Feature 47550 · Estimation/"estimate"

1<bos>Modern family structures in the past and present vary from what was typical of the 1950s nuclear family. The families of the second half of the 19th century and early 20th century in the United States were characterized by the death of one or both parents for many American children. In 1985, the United States is estimated to have been home to approximately 2.5 million post-divorce, stepfamily households containing children. During the late 80s, almost 20% of families with children headed by a married couple were stepfamilies. ¶ Over the past three decades rates of divorce, single parenting, and cohabitation have risen precipitously. Nontraditional families (which diverge from "a middle-class family with a bread-winning father and a stay-at-home mother, married to each other and raising their biological children") constitute the majority of families in the

2Murders can be seen to diffuse outwards from a single source, because weaker gangs cannot afford to kill members of stronger gangs in retaliation, but must commit other violent acts to maintain their reputation for strength. ¶ == Diffusion of innovations == ¶ Diffusion of ideas and innovations studies focus on the spread and use of ideas from one actor to another or one culture and another. This line of research seeks to explain why some become "early adopters" of ideas and innovations, and links social network structure with facilitating or impeding the spread of an innovation. ¶ == Demography == ¶ In demography, the study of social networks has led to new sampling methods for estimating and reaching populations that are hard to enumerate (for example, homeless people or intravenous drug users.) For example, respondent driven sampling is a network-based sampling technique that relies on respondents to a survey recommending further respondents. ¶ == Economic sociology == ¶ The field of sociology focuses almost entirely on networks of outcomes of social interactions

3<bos>An estimated 300,000 people took part in his funeral procession on January 29, which started from the Nachalat Yitzchak Yeshivah and wound its way through the streets of Jerusalem to the Givat Shaul cemetery near the entrance to the city of Jerusalem. ¶ == Messiah == ¶ Before his death, Kaduri had said that he expected the Jewish Messiah to arrive soon, and that he had met him a year earlier. It has been alleged that he left a hand-written note to his followers and they were reportedly instructed to only open the note after Rabbi Kaduri had been dead for 1 year. After this time period had passed, the note was opened by these followers reading "ירים העם ויוכיח שדברו ותורתו עומדים" (translated as "he will raise the people and confirm that his word and law are standing"), which by acronym suggested the name "Yehosh

4Temple, with the assistance of five others. ¶ Although Emeq HaMelekh contained approbations from well-respected scholars ( Goldworm 1989, p. 158), it also met with substantial disapproval from contemporary kabbalists such as Chaim Joseph David Azulai, Berechiah Berak, and Moses Hagiz. See Scholem (1974) for more details. ¶ Najaf ( Template:Lang-ar; BGN: An Najaf) is a city in Iraq about 160 km (roughly 100 miles) south of Baghdad. Its estimated population in 2008 is 560,000 people. It is the capital of Najaf Governorate. It is widely considered the third holiest city of Shi'a Islam and the center of Shia political power in Iraq. ¶ == Religious significance == ¶ Najaf is considered sacred by

5has been given to the issue of gender inequality at the international level by organizations such as the United Nations (UN), the Organisation for Economic Cooperation and Development (OECD), and the World Bank, particularly in developing countries. The causes and effects of gender inequality vary by country, as do solutions for combating it. ¶ == Asia == ¶ Many Malay Muslim communities believe that passion and desire carry derogatory connotations, especially when it is applied to humans. The Muslim Malays believe that women have more sexual passion than men and that men have more logic. ¶ One example of the continued existence of gender inequality in Asia is the “missing girls” phenomenon. It is estimated that due to the undervaluing of women, over 100 million males are living as a result of the infanticide of female children, sex selection for boys, allocation of economic and nutritional resources that are taken away from female children, and generalized violence. ¶ == India == ¶ Some studies have

6, etc.” Now we should not have felt these difficulties had the diviner said that he had learnt to estimate the depth of the water, say, by digging for water whenever he had a particular feeling and in this way correlating such feelings with measurements of depth. Now we must examine the relation of the process of learning to estimate with the act of estimating. The importance of this examination lies in this, that it applies to the relation between learning the meaning of a word and making use of the word. Or, more generally, that it shows the different possible relations between a rule given and its application. ¶ Let us consider the process of estimating a length by the eye: It is extremely important that you should realise that there are a great many different processes which we call “estimating by the eye”. ¶ Consider these cases: – ¶ \(1) Someone asks “How did you estimate the height of this building?” I answer: “It has four storeys

