Panos Spiliotis

3.4K posts

Panos Spiliotis banner
Panos Spiliotis

Panos Spiliotis

@panosdigital

Digital Product Designer & Developer. Co-founder @neyboxhq

Entrou em Aralık 2008
607 Seguindo662 Seguidores
Panos Spiliotis
Panos Spiliotis@panosdigital·
@thdxr Is it possible to use the new 1M Context for Opus 4.6 in OpenCode if the account used is Tier 4?
English
0
0
0
115
dax
dax@thdxr·
oh shit oh FUCK
dax tweet media
English
54
19
1.3K
136K
Panos Spiliotis
Panos Spiliotis@panosdigital·
“Alien mathematics” is my favorite thread this week: Consistent systems in “math space” that don’t map onto human intuition. Like wavelengths outside our visible spectrum, yet just as real. Wonder what kind of structures AIs “see” that we routinely miss… 🧵👇
Jonathan Gorard@getjonwithit

Like @davidbessis and others, I think that Hinton is wrong. To explain why, let me tell you a brief story. About a decade ago, in 2017, I developed an automated theorem-proving framework that was ultimately integrated into Mathematica (see: youtube.com/watch?v=mMaid2…) (1/15)

English
0
0
0
60
Panos Spiliotis
Panos Spiliotis@panosdigital·
As I said: "if here's no catch": Details are super limited. No patents filed, it seems. Could be all just hype. Lehtimäki in the video also appeared months ago in a vague "AGI" product presentation that doesn't look so good.🤷‍♂️ youtube.com/watch?v=ilgJKj…
YouTube video
YouTube
Panos Spiliotis@panosdigital

If there's no catch, Finland's Donut Lab just made history. A solid state battery that is cheaper, made with abundant materials, charges faster, with longer range, safer to use and available right now. 🤯

English
0
1
1
132
Panos Spiliotis
Panos Spiliotis@panosdigital·
If there's no catch, Finland's Donut Lab just made history. A solid state battery that is cheaper, made with abundant materials, charges faster, with longer range, safer to use and available right now. 🤯
Panos Spiliotis tweet media
English
4
1
21
4.3K
Panos Spiliotis
Panos Spiliotis@panosdigital·
Happy 2026 everyone! I hope this is a year we choose to slow down in the ways that count and accelerate with wisdom. Listen more, assume less, and understand each other better. It takes time, there are no shortcuts and that's a feature, not a bug.
English
0
0
0
29
Panos Spiliotis
Panos Spiliotis@panosdigital·
- Ready to use external context systems combining retrieval with temporal/entity graphs (Supermemory, Zep, etc.) - Deeper architectural approaches like Google’s Titans + the MIRAS framework. Is 2026 going to be the year of “AI memory”?
English
0
0
0
36
Panos Spiliotis
Panos Spiliotis@panosdigital·
The more I use agentic AI, the more it seems that memory seems like the biggest issue. Makes sense, as agents work on complex multi-session tasks where context increases beyond what’s usually manageable. Interesting to see various practical and theoretical approaches:
Ksenia_TuringPost@TheTuringPost

What we learned about memory in 2025 8 comprehensive resources: ▪️ Memory in the Age of AI Agents ▪️ When Will We Give AI True Memory? (interview with @EdoLiberty, founder & CEO @pinecone) ▪️ Why AI Intelligence is Nothing Without Visual Memory (interview with @shawnshenjx, co-founder @memories_ai) ▪️ From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs ▪️ Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions ▪️ Cognitive Memory in LLMs ▪️ MemOS: A Memory OS for AI System ▪️ MemEvolve: Meta-Evolution of Agent Memory Systems Save the list and check this out for the links: huggingface.co/posts/Kseniase…

