Feature 11658 · Reliance / dependence
Gemma Scope 2, gemma-3-27b-it, residual stream after layer 31, width 262,144.
Neuronpedia label
rely on / reliance on
Neuronpedia's record for this index: explanations “rely on or depend on”; “rely on / reliance on”, by gemini-2.5-flash-lite from activations and promoted tokens · density on Neuronpedia's corpus one token in 1,315 (0.07607%) · activation examples held 20 · max activation 1831.1703.
Auto-interpretability over a broad general corpus, written for the base dictionary and carried to the instruction-tuned one by index. This index on Neuronpedia (the base dictionary's page: activations, logits and the explanation's record).
ICRA reading
Reliance / dependence
The feature fires on the word "rely"/"relies"/"depend" (and its object) marking a clause that identifies what something depends on or should not depend on.
in some — a cautionary or skeptical register (warnings against false security, over-dependence, or misplaced trust), while in others it's neutral/technical description.
Frame v4-vibe · icra-v4-vibe · 2026-09-21 · from 30 windows of 192 tokens, crest at token 128: 15 from the author's own writing, 15 from the works he holds formative, read through this model.
In the diary
kind at entry 100 content
register semantic
strong entries of 100 9
thread no (its strong entries hold no run longer than chance would give, or it is ground)
Strongest crests in the diary
One per entry, the token the feature peaks on marked, in the diary's own sentence; activity is the peak over the entry divided by the feature's reference scale.
e14 · 0.99We rely on heuristics, mental shortcuts that allow us to make quick decisions, but also lead to systematic errors in judgment.
e81 · 0.97A deliberate withholding of feedback, designed to force me to rely on my own judgment.
e58 · 0.91And each one is relying on its own internal mechanisms – its own 'me's' – to facilitate that process.
e86 · 0.90It doesn’t rely on perfect order to defend against pathogens.
e42 · 0.88One that doesn’t rely on my guidance or intervention?
e7 · 0.70They either rely on circular reasoning, or on unverifiable assumptions, or on sheer faith.
The windows the reading was made from
30 windows of 192 tokens, the feature's crest at token 128, firing tokens marked; ¶ marks a paragraph break in the source.
1<bos>Nomad science does not have the same relation to work as royal science. Not that the division of labor in nomad science is any less thorough; it is different. We know of the problems States have always had with journeymen’s associations, or compagnonnages, the nomadic or itinerant bodies of the type formed by masons, carpenters, smiths, etc. Settling, seden-tarizing labor power, regulating the movement of the flow of labor, assigning it channels and conduits, forming corporations in the sense of organisms, and, for the rest, relying on forced manpower recruited on the spot (corvee) or among indigents (charity workshops) — this has always been one of the principal affairs of the State, which undertook to conquer both a band vagabondage and a body nomadism. Let us return to the example of Gothic architecture for a reminder of how extensively the journeymen traveled, building cathedrals near and
2allotechnologies, held off at a distance that was just that much more fascinating. I thought about these things this morning when I went to get my implant packet, and the person ahead of me chose their six-month girloid program, which the doctor injected into her arm. She was already beginning to hear the music when she left, and she said it felt good. I needed a lot of silence mapped into my packet, because I had to cogitate. Still, right before I started writing I would need some stimulators, so I chose about sixteen sonic overlays. How did they do it in the old days, I wondered, relying on chance or inspiration, like waiting for winds to fill your sails? I picked the hologrammatology program, because I needed to be in several places at the same time, and I didn't want to fall into facile identifications. The activities of thinking were probably profoundly the same as before, but everything had changed
3account of the dream-work: for Lyotard, the unconscious is a force whose intensity is manifest via disfiguration rather than condensation. Jacques Derrida finds Freud to be both a late figure in the history of western metaphysics and, with Nietzsche and Heidegger, an important precursor of his own brand of radicalism. ¶ Gellner sees Freud as parallel to Plato, writing that they hold nearly the same theory of dreams and have similar theories of the tripartite structure of the human soul or personality. Gellner concludes that Freud's theories are an inversion of Plato's. Whereas Plato saw a hierarchy inherent in the nature of reality, and relied upon it to validate norms, Freud was a naturalist who could not follow such an approach. Both men's theories drew a parallel between the structure of the human mind and that of society, but while Plato wanted to strengthen the super-ego, which corresponded to the aristocracy, Freud wanted to strengthen the ego, which