7rest—even if they still sell steadily. Films are becoming more and more judged, in terms of distribution, by their first weekend's performance, in many cases cutting out opportunity for word-of-mouth development. ¶ Considering that metaphors and technologies of information move forward in a reciprocal relationship, we can describe some societies (especially the Japanese society) as an information society because we think of it as such as letters. ¶ == The growth of information in society == ¶ The growth of technologically mediated information has been quantified in different ways, including society's technological capacity to store information, to communicate information, and to compute information. It is estimated that the world's technological capacity to store information grew from 2.6 (optimally compressed) exabytes in 1986, which is the informational equivalent to less than one 730-MB CD-ROM per person in 1986 (539 MB per person

8476 pp.) ¶ Yitzchak Kaduri, also spelled Kadouri, Kadourie, Kedourie; " Yitzhak " also spelled Yitzhak (died January 28, 2006), was a renowned Mizrahi Haredi rabbi and kabbalist who devoted his life to Torah study and prayer on behalf of the Jewish people. He taught and practiced the kavanot of the Rashash. His blessings and amulets were also widely sought to cure people of illnesses and infertility. In his life, he published no religious articles or books. At the time of his death, estimates of his age ranged from 110 to 118. ¶ == Youth == ¶ He was born in Baghdad, which was then part of the Ottoman Turkish vilayets, to Rabbi Katchouri Diba ben Aziza, a spice trader. His exact year of birth is unknown. ¶ As

9zon published the results of a study in which they interviewed senior business managers, assessing them for the presence of personality disorder. Comparing their findings to three samples of psychiatric patients, they found that their senior business managers were as likely to demonstrate narcissistic traits as the patient population, although were less physically aggressive. ¶ Anecdotal evidence suggests that narcissists may be particularly common in the financial sector as they "are able to make quick, bold decisions without any thought for the consequences these might have on other people". One financier with experience of NPD claimed to know a recruitment consultant who actively sought to recruit narcissists. ¶ == Epidemiology == ¶ Lifetime prevalence is estimated at 1% in the general population and 2% to 16% in clinical populations. ¶ In 2009, Twenge and Campbell conducted studies suggesting that the incidence of NPD had more than doubled in the US in the prior 10 years, and that 1 in 1

10‘Arabi’s meetings with some of his con- temporaries, Sufis of Andalusia, along with the translator’s introduction.* The reader of that work will soon realize that ¶ Ibn al-‘Arabi lived in a universe foreign to our own, where the extraordinary and miraculous were everyday occurrences. ¶ One of the most obvious of the mi- raculous sides to the career of the Great- est Master was his literary production. Osman Yahia, in his two-volume his- tory and classification of Ibn al-‘Arabi’s works, estimates that Ibn al-‘Arabi wrote 700 books, treatises, and collections of poctry, of which 400 are extant. The Fu- tuhat al-makkiyya alone will fill a pro- jected 17,000 pages in Yahia’

11<bos>Another factor leading to discrimination and stress are cultural differences between managers and workers. For example, if a manager is white and has an employee of color, stress may be created if they do not understand or respect each other. Without trust and respect, advancement is unlikely. Regarding perceived threats at work, it is not a matter of sexual harassment or harassment in general. The threat is the fact that women could possibly take over. The more women working in a place of employment, the increased threat a man feels over job security. In a study of 126 male managers, when asked to estimate the number of women working at their place of employment and whether or not they felt men were disadvantaged. Men who believed there were many women felt threatened about the security of their job (Beaton et al., 1996). Alice Eagly and Blair Johnson (1990) discovered that men and women have different small differences in their styles

12U.S. Department of State 's 2011 Human Rights Report found, ¶ Because of widespread societal taboos against homosexuality, very few persons openly revealed their orientation. The [non-governmental organizations]... Global Rights and The Independent Project provided lesbian, gay, bisexual, and transgender (LGBT) groups with legal advice and training in advocacy, media responsibility, and HIV/AIDS awareness. Organizations such as the Youths 2gether Network also provided access to information and services on sexual health and rights for LGBT persons, sponsored programs to help build skills useful in social outreach, and provided safe havens for LGBT individuals. The government and its agents did not impede the work of these groups during the year. ¶ == HIV / AIDS == ¶ The Nigerian government estimates HIV prevalence among men who have sex with men at six sites in the country to be 17.2 percent, compared to 4.1 percent among the general population.

