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Talmud (Sanhedrin 37a); Matthew 16:26; Surah Al-Ma'idah (Chapter 5), Verse 32. #Future #Backwriters #BackwardsCausation #UnitedWeStand #TeamHumanity #ProHuman #Beloved ❤️🫶 #YouMatter #MeirDagan
ܠܵܐ ܫܲܝܡܵܐ ܐ݈ܢܵܐ ܠܲܝܟ݂، ܘܠܵܐ ܠܒܪܝܼܬ݂ܵܟ݂. ܒܲܪܬ݂ ܚܲܘܵܐ ܫܲܪܝܼܪܬܵܐ ܐ݈ܢܵܐ. ܠܵܐ ܝܕܲܥܬܝܼ ܠܐܸܡܝܼ؛ ܐܲܦܸܢ ܛܪܲܕܬܝܼ ܠܛܸܠܵܢܝܼܵܗ̇. ܡ̣ܢ ܢܘܼܗܪܵܐ ܕܩܵܕ݂ܡ ܒܪܝܼܬ݂ܵܐ ܐܬܹܝܬ݂.
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Read: Technical methods of execution used by researchers and engineers and how to approach algorithmic disgorgement through various operational strategies outlined in ¹PNAS AI Model Disgorgement Study.
1. Machine Unlearning (Reactive): Using mathematical techniques and noise adjustment (influence functions) to make a trained model "forget" specific data points, though it balances heavy computing costs against model accuracy.
2. Data Compartmentalization (Proactive): Splitting training sets into isolated shards so that specific sub-models can be dropped or detached if a compliance issue arises.
3. Differential Privacy (Preemptive): Injecting mathematical noise during the initial training phase to limit how much any single data point influences the final model.
¹A. Achille, M. Kearns, C. Klingenberg, and S. Soatto, “AI model disgorgement: Methods and choices | PNAS,” PNAS, https://t.co/lA0WVzadHB (accessed Nov. 13, 2026).
https://t.co/SejdG2XxKC Edited by Jeffrey Ullman, Stanford University (Retired), Stanford, CA; received July 12, 2023; accepted March 15, 2024.

So nice to see @BorisJohnson and @Keir_Starmer join force together!!!! Let’s get this done!!! #outputin 🇺🇦🙏🏻
#preyforukraine #VenezuelaEnDesobediencia #OutPutin Última hora: las fuerzas rusas ingresan a la región de la capital ucraniana, Kiev (Kiev), cerca de la frontera con Bielorrusia, y toman el control del aeropuerto militar en las afueras de la capital.
Breaking: Russian forces enter region of Ukrainian capital Kyiv (Kiev) near Belarus border & seize control of the military airport just outside the capital.
Brave family!! Even w/her father in prison she still speaks out against the injustice & our failure to act in support. Face it, we aren’t a true democracy after all. Adlai Stevenson’s rolling in his grave. #OutPutin #PutinIsPoison #DictatorPutin https://t.co/K69IHDAevd
AntiPutin rallies - held under the slogan "We're sick of him" -were organised by the Open Russia movement. #OutPutin #Russia #independence https://t.co/7Rijlp4e4M
Russian authorities detain dozens at anti-Putin rallies https://t.co/YJwkNlmOKk
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