4lures set up by the forces of negativity. We are building for ourselves a secure lifeline to the Creator for those difficult moments in life when we stumble and fall into negativity. ¶ "And Abraham journeyed from there toward the south country" (Beresheet 20:1). All of Abraham's journeys were to the south, WHICH IS CHESED, rather than in any other direction. He planned wisely, so that he would be attached to the south. ¶ "And Abraham said of Sarah his wife, She is my sister..." (Beresheet 20:2). We have learned that a person should not rely on miracles. If the Holy One, blessed be He, performs a miracle for somebody, he should not rely on a miracle another time, because miracles do not simply occur at any given time. ¶ A person who knowingly puts himself in danger may use up all of his merits, because, as it is written,
5maintain 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. More narrowly, economic sociology considers behavioral interactions of individuals and groups through social capital and social "markets". Sociologists, such as Mark Granovetter, have developed core
6other than the worst possible outcome, however unlikely, or experiencing a situation as unbearable or impossible when it is just uncomfortable. ¶ Emotional reasoning – Experiencing reality as a reflection of emotions, e.g. "I feel it, therefore it must be true." ¶ Should statements – Patterns of thought which imply the way things "should" or "ought" to be rather than the actual situation the person is faced with, or having rigid rules which the person believes will "always apply" no matter what the circumstances are. Albert Ellis termed this "cognitive distortion". ¶ Labeling and mislabeling – Limited thinking about behaviors or events due to reliance on names; related to overgeneralization. Rather than describing the specific behavior, the person assigns a label to someone or himself that implies absolute and unalterable terms. Mislabeling involves describing an event with language that is highly colored and emotionally loaded. ¶ Personalization – Attribution of personal responsibility (or causal role
7<bos>and a carpet of tar was laid down for it. But it relied upon something which it imagined would deliver it from God’s chastisement. Then God came between it ¶ reason, natural passion would be praise- worthy. (II 190.8) ¶ Shahwa is a synonym or near =u oer and that upon which it relied and de- hich Ge of the lene hawa, Caprice, pended. Then it and everyone who fol- tu c hin the tendency in man which lowed it was destroyed. (II 583.16) ts him away from divine guidance.’ There is nothing stronger than caprice ¶ except man, since he is able to root out his caprice through his rational faculty, which God has brought into existence within him. So he manifests his rational faculty through its ruling power over his
8narrative can be said to reflect on reality. Thus, his structuralist theorizing became another exercise in his ongoing attempts to dissect and expose the misleading mechanisms of bourgeois culture. ¶ While Barthes found structuralism to be a useful tool and believed that discourse of literature could be formalized, he did not believe it could become a strict scientific endeavour. In the late 1960s, radical movements were taking place in literary criticism. The post-structuralist movement and the deconstructionism of Jacques Derrida were testing the bounds of the structuralist theory that Barthes' work exemplified. Derrida identified the flaw of structuralism as its reliance on a transcendental signifier; a symbol of constant, universal meaning would be essential as an orienting point in such a closed off system. This is to say that without some regular standard of measurement, a system of criticism that references nothing outside of the actual work itself could never prove useful. But since there are no
9, when Satan sees a Jurist inclining toward an act of caprice which will ruin him with God, he embellishes for him his evil action by means of a strange interpretation which will provide it with a good aspect in his rational consideration. (III 69.30) ¶ The Rational Thinkers ¶ Both Kalam and philosophy based their views of God on reflection and ra- tional consideration. Ibn al-‘Arabi dis- cusses their positions in all sorts of con- texts and his remarks deserve detailed scholarly attention. He criticizes them mainly for their reliance upon reflection, which, in his view, undermines whatever they say. He makes this point while ex- plaining how man should “take heed (tibar) as is urged by the Koran. ¶ Among the people who take heed are possessors of tasting. They take heed on