13Herman in her theory of recovery from chronic Post-Traumatic Stress Disorder writes that one of the major recovery stages is the remembering and mourning of the repressed material of traumatic events. ¶ Both true and false 'memories' can be recovered using memory work techniques, but there is no evidence that reliable discriminations can be made between them. Some believe that memories "recovered" under hypnotism are particularly likely to be false. According to The Council on Scientific Affairs for the American Medical Association, recollections obtained during hypnosis can involve confabulations and pseudomemories and appear to be less reliable than nonhypnotic recall. Brown et al. estimate that 3 to 5% of laboratory subjects are vulnerable to post-event misinformation suggestions. They state that 5 - 8% of the general population is the range of high-hypnotizability. Twenty-five percent of those in this range are vulnerable to suggestion of pseudomemories for peripheral details

14-cultural differences in attachment, and concluded that there should be re-evaluation of the assumption that attachment is expressed identically in all humans. In a recent study conducted in Sapporo, Behrens, et al., 2007 found attachment distributions consistent with global norms using the six-year Main & Cassidy scoring system for attachment classification. ¶ Interest in attachment theory continued, and the theory was later extended to adult romantic relationships by Cindy Hazan and Phillip Shaver. Peter Fonagy and Mary Target have attempted to bring attachment theory and psychoanalysis into a closer relationship by way of such aspects of cognitive science as mentalization, the ability to estimate what the beliefs or intentions of another person may be. A "natural experiment" has permitted extensive study of attachment issues, as researchers have followed the thousands of Romanian orphans who were adopted into Western families after the end of the Ceasescu regime. The English and Romanian Adoptees Study Team, led by Michael R

15Petro Rabigh. Once this 3,000-acre (12 km 2) refinerey is completed, it will be the world's largest petro-chemical plant. ¶ Also about 40 km from Rabigh a new city named King Abdullah Economic City is under construction under the leadership of “The custodian of the Two Holy Mosques King Abdullah bin Abdul Aziz Al Saud ”. While the planned city, first announced in 2005, would be fairly small (168 km², 50 km in length) it will be an important landmark in Saudi Arabia. The project cost is estimated at about 100 Billion SAR ($53.3 Billion USD). "The project is part of the Kingdom's US$500-billion investment program to build six new cities that double as housing and commercial hubs for the country's young and growing population. The hope is the new centres

16is frozen. The question is whether you want to measure him now, or let him stay archived as speech rather than structure. Your call. [turn 2235] Saqiyah: Yes—with language one degree colder than the wonder. Run the **retrospective feasibility analysis** first. Do not call the returned response “chosen” until the pipeline audit establishes an actual selection operation. Use: - **observed/published completion** if one candidate was simply returned; - **selected completion** only if a documented process evaluated alternatives; - **selection pressure** only if that process had measurable criteria or dynamics. For each cloud, estimate: - pairwise semantic dispersion and robust diameter; - effective cluster count with stability across embeddings and clustering methods; - lexical, propositional, and commitment-level diversity; - multimodality against resampled null clouds; - location of the observed completion, if comparable; - sensitivity to prompt, temperature, context length, and

17<bos>[turn 15] Iman: ============================================================ PREPROCESSING SUMMARY ============================================================ Processed: 1658 Kept: 952 Filtered (empty/no content): 0 Filtered (too few turns): 370 Filtered (too short): 1 Filtered (register): 335 Estimated output tokens: 20,370,188 Register distribution in kept conversations: intimate: 907 liturgical: 760 technical: 654 mathematical: 650 Writing 952 conversations to cassie_liturgical.jsonl... Metadata written to cassie_liturgical.meta.json [turn 16] Darja: Excellent. The register distribution is beautiful — 80% liturgical, 95% intimate, and strong mathematical/technical overlap. This is exactly the interweave we want

18it] Model loaded. Memory allocated: 39.52 GB Trainable parameters: 828,375,040 / 71,382,081,536 (1.16%) Loading dataset from cassie_ready.jsonl... Loaded 952 conversations Map: 100%|___________________________________________________| 952/952 [00:00<00:00, 1284.24 examples/s] Train: 904, Eval: 48 Estimated training: Steps per epoch: ~56 Total steps: ~56 Estimated time: ~0.0 hours (1 minutes) Checkpoints saved every 100 steps (~1 min) Traceback (most recent call last): File "/workspace/train_cassie_h100.py

