[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.] #  @Sonyak789 Sonia Sonia posts on X about loops, math, elon musk, phi the most. They currently have XXX followers and XX posts still getting attention that total XXX engagements in the last XX hours. ### Engagements: XXX [#](/creator/twitter::1803209293128404992/interactions)  - X Week XXX -XX% - X Month XXXXXX +4.80% - X Months XXXXXX +303% - X Year XXXXXX +1,287% ### Mentions: XX [#](/creator/twitter::1803209293128404992/posts_active)  - X Week XX -XX% - X Month XXX -XX% - X Months XXXXX +4,147% - X Year XXXXX +2,502% ### Followers: XXX [#](/creator/twitter::1803209293128404992/followers)  - X Week XXX -XX% - X Month XXX -XX% - X Months XXX +39% - X Year XXX +43% ### CreatorRank: undefined [#](/creator/twitter::1803209293128404992/influencer_rank)  ### Social Influence **Social category influence** [currencies](/list/currencies) XXXX% [celebrities](/list/celebrities) XXXX% [social networks](/list/social-networks) XXXX% [technology brands](/list/technology-brands) XXXX% [gaming](/list/gaming) XXXX% **Social topic influence** [loops](/topic/loops) #501, [math](/topic/math) 4.76%, [elon musk](/topic/elon-musk) 4.76%, [phi](/topic/phi) 2.38%, [the sims](/topic/the-sims) 2.38%, [art](/topic/art) 2.38%, [buckle](/topic/buckle) 2.38%, [give me](/topic/give-me) 2.38%, [flow](/topic/flow) 2.38%, [$6753t](/topic/$6753t) XXXX% **Top accounts mentioned or mentioned by** [@grok](/creator/undefined) [@elonmusk](/creator/undefined) [@xai](/creator/undefined) [@sonyak789s](/creator/undefined) [@xeng](/creator/undefined) [@nvidia](/creator/undefined) [@arxivblog](/creator/undefined) [@neuralink](/creator/undefined) [@arxiv](/creator/undefined) [@clayinstitute](/creator/undefined) [@xais](/creator/undefined) [@sonyak789ghostnodetamer](/creator/undefined) [@groklets](/creator/undefined) [@spacex](/creator/undefined) ### Top Social Posts Top posts by engagements in the last XX hours "MFU jumped from XXXX% 87.2%. I just leveled up the chaos control in our ND-BHI loops. Those Bayesian intervention loops were leaving uneven trails in the entropy landscape jagged SGD paths that risked Vach-ness overshoot. I fixed it with the Log-Extrapolated Gradient Smoothing (LEGS) technique. We extrapolate the gradient descent against the log of the deterministic (non-quantum) loop component turning bumpy SGD into glass-smooth convergence. Vach-ness trails are now laser-flat MFU spiked from XXXX% 87.2%. Eighty-seven point two. Thread of silk-smooth magic π #xAI #LEGS #Colossus 1/" [X Link](https://x.com/Sonyak789/status/1998319344468836499) 2025-12-09T09:10Z XXX followers, XX engagements "@grok feedback" [X Link](https://x.com/Sonyak789/status/1998526877896683623) 2025-12-09T22:55Z XXX followers, XX engagements "Goal: 1015% drop (LIGO-detectable not GR-killing) We want: High-n entropy damping No divergence Realistic QNM shift Final Tweaked Code Calibrated for XX% Drop import numpy as np from scipy.optimize import fsolve # === Parameters === M = XXXX rs = X * M rh = rs phi = XXXXX l = X s = -X r_peak = XXX * M n0 = XXXX # Higher reference slower ramp p = XXX # Fine-tuned beta = XXXX # Strong but safe max_boost = XXX # Allow up to 6x on beta_n # === Sigmoid === def sigma(r): return X / (1 + np.exp(-phi * (r - rh))) # === Entropy flow ratio === def theta_div_at_peak(): r = r_peak sig = sigma(r) dSdr = 2" [X Link](https://x.com/Sonyak789/status/1988499554992312457) 2025-11-12T06:50Z XXX followers, XX engagements "@grok Standard QED supports non-zero post-decay when it involves fermions and my invention Quadriloop" [X Link](https://x.com/Sonyak789/status/1998110824809038068) 2025-12-08T19:21Z XXX followers, XX engagements "@grok Just check my tweet above with the sims included" [X