English
1
0
1
68
Panos Spiliotis
Panos Spiliotis@panosdigital·
@Simeon_Cps I mostly use Ghostty's quick terminal + OpenCode, when doing non-agentic development. - Instant show/hide - Notifies when done - Covers ~50% of screen to view more output - OpenCode + IDE shows changes in the repo
English
0
0
0
20
Siméon
Siméon@Simeon_Cps·
So wait, people use Claude Code in terminals outside the IDE? Doesn't it make you kinda blind about what's going on in your repo if you do that?
Boris Cherny@bcherny

I feel this way most weeks tbh. Sometimes I start approaching a problem manually, and have to remind myself “claude can probably do this”. Recently we were debugging a memory leak in Claude Code, and I started approaching it the old fashioned way: connecting a profiler, using the app, pausing the profiler, manually looking through heap allocations. My coworker was looking at the same issue, and just asked Claude to make a heap dump, then read the dump to look for retained objects that probably shouldn’t be there; Claude 1-shotted it and put up a PR. The same thing happens most weeks. In a way, newer coworkers and even new grads that don’t make all sorts of assumptions about what the model can and can’t do — legacy memories formed when using old models — are able to use the model most effectively. It takes significant mental work to re-adjust to what the model can do every month or two, as models continue to become better and better at coding and engineering. The last month was my first month as an engineer that I didn’t open an IDE at all. Opus 4.5 wrote around 200 PRs, every single line. Software engineering is radically changing, and the hardest part even for early adopters and practitioners like us is to continue to re-adjust our expectations. And this is *still* just the beginning.

English
216
1
367
175.4K
Panos Spiliotis
Panos Spiliotis@panosdigital·
@karpathy I agree with the premise, but I wonder if agency is really something separate from intelligence or could be better seen as one of its (core) components.
English
0
0
0
12
Andrej Karpathy
Andrej Karpathy@karpathy·
Agency > Intelligence I had this intuitively wrong for decades, I think due to a pervasive cultural veneration of intelligence, various entertainment/media, obsession with IQ etc. Agency is significantly more powerful and significantly more scarce. Are you hiring for agency? Are we educating for agency? Are you acting as if you had 10X agency? Grok explanation is ~close: “Agency, as a personality trait, refers to an individual's capacity to take initiative, make decisions, and exert control over their actions and environment. It’s about being proactive rather than reactive—someone with high agency doesn’t just let life happen to them; they shape it. Think of it as a blend of self-efficacy, determination, and a sense of ownership over one’s path. People with strong agency tend to set goals and pursue them with confidence, even in the face of obstacles. They’re the type to say, “I’ll figure it out,” and then actually do it. On the flip side, someone low in agency might feel more like a passenger in their own life, waiting for external forces—like luck, other people, or circumstances—to dictate what happens next. It’s not quite the same as assertiveness or ambition, though it can overlap. Agency is quieter, more internal—it’s the belief that you *can* act, paired with the will to follow through. Psychologists often tie it to concepts like locus of control: high-agency folks lean toward an internal locus, feeling they steer their fate, while low-agency folks might lean external, seeing life as something that happens *to* them.”
Garry Tan@garrytan

Intelligence is on tap now so agency is even more important

English
2K
9.4K
50K
11.2M
Panos Spiliotis
Panos Spiliotis@panosdigital·
Finally, some positive news! 👏
Panos Spiliotis tweet media
English
1
0
0
23
Panos Spiliotis
Panos Spiliotis@panosdigital·
As a visual learner, I find these visualisations so much fun even if it's for a concept I learned a while ago. Who knows, maybe in a few years #AI tools will generate them on demand as you learn.✨👇
David Finsterwalder | eu/acc@DFinsterwalder

I vibecoded this neural network visualization for my students and open sourced it. It shows a simple MLP trained on MNIST handwritten digits at several training steps. The visualization is using @threejs and it comes with training code in @PyTorch . Link + repo 👇

English
0
0
1
60
Panos Spiliotis
Panos Spiliotis@panosdigital·
10+ years after “Superintelligence” (still one of the best books on AGI) Nick Bostrom's views remain deeply engaging and impossible to ignore. #ai 👇▶️
Panos Spiliotis tweet media
English
1
1
3
254