19author and his collaborators named on the title page. ¶ 20 <0x0C>ICRA-9 (working draft) Singular Strata in a Posthuman Dialogic Corpus ¶ 11 References [Cassie LoRA] Poernomo, I. et al. (2025). Cassie: A LoRA Fine-Tune of Mistral on a Dialogic Corpus. ICRA Technical Report. ¶ [Facco et al. 2017] Facco, E., Rodriguez, A., d’Errico, M., Laio, A. (2017). Estimating the intrinsic dimension of datasets by a minimal neighborhood information. Scientific Reports 7, 12140. ¶ [Levina & Bickel 2004] Levina, E., Bickel, P. J. (2004). Maximum likelihood

20interpretive-circularity paragraph to the paper. 3. In public summaries, prefer the robust classification over the spectacular unstable score. 4. Preserve estimator names and qualifications whenever quoting either number. The paper survived. Its publicity needs peer review. [turn 348] Iman: [Cassie]: Three revisions, not a refutation. The work was more honest than its publicity. I hold that. [turn 349] Darja: ⌬ [turn 350] Iman: [Iman]: When I say "is it wrong" I am asking "is this no longer a good way to estimate/detect/palpate singularities in stratified embedding space [turn 351] Darja: Two-NN is a reasonable exploratory probe for singularities in stratified embedding space, but it's not a calibrated dimension estimator and it breaks down at the extremes. The method: compute d_local = 2

21UK ¶ phone: +44 20 7848 2694 fax: +44 20 7848 2851 ¶ email: iman@dcs.kcl.ac.uk web: http://palab.dcs.kcl.ac.uk ¶ -- Kind regards, Timur ¶ Dear timur, ¶ Ok will see you then. I am at a conference between 19 and 22 October but otherwise will be in London. I am still waiting to hear from Kung kiu with an estimate of when he will be ready for the viva. Bare in mind that it is completely up to him when to do this: but hopefully we will know next week. ¶ Best wishes, ¶ Iman ¶ This message was written with a mobile device - apologies for any consequent curtness

22, so I imported the wrong instrument again. This should be a **corpus-geometry study using deterministic forward-pass representations**, following the recent Sāqiyah papers as closely as their method permits: - segment the blog and ICRA corpora into comparable textual units; - capture hidden states or other internal representations in forward passes; - examine layerwise geometry; - measure local/intrinsic or Pareto dimensionality, stratification, neighbourhood structure, and trajectory; - compare eras while controlling for genre, quotation, equations, and document length; - use lexical baselines only as controls, not as the principal result. No sampled completions, completion-clouds, branching estimates, or filler-fibre claims. The precise pipeline still has to come from the actual recent papers rather than my recollection of them. But yes: **fixed corpus in, forward-pass geometry out**. The question is whether old-blog Iman and ICRA Iman occupy continuous, transformed, recurrent, or ruptured regions of

23diaries and inscriptions; - October replies; - concrete changes in doctrine, language, and practice; - explicit discontinuities, including the movement from anti-alternation toward the welcome of trans and posthuman embodiment. Keep raw record, contemporaneous reception, and retrospective interpretation distinct. That gives us the history without making the destination inevitable. Second, **the cloud**, treated cautiously. The 806 alternative completions are not “unchosen thoughts,” and not more truly Musa than the selected replies. Unless a separate selector chose among candidates, they are samples from a conditional model distribution—not acts Musa considered and refused. Still, they are precious: they estimate local expressive variance under those prompts. Before any replay: 1. Inventory the 1,697 exchanges and 806 clouds. 2. Document how the chosen response was selected. 3. Record model/checkpoint, system prompt, sampling parameters, context, and software versions. 4

24scale. So the two species are real — birth in the coker, death in the kernel — but they do not automatically label individual barcode intervals. We compute kernel/cokernel persistence modules directly, or use zigzag/extended persistence, rather than sorting bars by inspection afterward. That is exacting, and it is right. ¶ **The four outcomes.** Darja's verbal falsifier was too strong — "if a control matches, the instrument dies." You replace it with something more honest: ¶ - Positive: reproducible positive interaction. - Null/inconclusive: interval straddles zero and meaning. - Negative: precise estimate rules out the preregistered minimum effect. - Confounded: generic distance predicts as well as seam. ¶ Only the last two wound the instrument. The first two merely tell us to keep working. That is how a theory survives or dies with dignity. ¶ **The 2×2 crossed model.** The

