap and distributed, it could democratize production. Or it could concentrate power in the hands of those who control the printers and the materials.
What This Actually Means
- ▸If you design physical products, start planning for additive manufacturing now. The technology is ready for low to medium volume production of complex parts. Waiting another five years means your competitors will have already optimized their designs for printing.
- ▸Medical device regulations are about to get complicated. Custom implants and bioprinted tissues require new approval pathways. The FDA is working on it, but the pace of innovation is outstripping the regulatory timeline.
- ▸Supply chains will fragment. Instead of shipping parts from a central factory, you can print them at the point of use. This reduces inventory, shipping costs, and lead times. It also makes it harder to control quality.
- ▸Material science is now the bottleneck, not the printer. The hardware is mature. The next breakthroughs will come from new materials that print better, perform better, or respond to stimuli. If you are a materials scientist, this is your moment.
- ▸The distinction between manufacturing and programming is disappearing. In 4D printing, the object is the program. In bioprinting, the object is alive. In AI guided printing, the machine learns from each print and improves the next one. We are not just making things differently. We are making different kinds of things.
References
- [1]Longfei Zhou, Jenna Miller, Jeremiah Vezza, Maksim Mayster (2024). Additive Manufacturing: A Comprehensive Review. SensorsDOI· 432 citations
