Burc Gokden

Inventor of Large Language Model from Power Law Decoder Representations and Power Law Graph Transformer. Founder of Fromthesky Research Labs.

[Burc Gokden @burcgokden]

I am pleased to share this breakthrough achieved at @fromtheskylabs !

[Fromthesky Research Labs @fromtheskylabs]

Stop Testing. Start Measuring: The Physics of LLM Reasoning

Current AI evaluation is stuck in a behavioralist loop—relying on curated benchmarks that are often leaked, biased, or shallow. We are proposing a shift toward the intrinsic physics of LLMs.

[Burc Gokden @burcgokden]

Proud to share HypothesisForge, our new open-source autonomous ML-research agent crew from Fromthesky Research Labs. Check it out!

[Fromthesky Research Labs @fromtheskylabs]

HypothesisForge: open-source, autonomous ML-research agents that hypothesize, run a real GPT-2 experiment, critique the stats, and write the report. Apache 2.0. Follow us for more.
https://t.co/svPYm2q3WB

[Ilya Sutskever @ilyasut]

One point I made that didn’t come across:
- Scaling the current thing will keep leading to improvements. In particular, it won’t stall.
- But something important will continue to be missing.

[Dwarkesh Patel @dwarkesh_sp]

“From 2012 to 2020, it was the age of research. From 2020 to 2025, it was the age of scaling.

Is the belief that if you just 100x the scale, everything would be transformed?

I don't think that's true. It's back to the age of research again, just with big computers.”

@ilyasut

[Burc Gokden @burcgokden]

PLDR-LLM support for Huggingface Transformers library is here!

[Fromthesky Research Labs @fromtheskylabs]

We are happy to announce PLDR-LLM support for Huggingface Transformers library! We also release three high performing fine-tuned small size PLDR-LLMs for sentiment analysis, token classification and question answering.

[Fromthesky Research Labs @fromtheskylabs]

PLDR-LLMs Learn A Generalizable Tensor Operator That Can Replace Its Own Deep Neural Net At Inference
Preprint: https://t.co/SwitVPe4pf

[Fromthesky Research Labs @fromtheskylabs]

PLDR-LLM: Large Language Model from Power Law Decoder Representations
Preprint: https://t.co/ytMANvkvqS

[Fromthesky Research Labs @fromtheskylabs]

Power Law Graph Transformer for Machine Translation and Representation Learning
Preprint: https://t.co/gcuA8rqZmd

[Fromthesky Research Labs @fromtheskylabs]

Coulgat: An Experiment on Interpretability of Graph Attention Networks
Preprint: https://t.co/dW6zq4xGMg

[LIGO @LIGO]

Along with #GW150914, detection of #GW151226 means the era of #gravitationalwave astronomy has truly begun. https://t.co/Kv9vEKOPgq

[International Space Station @Space_Station]

Short time-lapse video shows complete @BigelowSpace #BEAM expansion to full expanded, pressurized volume.
https://t.co/xsRoOinmBf

[nature @Nature]

Two-hundred-terabyte maths proof is largest ever https://t.co/g75jjhhiGU

[MAVEN Mission to Mars @MAVEN2Mars]

#MAVEN Reveals Speed of Solar Wind Stripping Mars' Atmosphere https://t.co/ikxwCaxz2g VIDEO: https://t.co/fl4OrJT5mb

[Nat Geo Photography @NatGeoPhotos]

Go outside tonight and you might catch a rare glimpse of the @Space_Station https://t.co/cyIkmcVX15

[Burc Gokden @burcgokden]

@bgokden @BgmEryldz gute Reise und viel Spass! :)

[Burc Gokden @burcgokden]

@FarrahLDN Hi Farrah! I'm doing well, how about you? Looking forward to catching up with your ingenious tweets!

[NASA @NASA]

New evidence shows that early solar storms may have been key to seeding life as we know it: https://t.co/enKZTFC7k7
https://t.co/1qE64VLTjm

[NASA Science @NASAScience_]

Coffee #physics. You might think that a siphon requires gravity...https://t.co/n98ARHwJ4V https://t.co/OKplNA58qv

[NASA JPL @NASAJPL]

#Mars is at opposition on Sunday. What that means + how to spot it in the night sky: https://t.co/GcPQSBYafU