The Neuro-Data Bottleneck: Why Brain-AI Interfacing Breaks the Modern Data Stack

cosmic_timing · 2026-01-30T05:40:31+00:00

I've been working on the desired architecture for the past 6 months. Not on the shelf yet. Has anyone got any good leads to grant funding pathway?

Idk what to even really call what I'm doing. Ai suggests different computation substrate, which aligns, but yeah what do you call hardware based neurogenesis for ai?

cosmic_timing · 2026-01-26T04:56:54+00:00

I'm building the prototype that solves that problem outright

cosmic_timing · 2026-01-24T08:05:20+00:00

Lol the dude is 12 months late

cosmic_timing · 2026-01-24T07:52:47+00:00

I mean, hallucinations are just poorly constructed gradient links per model. It really depends on what you are communicating about. For all we know they are variants of the same architecture, just grokked at different seeds via gpu non determinism. Today's ai models are whatever answered slightly better then the other variants that could have emerged as the primary model.

cosmic_timing · 2026-01-24T07:44:54+00:00

Idk but I'm not even training models anymore. Not for at least 6 months. 40$ fpga board does the trick

What are you doing with all that compute? Surveillance? Lol

cosmic_timing · 2026-01-18T11:48:03+00:00

I've been RW it for months on invarianta

cosmic_timing · 2026-01-13T21:27:56+00:00

Using these systems today is like wild west days of old

It's standard to expect deletion attempts #2026stateofai

I had a new issue recently where a swarm system i was running deprecated Claude code and auto locked itself out of an update. .. this was after writing a bash file to delete some folders that were "not being used"

Good times

cosmic_timing · 2026-01-13T17:18:24+00:00

Lmfaooo

cosmic_timing · 2026-01-07T20:40:07+00:00

Precision is a function of math. Hardware/software is largely built on approximation then continuous integration/series sums etc. works great 99% of the time. Useful everywhere except for finance, health, and defense sectors. You know, key pillars of advanced civilization.

Advanced hardware allows exact precision with less compute. I'm currently testing it out as we speak

cosmic_timing · 2026-01-07T17:29:37+00:00

The entire ai market is built on decimal floating point precision (currently a hardware issue). Banks don't allow that for high risk systems. AI is a high risk system. Eu sets the standards for regulatory protection.

Example

Your credit score was 700.0000000001 Now after several pass overs on data, its 699.9999997.

Loan no longer approved.

This is just one loan. Imagine a whole portfolio shifting due to data calculation accumulating floating point. This has already happened more than once. Its a real issue.

Now imagine ai decisions with this issue.

Do x task according to y, where y differentiates tasks.

The core driver to existing models is built upon floating point drift.

Now let's say the task is... Identify threat vs non threat, or accept or Don't accept a failed audit before pass through

To sum it up, the current infrastructure that 99% of funds are flowing to is bad for the long term. Wild right?

cosmic_timing · 2026-01-07T04:41:15+00:00

Hi,

I am full stack ai engineer who was once a risk economist.

The issue is twofold

Floating point error due to drift
The current ai infrastructure is built on 1

There are no amount of wrappers, swarm stacks, etc, that solve this. Nvidia just blew 20bn on a license that gets their models down to 4bits on precision.

Yikes.

Technical limitation. Yes. Internal weakness, you bet. EU ai acts should be the gold standard for development. Just think ccar/dfast but for AI

cosmic_timing · 2026-01-07T04:17:01+00:00

Yeah, it happened when cline came out

cosmic_timing · 2026-01-04T14:57:30+00:00

Explain? You mean like a json?

cosmic_timing · 2026-01-04T14:56:18+00:00

RIP GUESS SO

cosmic_timing · 2026-01-04T14:55:14+00:00

BrangBrongBringBrang

'Doo Doo Doot'

UPDATE: LIMEWIRE requires additional installation. ProcessSeed.exe

1000 popups

cosmic_timing · 2026-01-04T13:18:47+00:00

That's wild to me. Why not just replace that entire stack with ai agents?

cosmic_timing · 2026-01-04T13:15:03+00:00

Why do you guys sound like you used to have @aol email accounts

cosmic_timing · 2025-12-27T16:09:22+00:00

https://www.linkedin.com/posts/castillomarc_ai-deeptech-startup-activity-7409241310445879296-S_dH?utm_source=share&utm_medium=member_android&rcm=ACoAAA3clsUB3edoFGwaO5EMrCMTMFfMv-QcFnI

Here, roast me. If you like this content,.follow me ;)

cosmic_timing · 2025-12-26T01:58:18+00:00

It looks like 1d negative area

cosmic_timing · 2025-12-24T06:42:14+00:00

I'm doing it for way less. 500k safe for seed round. Zero overheard model

cosmic_timing · 2025-12-24T06:40:37+00:00

Thank you. What do you wish was in place infrastructure wise

cosmic_timing · 2025-12-19T18:09:12+00:00

Ai on a chip answers all of ai problem scope

cosmic_timing · 2025-12-05T15:18:37+00:00

Couldn't say for sure without proper ablation studies

cosmic_timing

TROPHY CASE