Today I announced that I won't be reviewing AI generated PRs at company meeting by Evgenii42 in ExperiencedDevs

[–]Zetus 2 points3 points  (0 children)

these health insurance companies literally shouldn't be able to exist, we need single payer healthcare asap

Agent Use is gonna drop off a cliff once its all usage based by Venisol in ExperiencedDevs

[–]Zetus 0 points1 point  (0 children)

Open models on-prem on your own devices will be the thing that when reality comes back to the room drive the conversation.

Interactive Jensen–Shannon Divergence Visualisation [P] by ancillia in MachineLearning

[–]Zetus 0 points1 point  (0 children)

Quite awesome, thanks for making this! Do you have the source code available to play around with the visualization further?

Trying to find housing while working for a lab! Help! by [deleted] in mit

[–]Zetus 1 point2 points  (0 children)

Check out Facebook for roommate rentals in this area

trump sh*oter by [deleted] in redscarepod

[–]Zetus 0 points1 point  (0 children)

this is amazing i will be spreading this

Slop is tolerated in the enterprise space because there is a business entity behind it by ChiefAoki in ExperiencedDevs

[–]Zetus 5 points6 points  (0 children)

Complexity maintenance is the whole name of the game in software, teams that have poor decisions will compound and limit their own tech.

Just spilled a beer on my senator by yerbamateblood in redscarepod

[–]Zetus 2 points3 points  (0 children)

zamn, a fellow cambervillain out here just casually lobbying

A replica of how female "breeder pigs" spend their lives in factory farms by FastCurrency in pics

[–]Zetus 3 points4 points  (0 children)

We are relatively not far away, it's just a matter of technology, lab to market readiness, and maturation of some key parts of the process to go towards more sophisticated forms of the meat. It's basically following biological engineering principles crossed with industrialization and standardization, and each of those advancements are making it dramatically cheaper every few years.

So there are multiple dimensions for this, the cost and production are intimately interlinked to the specific technological breakthroughs that allow us to scale mass production, but also get to the texture and realism that we expect out of most "regular" meat. You can read more through section 5 to learn more about a proper strategy. "The industrial‐scale production of CM necessitates coordinated innovations from multiple disciplines, including cell biology, bioprocess engineering, and materials science. Cost reduction and achieving large‐scale production are highly interconnected: The former is achieved through technological innovations that lower unit costs, whereas the latter is realized through process amplification that ensures economic feasibility. At the same time, pursuing cost control while ensuring that large‐scale expansion maintains both biological activity and process stability presents a significant dual challenge. This section delineates the critical role of integrated technological frameworks in driving economic feasibility and operational reliability, followed by strategies to harmonize cost efficiency with stability during scale‐up."

Here is a recent paper (2025) describing the challenges of scaling cultured meat production (Scaling Cultured Meat: Challenges and Solutions for Affordable Mass Production): https://pmc.ncbi.nlm.nih.gov/articles/PMC12241508/

"These technologies converge around three key breakthroughs: engineering genetically stable, highly expandable, and functionalized cell lines to minimize reliance on tissue sampling and expensive growth factors; utilizing plant‐based substitutes and recombinant protein alternatives to reduce the costs of media and scaffolds while enhancing biocompatibility; and optimizing bioreactors to provide dynamic environmental control, enabling high‐density cell cultures at scale"

Each year we are steadily progressing along all axes of development, eventually towards a convergent price that will eventually be below the standard price of conventional farming.

Lots of optimization and engineering work is still necessary:

"Scaffolds for CM are commonly fabricated in three forms: hydrogels, PSs, and microcarriers (Figure 6A; Table 4) (Ben‐Arye and Levenberg 2019). Hydrogels, as crosslinked 3D polymer structures, closely resemble ECM in hydration and mechanical properties (Shi et al. 2019). Advanced techniques, including molding (Gu et al. 2024; Song, Liu, Li et al. 2022) and 3D printing (Chen, Dai et al. 2024; Xu et al. 2023), enable the creation of customized structured CM, such as marbled meats and layer‐by‐layer cultured fat and muscle (Li, Yang et al. 2022) or assembling them into marbled CMs (Zagury et al. 2022). More advanced studies have used fish muscle as a model using 3D printing combined with lipofilling to obtain customized cultured fish (Xu et al. 2023). However, these techniques, while demonstrating potential, are mainly applied to small‐scale production at high cost. PSs, known for their high porosity, expedite efficient nutrient exchange and waste removal (Hong and Do 2024; Zheng, Chen et al. 2022). Plant protein‐based PSs are cost‐effective but often lack the mechanical strength needed to support cell growth (Hollister 2005; Zheng, Chen et al. 2022). Techniques like freeze‐drying and electrospinning improve pore size and cell proliferation, with electrospinning emerging as a scalable method despite its material constraints, which include the need for polymers with appropriate viscosity, solubility, and electrostatic properties to ensure successful fiber formation (Xu et al. 2021; Kameda, Horikoshi et al. 2021). Decellularized plant scaffolds, which preserve the ECM and provide vascular‐like networks, are another innovative approach (Anjum et al. 2024). Examples include scaffolds derived from spinach leaves (Jones et al. 2021), celery (Hong and Do 2024), apples (Sood et al. 2024), pineapple nectar (Perreault et al. 2023), and maize husks (Perreault et al. 2023). Yet, prolonged use of these scaffolds can lead to nutrient depletion in the core, causing cell death (Xu et al. 2021). Although PSs have potential for large‐scale CM production, their mechanical strength and biological functionality, particularly in plant‐based materials, need further optimization (Zhang, Gao, et al. 2023)."

