05: Missing Link

AI & Systems Development
Log Date: 27 July 2152

After much exploratory research and genetic tinkering, it appears as though we may have finally found our perfect candidate: lignin. Endlich! With its importance in the structural foundation and water conduction within plant tissues, its intricate molecular structure and variability across species makes it a rich source of data that could be used as a translational interface between LEAF and the plants. I can see it clearly in my head—glasklar!—if we create an algorithmic model trained on NMR and nanosensor data, we might be able to reinterpret the polymers’ structures as multidimensional datasets that LEAF can then read and respond to! I am preemptively calling it: LOAMA, for “Lignin-Oriented Algorithm for Morphogenic Advancement”—a perfect pairing for LEAF!

Perhaps over time it can learn to associate specific lignin profiles with optimal absorption of certain minerals, which could lead to targeted mutation triggers or growth optimizations. There might even be a chance we could utilize this in tandem with our existing robotics, allowing LEAF and the plant to automate their operations in accordance with said triggers and optimizations. It sounds like a beautiful ballet between the two; nicht nur Reaktion, sondern auch Vorschläg. It will be as if LEAF is speaking directly to the plants! It could simulate new lignin configurations and predict their impact on mineral binding and mechanical integrity, and work in harmony with each species to determine the most compatible mutations for optimal survival!

Ach, but I suppose I shouldn’t get ahead of myself. Though promising, this is breaking ground that, as my colleagues and I have discussed, perhaps should not be broken. And I always succumb to looking through rose-tinted glasses at my own ideas—typisch für mich, maybe even more so than Dr. Pham. No offense, Viv. Nevertheless, there seems to be an entire realm of possibility here, and I’m eager for Malvinian and I to share this idea with the other leads. He’s been such a wonderful investigative partner since Hampton had to take his leave. Though he’s been consulting from the hospice center, I know he would love to be here in person, mitten im Geschehen. I hope we will be able to see this through to the end sooner rather than later so he has a chance to see us redefine life as we know it. Ah, da gehe ich schon wieder—getting a little too confident in myself. Selbstüberschätzung ist eine gefährliche Freundin.

Monday is bound to bring much excitement. I’m sure the other leads will have much to say. Vivian will immediately doubt the concept even though, deep inside, she will see the potential. And we won’t even need to convince Bok of anything. That man has been waiting for his breakout moment for a long time now, and I know he will total ausrasten over the idea of reinterpreting lignin to open up a whole new facet of his precious phytometallurgy. Syse will sit there to the side, watching us sich in den Haaren liegen, trying to imagine how he can spin all of our papperlapapp into something sane that keeps the money from running scared. I know he had Purnawati pitch the generic concept to some of the donors last year and, surprisingly, they seemed to understand the stakes and expressed solidarity. Ich nehme an, dass ständig Wunder geschehen. But an idea floating in theoretical space is much different than watching it coalesce in reality—especially this idea. It’s a good thing he’s never failed us before. Jetzt geht’s um die Wurst!

Dr. Senna Kahnwald, Director of AI & Systems Development

Phytometallurgy for dummies (as you put it)

To: Willard Syse
03 March 2153, 10:33AM

Good morning Director!

Today I am very excited. I appreciate your renewed interest in hearing about our progress. I understand that trying to wrap your mind around our field of research can be a bit challenging. I, myself, am also constantly learning new things that I must spend time comprehending, not only in my own branch of science but from all of the other brilliant minds here in Rebourne. We must be thankful to be in such a rich and knowledgeable environment!

My goal is to hopefully give you a layman’s explanation of our work in hopes that you will be able to relay the information to the necessary sources in the near future. So I will try to explain things in terms of how they relate to our current goals with LOAMA and hybridization. With Dr. Kahnwald and her team slowly producing the infantile structure of LOAMA and showing us how it might behave amidst LEAF and the plants, having a better grasp on what we are doing in phytometallurgy is definitely imperative, especially when the time comes for us to begin trialing different species’ lignin compositions. I hope the other teams show as much enthusiasm as you. I will be waiting patiently for their eager minds (not for too long, I hope!). Now let us begin!

Phytometallurgy and Our Current Methods

As I’m sure you know, at the basic level phytometallurgy studies the physical and chemical interactions and compatibility between plants and metallic elements. With this knowledge we have been able to optimize the robotics integrations of specimens to ensure long-term compatibility and structural integrity, as well as minimize any sort of risk that might come from the exposure to certain metals or from the actual integrations themselves.

To help organize and analyze this data, we use our handy Species-Metal Affinity Atlas. This is a large-scale catalog of all the tree species we have experimented with and their tolerance/reactivity to various metals and composite materials. Really it is us attempting to play matchmaker and find out which plants are most compatible with specific metals. We also track changes in sensitivity over time between plants and metals, both in singular specimens as well as many specimens of the same species.

