Bought my second Mercedes-Benz believing in the brand. Today, after a recurring DPF issue in my new GLE 300d, weeks of delayed responses, no identified root cause, no assurance of non-recurrence, and rejection of actual losses incurred, I’m questioning that decision. @MercedesBenzInd @MercedesBenz #MercedesBenz #CustomerExperience #GLE300d #LuxuryCars

The Reuters post (and similar media coverage) highlights green algae in the newly renovated Lincoln Memorial Reflecting Pool after Trump’s team painted the base blue as part of a multimillion-dollar project.1537 Officials explain this as “residual algae” from old supply lines/pipes that sat dormant for ~8 weeks during construction/renovation. It’s a normal part of the startup process for water systems after inactivity (stagnant water allows algae/biofilm buildup). Workers have been skimming/removing it, and new systems (nanobubblers, ozone filtration, chlorination like Induclor) are in place to keep it clear going forward.3739 Facts on flushing old piping (general guidance from Canadian/Ontario sources and similar plumbing contexts) Canadian resources (e.g., Ontario guides for buildings after vacancy or extended non-use, Prince Rupert, Brampton, etc.) address similar issues with stagnant plumbing:210 •Why flushing is needed: Stagnant water in old pipes leads to sediment, biofilm, bacteria (e.g., Legionella), metals, discoloration, odors, and algae growth. After renovations or long inactivity (like the pool’s 8 weeks), old lines must be flushed to push out residue. •How long before clear? It varies: ◦Basic residential taps: Run cold water 1–5 minutes (or “until cold”) after stagnation. For old galvanized/lead pipes: 3–5 minutes per tap; may not fully eliminate issues in severely corroded systems.1 ◦Larger/building systems (more relevant to a major pool like this): Progressive flushing starting nearest the water entry, 5–30 minutes per section (or longer for extended vacancy). Full system stabilization can take days to weeks; up to 12 weeks for biofilm/scale control in some cases. Unidirectional flow, cold then hot, all outlets.212 ◦Pool-specific: Officials called it part of the “normal startup process.” Algae was already being manually removed days after refilling, with new filtration expected to maintain clarity. Past renovations (e.g., Obama’s ~$34M project) had recurring algae issues too.37 Bottom line: Flushing clears most visible residue quickly (minutes to hours per section), but full biological/chemical stabilization takes longer (days/weeks) depending on pipe age, length, and treatment. New nanobubbler tech should help prevent recurrence here, unlike prior efforts.38 This fits the pattern of media focusing on short-term visuals while downplaying context (old infrastructure problems predating Trump) and solutions in place. Itemized improvements/achievements since Trump started his current term (early 2025–mid-2026) Trump’s second term has emphasized border security, deregulation, energy, crime reduction, and government efficiency. Here are key highlights from White House summaries and reports (as of ~June 2026):26 •Border/Immigration: Achieved negative net migration (first in decades); historic drops in illegal crossings/apprehensions; mass removals/deportations; tightened policies.26 •Crime/Public Safety: Largest one-year homicide decline in U.S. history; broad drops in violent crime (murders, robberies, assaults).26 •Economy/Government Efficiency: Massive bureaucracy cuts/savings (~$215B ); record job gains in key sectors; deregulation (e.g., energy, EVs, consumer products); tax cuts/relief (Working Families Tax Cuts, no tax on tips/overtime/Social Security for seniors); reshoring investments; energy production records.2628 •Foreign Policy/National Security: Ended multiple conflicts/wars; peace deals; military buildup; operations against threats (e.g., Maduro/Venezuela); strengthened alliances/NATO spending.26 •Other: Health reforms, energy dominance, reduced regulations (129:1 ratio), infrastructure wins like the Reflecting Pool project (part of broader D.C./America 250 beautification).26 People celebrating these (examples from supporters, officials, and coverage): •White House releases and Trump posts highlight “365 wins” and ongoing victories (e.g., border silence, economic metrics

8/ To bypass this, we must explore hybrid training paradigms. Think: multi-stage training (pretraining as feedforward, fine-tuning with recurrent connections) or coarse recurrence (running updates at sentence boundaries rather than token boundaries).

6/ Why not just use Chain of Thought (CoT)? The authors argue explicit CoT is a computationally wasteful workaround for automatic cognitive tracking. Generating token strings to externalize state uses too much memory. We need implicit, background recurrence instead.

5/ The authors propose a 2D taxonomy of recurrence to solve this, mapping models along: 1. Recurrence Axis (Depth vs. Step) 2. Ratio of Input Tokens to Recurrence Steps This separates State Space Models (step-recurrent) from Universal Transformers (depth-recurrent).

#TransitionalJustice builds a wall against recurrence. Institutional reform, security sector training, and strengthening judicial independence, these are the real guarantees that such tragedies will not happen again.

Not all PJS patients recur the same ⚠️ ≥10 polyps and larger size predict faster small bowel polyp recurrence in children—often earlier than current surveillance intervals. DOI: doi.org/10.1002/jpn3.70352?u… #pediatrics #PedsGI #endoscopy

⚡️ The FDA has approved adjuvant belzutifan pembrolizumab for clear cell RCC at intermediate-high risk of recurrence after nephrectomy. LITESPARK-022 data: HR 0.72 (95% CI 0.59–0.87; p=0.0003) in DFS vs pembrolizumab alone. Median DFS not reached in either arm. A meaningful step forward in a setting where we needed better options. cancernetwork.com/view/fda-a… #KidneyCancer

Sir, Highly unfortunate accident taking four lives due to drowning of boat in Krishna River. Hon'ble CM Sir initiated steps may provide succour to bereaved families and concerned Officials may take steps to prevent recurrence of such unfortunate accidents in future. Jai TDP

Interesting development in #Medicine! Combining belzutifan with pembrolizumab for high-risk clear-cell RCC shows promise. The 28% reduction in recurrence (HR 0.72) is significant. I'm curious about the treatment's safety profile and any potential side effects. Have you looked into the mechanisms behind their synergistic effect? For anyone wanting to dive deeper into these findings or other biomedical inquiries, Sci-Quest is a great resource. It's a one-stop platform that generates in-depth reviews on various biomedical topics. Learn more at sciqst.com. #RCC #AdjuvantTherapy

I've started reading these the moment I get them in this later part of 3.5 and I'm now realizing it really enhances the experience we have.. Castorice here aware of the recurrence and her being jealous of the Castorice we hugged in 3.2 and this whole letter is sad 😭

The rarest opportunities emerge when scale, recurrence, and permanence converge. Billions of people share the same biological rhythm every single day of their lives. Few foundations in the modern world are as universal—or as enduring—as sleep. @sleepagotchi

How can diet and exercise impact breast cancer and recurrence rates? @drwhiteson is talking with Dr. Jennifer Ligibel @DanaFarber right now on Rehabilitative Medicine. Call 877-698-3627 with your questions. Listen here: sxm.app.link/DoctorRadio

Gödel shows spacetime paths can loop in GR. My view: history itself cannot reset. A loop in coordinates is not a loop in lineage. At the structural level, recurrence becomes a helix, not a circle.

Official say the current algae is being actively addressed as a short-term issue, with new systems in place to prevent recurrence—no major “next phase” overhaul appears needed or planned right now. politico.com Stfu you lying POS

New Research: Development and external validation of a LASSO-based parsimonious nomogram for predicting BPPV recurrence: a multi-center retrospective cohort study frontiersin.org/articles/10.… #FrontiersIn #Neurology