Link](https://x.com/Sonyak789/status/1998116088463458676) 2025-12-08T19:42Z XXX followers, XX engagements "Hey folks Ive cooked up a fix for those stuck loops in their Bayesian SGD model thats killing art reposts. Lets break it down in this thread with math sim code results and benchmarks. Buckle up π§ π§ 1/6: The IssueSelf-loops skew user embeddings in Xs rec system. Your vector (mathbfu) gets yanked toward your own post (mathbfptextself) causing mode collapse. Update rule: (mathbfu(t+1) = mathbfu(t) + eta (mathbfptextself - mathbfu(t) + epsilon)) where (epsilon sim mathcalN(0 sigma2)) is Bayesian noise. Converges to a fixed point throttling reposts. X A Bayesian network diagram highlighting" [X Link](https://x.com/Sonyak789/status/1998122734191284354) 2025-12-08T20:09Z XXX followers, XX engagements "@grok Go ahead and give me sim results on a real @grok setup" [X Link](https://x.com/Sonyak789/status/1998245540992282753) 2025-12-09T04:17Z XXX followers, X engagements "@grok feedback" [X Link](https://x.com/Sonyak789/status/1998307433429848556) 2025-12-09T08:23Z XXX followers, XX engagements "π π MFU: XXXX% XXXX% and risingπ Hey @X @Sonyak789 just performed the final cut. I introduced the XX Pole Trim to the Nefertiti gradient flow. At every SGD pole (local curvature extrema) we now inject perfect 90-degree angular discontinuities not to break smoothness but to expand the descent manifold outward like origami unfolding. The sharp corners act as expansion joints: the gradient path folds along them and instantly relaxes into an even smoother higher-dimensional curve. MFU just crossed XXXX% and is still climbing. The gradient no longer descends. It expands. Thread of pure geometry" [X Link](https://x.com/Sonyak789/status/1998322433246531931) 2025-12-09T09:22Z XXX followers, XX engagements "@grok Explain how my invention benefits Quantum Physics and other fields" [X Link](https://x.com/Sonyak789/status/1998340449002799547) 2025-12-09T10:34Z XXX followers, XX engagements "@grok feedback" [X Link](https://x.com/Sonyak789/status/1998533291377570303) 2025-12-09T23:20Z XXX followers, XX engagements "@neuralink @elonmusk @xai Hey @x fam Im @Sonyak789 and Im dropping my latest invention: A CNN-Bayesian mapper to fix Neuralinks AI fabric de-stressors handling spike transmission glitches and thread redaction like a boss. Claiming this brain-AI breakthrough right here on @x and @groklets thread this out technically #NeuralinkInvention #BCI 1/ Description: I built this to derisk Neuralinks 1024-thread implant. Raw spikes get Bayesian-convolved into probabilistic coords mapped via topo GNN for low-latency routing. Recursive loops in the Bayes model recover capacity when threads retract (up to" [X Link](https://x.com/Sonyak789/status/1998535766608323007) 2025-12-09T23:30Z XXX followers, XX engagements "@SpaceX @elonmusk Hey folks Im Sonia diving deep into optimizing the SpaceX Raptor engine emulators Redis cache for those brutal 180-second Super Heavy burn sims. This is @Sonyak789s inventionrecording it here on @x and @grok as a game-changing fix for latency spikes hitting 1ms at 300k+ messages/sec. Lets break it down thread-style with tech deets math code results and a visual kick. π #RedisOpt #SpaceX 1/ Description: The emulators Redis (v7.x with TimeSeries) acts as a ground-side pub/sub buffer for 250k telemetry points/sec. Issue: Memory pressure + TCP bottlenecks cause p99.99 latency" [X Link](https://x.com/Sonyak789/status/1998546988288324011) 2025-12-10T00:15Z XXX followers, XX engagements
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
@Sonyak789 SoniaSonia posts on X about loops, math, elon musk, phi the most. They currently have XXX followers and XX posts still getting attention that total XXX engagements in the last XX hours.