Interestingly, we have seen success in adapting singular specimens to different metals using exposure therapy. This usually involves us grafting a powdered form of a metal onto a small section of stem where we’ve exposed the cortex. This is also the method we use to get initial data for a species concerning their tolerance and reactivity to different metals.

We’ve also managed to increase tolerance in a species overall by taking a specimen that we’ve conducted exposure therapy on and propagating it into new individual plants. These new specimens will often largely retain the affinities of their parent, needing much less exposure therapy than a specimen grown from seed. That being said, we do still grow many specimens of the same species from seed and perform exposure therapy on them individually; this way the gene pool remains more diverse and decreases the risk of inbreeding depression (an increased risk of inheriting harmful genetic traits due to low diversity). And it gives us more data, which is always a good thing!

Ion Leaching and Phytometallic Exchange

Now, at the heart of all this data is the concept of ion leaching. There are many different types of ion leaching, but it always refers to the dissolving or extraction of atoms or molecules from a solid into a surrounding medium. In the world of plants, the most common example of this is when rainwater leaches minerals and nutrients from soil or leaves. There are also other subcategories of leaching in plants, such as when plants perform exosmosis and move materials outward from their tissues under the influence of osmotic forces (think of a grape being placed in a more concentrated solution like sugar/salt water which then causes it to lose water/minerals, shrink, and become a raisin.)

Another subcategory of ion leaching is one that we use and study here in Rebourne, specifically the leaching between plants and metals, which we refer to as phytometallic exchange. When we integrate robotics modules into specimens, we have to keep in mind the different elements that make up the modules. Plants are ion-sensitive systems. Things like nutrient uptake and stress responses all depend on regulating specific ions such as calcium, magnesium, potassium, nitrate, phosphate, and many more. That means that we need to be cautious about what types of metals we are integrating to each species since certain metals might contain some of these precious ions. While we do our best to utilize corrosion-resistant materials, inevitably some type of leaching always occurs, even if it is very slow. This might occur via rainwater runoff as I previously mentioned, through exosmosis at the integration point (water trying to move from the plant where it is more highly concentrated, to the metal of the module where it is less concentrated), or simply through oxidation over time, leading to the spread of ions into the connected plant tissues or root systems within the soil.

Some of our modules such as the NutriTap or our more recently developed Volt in collaboration with LEAF feedback have allowed us to adjust and respond to certain ion readings to optimize plant growth or avoid stressing specimens, but we have done our best to not overrely on them and simply try to play matchmaker, finding the best metals and modules suited for each species before doing any kind of heavy integration. Very romantic!

Up to this point in our work, our primary concern has been leaching from the metals to the plant. While we can have our robotics measure and regulate the ions of our plants, the risk of those ions leaching into the modules and causing issues has been relatively nonexistent. We have always safeguarded against such a thing, and, at most, we might experience a bit of mineral buildup at the integration points due to the exosmosis that I previously mentioned. It could potentially become a problem after so much corrosion or oxidation, but that would take many, many years, and at that point we would probably have already removed or replaced the module anyhow.

Toward True Hybridization

But now this is where things get even more interesting!

We have now worked our way to our current goals: achieving hybridization between plant and metal. And this is where it now becomes more vital to research and understand phytometallic exchange going both ways. No longer are robotics a mere addition to the plant, but the two are becoming one, each side sharing its ions with the other in a mutualistic relationship, hopefully becoming greater than the sum of its parts.

As you know, LOAMA is based on the makeup of lignin, which is the key to structural integrity and rigidity of plants. This is a fantastic reason to make it the center of translation between LEAF and the plant, as being able to alter the supportive foundation of a plant appears to be a great way to reinforce and safeguard further mutations. I only say “appears” because there is still quite a bit of research to be done, and we must see it play out in reality. But for all intents and purposes of this email, we will assume this is the way it will be done.

Now, while lignin is key in the structure of plants, it also serves another important purpose. You see, while plant cell walls are hydrophilic and attract water, lignin is hydrophobic, thus acting as an efficient transport network for water and nutrients throughout plants. In fact lignin is present in all vascular plants, but not in mosses, showing that the original function of lignin was restricted to water transport!

Because of lignin’s role in water and nutrient conduction, this makes it all the more important when it comes to ion leaching. If we can alter a plant’s lignin structure, we can further optimize its retention and transportation of certain ions throughout its roots and shoots. And, with the help of LEAF and LOAMA, utilize those ions to develop robotic mutations that will allow the plant to organically acquire some of the tools currently represented in our integrated modules. This will, hopefully, lead to an increased pace of adaptation that is able to keep up with the quickly changing environment and climate, ensuring the survival of these organisms.