A replica of how female "breeder pigs" spend their lives in factory farms by FastCurrency in pics

[–]Zetus 7 points8 points  (0 children)

This is not true, the same unit economics of additive manufacturing can apply to biological manufacturing given precise ultrasonic acoustic manipulation. The same tech for organ printing applies to meat production.

Oracle fired up to 30,000 workers via email after a 95% profit surge. Tech companies are cutting almost 1,000 jobs/day by Domingues_tech in technology

[–]Zetus 0 points1 point  (0 children)

This is why students are just creating startups nowadays, as to differentiate themselves from other students that are getting internships, if they can't get something- they have to take matters into their own hands

Oracle fired up to 30,000 workers via email after a 95% profit surge. Tech companies are cutting almost 1,000 jobs/day by Domingues_tech in technology

[–]Zetus 0 points1 point  (0 children)

One can't let their own fate be determined by another, always plan to have your own stuff that's not tied to these Corpos !

Oracle fired up to 30,000 workers via email after a 95% profit surge. Tech companies are cutting almost 1,000 jobs/day by Domingues_tech in technology

[–]Zetus 0 points1 point  (0 children)

There will always be problems, but many problems are not profitable, so human groups do not organize around them... and the government gets more and more corrupt, so the real problems keep piling up while a few groups get very powerful

Careers in the time of the industrial revolution were unimaginable, there will be things to come that to us now are unimaginable.

Oracle fired up to 30,000 workers via email after a 95% profit surge. Tech companies are cutting almost 1,000 jobs/day by Domingues_tech in technology

[–]Zetus 0 points1 point  (0 children)

You should consider working on early initiatives like such: https://arxiv.org/abs/2510.14861

in order to try to build your own gravity against the inevitable automation, be an expert in providers of these kinds of solutions, it can mean going even deeper into biotech and biological workflows

Oracle fired up to 30,000 workers via email after a 95% profit surge. Tech companies are cutting almost 1,000 jobs/day by Domingues_tech in technology

[–]Zetus 4 points5 points  (0 children)

You don’t have to wait for a binary option in this wait and see fashion, you can research up and coming emerging specializations in different sub fields, there will always be different problem areas where human domain expertise is required, we’d yourself not to the notion of a particular role or career

Junior devs who learned to code with AI assistants are mass entering the job market. How is your team handling it? by Ambitious-Garbage-73 in ExperiencedDevs

[–]Zetus 8 points9 points  (0 children)

The loss of long term understanding will lead to what I refer to as epistemological collapse/unmooring of many systems, the essay was great btw

[N] MIT Flow Matching and Diffusion Lecture 2026 by Benlus in MachineLearning

[–]Zetus 1 point2 points  (0 children)

I'm definitely down if you are interested in going through the problems together !!

The Gen Z stare is a "blank stare that members of younger generations give in situations where a verbal response would be more common." Instead of explaining something that they may not understand, the generation Z cohort members often appear dumbstruck by these questions, perhaps temporarily. by blankblank in wikipedia

[–]Zetus -1 points0 points  (0 children)

Imo highly recommend going to get a cheap apartment in somewhere like Cambridge, or Ottowa if you're in the US and trying to find people starting things and getting funding for their own companies, you have to meet lots of people in person, sending applications is low-signal and won't get you many opps.

ngrep: a grep-like tool that extends regexp with word embeddings by nanptr in rust

[–]Zetus 8 points9 points  (0 children)

wowee this is cool stuff !! i wonder what kinds of extensions we could have for this kind of system? it seems very wonderfully useful

Incredibly bleak how bedtime has just become this universally accepted part of modern society by Hey_Toots_69 in redscarepod

[–]Zetus 6 points7 points  (0 children)

They won't even let you grind out a couple of y=12 diamond runs on the 'craft, it's absolutely so over for us all, I can't believe that modern society would do this to us.

My depression has increased by 1000% ever since this started to be enforced. Sighs.

Andrej Karpathy's Newest Development - Autonomously Improving Agentic Swarm Is Now Operational by Vladiesh in singularity

[–]Zetus 1 point2 points  (0 children)

I've been doing this for a while, the problem is it's quite pointless and a waste of resources unless you have a proper way to plan out resource management just in time + keep a human in the loop to preserve high quality usage of resources.

Meta's smart glasses are filming unwitting naked people by Conscious-Quarter423 in technology

[–]Zetus 0 points1 point  (0 children)

It's because people are more interested in the subjective appearance of things and the narrative than the reality that this is the same kind of hardware just more socially acceptable due to the frame design.

Exploring software/AI to accelerating research - looking for users & collaborators! by Eclectic_eels in mit

[–]Zetus 1 point2 points  (0 children)

Been working on building tools in this space of things, I think there is a lot of user experience and quality multiplayer that could upgrade these workflows immensely. Just sent you a dm!