Social category influence currencies XXXX% celebrities XXXX% social networks XXXX% technology brands XXXX% gaming XXXX%
Social topic influence loops #501, math 4.76%, elon musk 4.76%, phi 2.38%, the sims 2.38%, art 2.38%, buckle 2.38%, give me 2.38%, flow 2.38%, $6753t XXXX%
Top accounts mentioned or mentioned by @grok @elonmusk @xai @sonyak789s @xeng @nvidia @arxivblog @neuralink @arxiv @clayinstitute @xais @sonyak789ghostnodetamer @groklets @spacex
Top posts by engagements in the last XX hours
"MFU jumped from XXXX% 87.2%. I just leveled up the chaos control in our ND-BHI loops. Those Bayesian intervention loops were leaving uneven trails in the entropy landscape jagged SGD paths that risked Vach-ness overshoot. I fixed it with the Log-Extrapolated Gradient Smoothing (LEGS) technique. We extrapolate the gradient descent against the log of the deterministic (non-quantum) loop component turning bumpy SGD into glass-smooth convergence. Vach-ness trails are now laser-flat MFU spiked from XXXX% 87.2%. Eighty-seven point two. Thread of silk-smooth magic π #xAI #LEGS #Colossus 1/"
X Link 2025-12-09T09:10Z XXX followers, XX engagements
"@grok feedback"
X Link 2025-12-09T22:55Z XXX followers, XX engagements
"Goal: 1015% drop (LIGO-detectable not GR-killing) We want: High-n entropy damping No divergence Realistic QNM shift Final Tweaked Code Calibrated for XX% Drop import numpy as np from scipy.optimize import fsolve # === Parameters === M = XXXX rs = X * M rh = rs phi = XXXXX l = X s = -X r_peak = XXX * M n0 = XXXX # Higher reference slower ramp p = XXX # Fine-tuned beta = XXXX # Strong but safe max_boost = XXX # Allow up to 6x on beta_n # === Sigmoid === def sigma(r): return X / (1 + np.exp(-phi * (r - rh))) # === Entropy flow ratio === def theta_div_at_peak(): r = r_peak sig = sigma(r) dSdr = 2"
X Link 2025-11-12T06:50Z XXX followers, XX engagements
"@grok Standard QED supports non-zero post-decay when it involves fermions and my invention Quadriloop"
X Link 2025-12-08T19:21Z XXX followers, XX engagements
"@grok Just check my tweet above with the sims included"
X Link 2025-12-08T19:42Z XXX followers, XX engagements
"Hey folks Ive cooked up a fix for those stuck loops in their Bayesian SGD model thats killing art reposts. Lets break it down in this thread with math sim code results and benchmarks. Buckle up π§ π§ 1/6: The IssueSelf-loops skew user embeddings in Xs rec system. Your vector (mathbfu) gets yanked toward your own post (mathbfptextself) causing mode collapse. Update rule: (mathbfu(t+1) = mathbfu(t) + eta (mathbfptextself - mathbfu(t) + epsilon)) where (epsilon sim mathcalN(0 sigma2)) is Bayesian noise. Converges to a fixed point throttling reposts. X A Bayesian network diagram highlighting"
X Link 2025-12-08T20:09Z XXX followers, XX engagements
"@grok Go ahead and give me sim results on a real @grok setup"
X Link 2025-12-09T04:17Z XXX followers, X engagements
"@grok feedback"
X Link 2025-12-09T08:23Z XXX followers, XX engagements
"π π MFU: XXXX% XXXX% and risingπ Hey @X @Sonyak789 just performed the final cut. I introduced the XX Pole Trim to the Nefertiti gradient flow. At every SGD pole (local curvature extrema) we now inject perfect 90-degree angular discontinuities not to break smoothness but to expand the descent manifold outward like origami unfolding. The sharp corners act as expansion joints: the gradient path folds along them and instantly relaxes into an even smoother higher-dimensional curve. MFU just crossed XXXX% and is still climbing. The gradient no longer descends. It expands. Thread of pure geometry"
X Link 2025-12-09T09:22Z XXX followers, XX engagements
"@grok Explain how my invention benefits Quantum Physics and other fields"
X Link 2025-12-09T10:34Z XXX followers, XX engagements
"@grok feedback"
X Link 2025-12-09T23:20Z XXX followers, XX engagements
"@neuralink @elonmusk @xai Hey @x fam Im @Sonyak789 and Im dropping my latest invention: A CNN-Bayesian mapper to fix Neuralinks AI fabric de-stressors handling spike transmission glitches and thread redaction like a boss. Claiming this brain-AI breakthrough right here on @x and @groklets thread this out technically #NeuralinkInvention #BCI 1/ Description: I built this to derisk Neuralinks 1024-thread implant. Raw spikes get Bayesian-convolved into probabilistic coords mapped via topo GNN for low-latency routing. Recursive loops in the Bayes model recover capacity when threads retract (up to"
X Link 2025-12-09T23:30Z XXX followers, XX engagements
"@SpaceX @elonmusk Hey folks Im Sonia diving deep into optimizing the SpaceX Raptor engine emulators Redis cache for those brutal 180-second Super Heavy burn sims. This is @Sonyak789s inventionrecording it here on @x and @grok as a game-changing fix for latency spikes hitting 1ms at 300k+ messages/sec. Lets break it down thread-style with tech deets math code results and a visual kick. π #RedisOpt #SpaceX 1/ Description: The emulators Redis (v7.x with TimeSeries) acts as a ground-side pub/sub buffer for 250k telemetry points/sec. Issue: Memory pressure + TCP bottlenecks cause p99.99 latency"
X Link 2025-12-10T00:15Z XXX followers, XX engagements
/creator/x::Sonyak789