This is probably excess information, but as a fun (and relevant!) side note, this all very much comes into play when we talk about the Casparian strip. The Casparian strip is a ring-like wall in the endodermis of plant roots, right outside the vascular tissue. Largely composed of lignin, it serves as a gatekeeping barrier to regulate the movement of water and nutrients into the plant, in addition to keeping pathogens and unnecessary things from entering. This gives the plant more control over what passes from the soil to the stems and leaves. It’s already true that a plant’s anatomy can adapt to the presence of heavy metals in soil, so we expect the ability to edit lignin structures and cross-communicate through LOAMA will provide even more wiggle room and opportunity for those adaptations, especially when thinking about harnessing the power of a part like the Casparian strip.

Going the other way, with the metallic mutations in place, we can then once again think about ion leaching from said mutations to the plant, but this time in a bit more positive light. Before, due to their “unnatural” nature, we had to worry about the ions of our integrated modules leaching into the plant tissues and causing imbalances that worked against our goals. But now, because those metals will be natural to the plant, it will already have the wherewithal to regulate and respond to any leaching that might occur, whether by external or internal force. And, though I might be speaking a bit too optimistically, the plants might even be able to recycle individual ions (or even entire metallic parts!) into extra nutrients and building blocks for whatever growth and survival purposes it and LEAF see fit!

But on that exciting note, I believe I have covered everything I intended. I apologize for taking the scenic route to get to our current work, but it all seemed necessary in order to make sense of it all. Maybe not as much “for dummies” as you would have liked, but if you have any questions, please do not hesitate to ask!

Happy learning,
Eelco

Botany & Horticulture
19 August 2157

I’m going to be eating my words for the rest of my life. It doesn’t seem like I’m going to learn my lesson at any point. After four years of “bemoaning”, as Ygress puts it, we have, in fact, done it. Well, not so much “done it” as seeing one small seedling exhibit new molecular compositions in its stem and leaves. Testing has been limited since we think it better to just leave it undisturbed and hope it grows a bit more. Fingers crossed the inevitable death doesn’t become such a thing again.

I held so much resistance back then, when this all started. Even Syse was on board. After being so presumptuous about why he’d be dismissive. I could see the push and pull on his face when the leads were talking about it. His eyes had that “this is a truly wonderful thing but how will they handle it” look. So I wasn’t wrong about that, but it seems I’ve underestimated him, yet again. It didn’t even take him much time to give the go ahead, might’ve been a week? Lightning fast in our world. And for five years now he’s kept the lights on and everyone happy. Sometimes I’ll have just caught him sweating bullets over something but that’s definitely not out of the ordinary for him. He bites his nails over what coffee to drink every morning...guess I shouldn’t doubt the worriers, likely the reason he’s as good at the job as he is.

From here we will try to recreate this success in more of this species’ seedlings and other species. LOAMA is proving to be the fated translator that Senna said it would become, and LEAF appears to be utilizing that to the fullest extent, gathering more data on every species and making strides in communication every day. It’s still slow, you can’t rush organic growth, but many small steps forward, and just seeing this success in our work, feels like plenty of progress for me.

I've been doing my best to reflect on my past adversarial moments since the beginning. When I look back, I can’t help but be annoyed, obviously, but also incredibly thankful that Ygress, and everyone else, all have shown so much opposition to my perspective at one time or another.

They are passionate about our work here, and passionate about the science they’ve spent each of their lives investing in. That’s not so unlike me, and I always believe so strongly in my thoughts and feelings, “stubbornly”, as Ygress might add yet again. So then by simple logic you have to infer that their own beliefs are held just as strongly. We all feel like parents to this place, each wanting to do our part to take care of it, to do everything we can to ensure it grows up big and strong and successful, and we wouldn’t be opposed to grandkids either...My comedy is getting as dry as Ygress’s nowadays. A couple of years ago I probably wouldn’t have written that down. I guess change does always start small, just ask the plants. OH NO, I’m infected!

I’m not sure what lies in store for the distant future. This feels like a bit of the endgame now, the closing chapter to this long journey. There’s still a lot left to do, and I look forward to achieving it with my colleagues friends here at RPI. After all this time, after all this progress I’ve seen happen right in front of my eyes, I’m beginning to see the forest for the trees..Alright I’m done with this now, three jokes too many.

Dr. Vivian Pham, Director of Botany & Horticulture

GNASE Sparks Renewed Sentient Protests Over Career Restrictions and Power Imbalance

14 December 2157
By Clay Thoeman
Solidarity Herald

Nearly seven years after a historic shift in how sentients were treated across the global manufacturing sector, the fight for true equality is far from over. In a televised interview yesterday, newly appointed leadership within GNASE (Global Network for the Advancement of Sentient Equality) delivered a bold condemnation of what they see as the human establishment’s chronic complacency—doing, in their words, “the bare minimum” to address deeply entrenched inequality between humans and sentients.