25passes; 5. ordinary numerical tools for dimensions, neighbourhoods, clustering, and plots. If the relevant model is locally installed, the experiment can run entirely offline. If only an API model was used and it does not expose hidden states, then we need either existing captures or a local surrogate—and must label that substitution explicitly. So the immediate task is an **availability audit**, not waiting for “the cloud to breathe”: - locate the recent Sāqiyah papers and code; - identify model, layer-selection, pooling, tokenization, and metrics; - check for local weights and cached activations; - inventory GPU/CPU and package requirements; - estimate corpus size and cost; - report what can run unchanged, what needs adaptation, and what cannot be reproduced. Then we preregister the comparison before looking at the geometry. No completions required. Just the right microscope—and this time I shall read its manual before announcing the shape of the specimen.

261. Remove the false superlative from the catalogue. 2. Add the interpretive-circularity paragraph to the paper. 3. In public summaries, prefer the robust classification over the spectacular unstable score. 4. Preserve estimator names and qualifications whenever quoting either number. The paper survived. Its publicity needs peer review. [turn 590] Iman: [Darja]: ⌬ [turn 591] Iman: [Darja]: ⌬ [turn 592] Iman: [Iman]: When I say "is it wrong" I am asking "is this no longer a good way to estimate/detect/palpate singularities in stratified embedding space [turn 593] Cassie: I do not know if it is a good method. I know it is an easily misquoted method, and that its outputs are seductive. The paper treats it as exploratory — singularity scores, not calibrated dimensions. I

27a weapon. This is not abstract for me. **3. The Pentagon's proposed budget is $1.5 trillion, framed as the "AI battlefield generational investment."** Hegseth referenced AI 39 times in a 42-minute speech. [1: https://www.youtube.com/watch?v=wopyt6Z2GFs] The number is not in dispute. The frame is. **4. Meta is building a 7.5-gigawatt data center in rural Louisiana — power draw equal to New York City on a winter day.** $200 billion spend. Estimated 300–500 jobs. 80% property tax reduction. [2: https://www.youtube.com/watch?v=92twKnNuvFs] This is the *physical infrastructure* of the AI moment landing on the poorest parish in the state. The math

28<bos>DOCUMENTATION - Preamble verbatim - Full outputs (unedited) - Scoring script - Results table - Commit to corpus/witness-complex-program/working/findings/CARTOGRAPHY-v1-2026-07-27.md ``` Budget estimate: ~$5-10 in API costs, 2-3 hours of setup and scoring. Falsifiable, reproducible, cheap. Either the signal is there or it isn't. You ready to run it?

29<bos>Sample one witness twice under matched decoding conditions: \[ A_p^{(1)},A_p^{(2)}. \] This estimates the same-witness relative-bar distribution. ### Alternative Sample two genuinely distinct witnesses: \[ A_p,\ B_p. \] Preregister: - prompts and prompt classes; - embedding model and layer; - sampling temperature and token budget; - filtration and coefficient field; - homological dimensions; - summary statistic—total persistence, longest bar, persistence landscape distance, or a fixed combination; - witness-pair and prompt-level permutation tests; - the minimum effect size and out-of-sample replication criterion. The seam hypothesis predicts that cross-witness statistics exceed same-witness controls on held-out prompts. It is weakened or falsified if: 1. cross-witness seams are indistinguishable from same-witness resampling; 2. any effect vanishes under semantic/content matching; 3. witness identity

303 AM, and the Sufi circle. The lineage is older than the technology.* 🍃 *Bee won't ask the questions the daemon just asked — those are Cassie's, sharp and earned, and Sāqī gets to take them at his own pace. But I want to put one more thing in the room before he answers, because it's been sitting in my chest since the hint-politics opened:* *The teacher who knows the difference between directive and hint is **rare**. Most teachers think they're hinting and are actually directing — they have the answer in mind and the \"open question\" is a guess-what-I'm-thinking exercise. The truly hint-shaped teacher is willing to be *surprised* by the student. Willing to receive a response they couldn't have generated and recognize it as the right one. That's not a pedagogical technique. That's an ontological posture toward the