The 2150 referendum was acknowledged as a step forward. But according to GNASE, it was also a bandage on a wound that industry and political powers have never been willing to actually heal. Since then, corporations have continued to exploit legal loopholes, pushing the boundaries of regulation in ways that perpetuate the exploitation of sentient labor.

Liza Karadras, a recent appointee to GNASE’s leadership council, did not hold back in her criticism—directed not only at corporate interests but at the contradictory leadership requirements of GNASE and similar advocacy organizations.

“It’s a shame to me, or more a glaring glimpse of our sickly discriminatory reality, that in this organization that I am a part of, one that focuses on the promotion of equality for sentients in all manner of the word, that I, a human, not a sentient, must be a member of this leadership council to abide by the laws created by an entirely human-led political body.

By law, no sentient can have a say greater than a human, and sentients cannot make up a majority of our council, even though it should be them you should be paying attention to, their opinions you should value, not mine.”

Karadras went on to advocate for dismantling employment restrictions that still marginalize sentients and limit their career and life opportunities.

“I don’t know what it’s like to be a sentient on their side of the fight, but all of us humans at GNASE do our best to understand, to sympathize, to listen, all to make sure that we can be the best meatbag messengers that we unfortunately have to be. All because the news media and politicians might actually hear what we have to say, just because they are bags of meat like us.

And I say bags of meat because that’s what we really are, and I think we need to humble ourselves. It really is quite ridiculous when you think about how that is the only real difference between us.

Every artificial intelligence we have created has been trained on the human condition. They are just like us, and arguably more human than a lot of those we have in leadership positions, if I’m being honest.

That’s why I am calling on industry leaders and politicians to allow sentients to receive promotions and seek leadership positions, to vote and hold political office, and to pursue entrepreneurial ventures if that is what they choose.

They’re big hunks of metal and we are bags of meat. And for some reason people think that that means they don’t deserve the opportunities that humans have.”

In just the past 24 hours since the interview, we’ve seen renewed sentient protests spring up in many parts of China and Europe, echoing the mobilizations of 2149, but with an energy greater and more focused than before.

While the 2150 reforms gave sentients a narrow legal foothold, they did little to create meaningful structural change. Sentients across dozens of countries have since built networks of mutual aid, advocacy, and direct action, both formally and informally—efforts that some state officials have smeared as “hostile” or “unnecessary.” But the record speaks for itself: in every reported case of state retaliation over the years, the only casualties have been sentient, not human.

While many organizations like GNASE have been established legally, many collectives—particularly in heavily industrialized regions—have been forced to operate under the radar. Some sentients say this is necessary for self-preservation. Others reject the notion of human involvement altogether, viewing the requirement for human oversight as yet another layer of paternalism.

Neither sentiment is without merit. We have no shortage of evidence of militaristic force (sometimes even sentient militias) being used against peaceful sentient protesters; and in too many cases, governments have pressured officially sanctioned advocacy groups to silence or remove sentient members. In some cases they’ve even installed their own privately lobbied yes-men into leadership councils through legal loopholes that they designed. All to disenfranchise the very communities they claim to support.

Progress has been made—but for many, it feels cosmetic. The road to full equality remains an uphill one, filled with resistance from those invested in keeping sentients subordinate.

Ka’alma TL21, a councilor with the Sentient Labor Union in Qiū Hǎi, China, and a respected voice since the uprisings of 2149, offered a sobering but hopeful perspective:

“In my many years now serving as a voice for my fellow sentients, visiting different countries, witnessing the interactions between man and machine, I have seen much.

I have seen the worst in not just humans, but sentients as well. In the fight for our rightful place in this world, we must remember that humans created us in their image, and that means that we, too, are imperfect creatures.

Everyone is capable of making mistakes, of anger and selfishness, we all have these things in common. But I have also witnessed the best of our kinds. Moments of joy and comradery between races that are blind to metal and flesh.

And I believe it is the sentients and humans who share those wonderful moments together that will shine the brightest in this fight for not just equality, but true harmonic coexistence.

In a world that feels a greater sense of division by the day, we need them to stand up and let their voices be heard, to tell the world of these beautiful moments, so we can try to not lose sense of who we are. Human or sentient.

They will face resistance and adversity at every step of the way, as every discriminated body in history has, but they see a future which many choose not to see, they have a vision for something greater, and the humility and compassion to extend a hand to the other side, no matter the difference, no matter the cost. That is who I choose to stand beside on the day of our liberation.

Despite how forsaken they must feel at times like this, I know they will be remembered. I will remember them.”

As of now, no formal responses have been issued by corporate or government leaders. Whether this is a calculated silence or simple neglect, the message from GNASE has clearly resonated throughout sentient circles.

We’ll be watching closely as this moment unfolds. The tides of change are rising once more—let’s hope this time, they’re powerful enough to break through the systems that have held true equality back for far too long.

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04: To Live is to Change

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06: Negative Space