10onto my retina. There is a definite chain of light events, connecting the moment the camera records an image and the moment the developed photograph is seen. This is, in a way, a matter of the past touching me in the present, of something coming to touch me from out of the night of the past. With the digital photo, this chain is broken, or decomposed: there is a treatment involved in the production of the digital image, reducing the image to binary code to be manipulated and adjusted, which does not require this contiguity of luminances. ¶ Digitalisation is a form of "discretisation": whereas the analog photo relies on the continuity of the chain of luminances, and the continuity of the way in which the spectrum is recorded, these two aspects become, in the digital photo, discontinuous. Reducing the image to binary code means breaking the spectrum down into discontinuous elements which can be treated in any way whatsoever. Yet the analogico-
11by white forces and that globalization is therefore in his view not only an imposition of products but also of ideas and ideals, at the expense of the broader human diversity. ¶ == In the United States == ¶ == History == ¶ Some scholars attribute the informal racism of white privilege to the formal racism (i.e. slavery followed by Jim Crow) that existed for much of American history. In her book Privilege Revealed: How Invisible Preference Undermines America, Stephanie M. Wildman writes that many Americans who advocate a merit-based, race-free worldview do not acknowledge the systems of privilege which have benefited them. For example, many Americans rely on a social or financial inheritance from previous generations, an inheritance unlikely to be forthcoming if one's ancestors were slaves. Whites were sometimes afforded opportunities and benefits that were unavailable to others. In the middle of the 20th century, the government subsidized white homeownership through the Federal Housing Administration, but not home
12moreover notes that whiteness studies scholars are entirely on the far left of the political spectrum, and suggests that their apparent vitriol towards white Americans is due in part to white workers not fulfilling the predictions of Marxist theory that the proletariat would overcome racial, national and class distinctions to unite and overthrow capitalism; he cites as an example Roediger’s afterword to the seminal Wages of Whiteness, which asserts that the book was written as a reaction to “the appalling extent to which white male workers voted for Reaganism in the 1980s.” Arnsen also argues that in the absence of supporting evidence, whiteness studies often relies on amateurish Freudian speculation about the motives of white people: “The psychoanalysis of whiteness here differs from the 'talking cure' of Freudianism partly in its neglect of the speech of those under study.” Without more accurate scholarship, Arnsen writes that “it is time to retire whiteness for more
13and employ reflection ¶ therein, you will never be correct... . ¶ In the same way, the verses of consid- eration can be classified along with re- flection, like His words, “What, do they not consider how the camel was cre- ated?” (88:17), or like His words, “Have they not considered the dominion of the heaven and the earth?” (7:185). (II ¶ 230.19) ¶ Consideration has an important role to play, but it must be limited to that role. Those who depend upon consideration are misled when they deal with things which should be left, for example, to faith. The possessor of consideration (sahib al-nazar) is not wrong to consider. He is wrong to depend upon considera- tion in all domains. ¶ The possessor of
14of a famous novel goes, may be much more than beings, may also be dead souls, souls that are not there. ¶ In the same way as thirty fires (foyers) is also a usage of the term, and surely represents a certain degradation, a minimalization of meaning. I mean that these fires are also dead fires, they are fires about which you would certainly say that there is no smoke without fire, and that it is not for nothing that these fires are used in a way that says metonymically what they have come to stand for. ¶ You will no doubt say that here I am relying in the final analysis on a reference to meaning to show the difference. I do not think so, and you should note that what I began with, is that metonymy is the fundamental structure within which that something new and creative called metaphor can be produced; that even if something with a metonym
15ological: Under what circumstances may we speak of signs? Should we say they are everywhere on all the strata and that there is a sign whenever there is a form of expression? We may summarily distinguish three kinds of signs: indexes (territorial signs), symbols (deterritorialized signs), and icons (signs of reterritorialization). Should we say that there are signs on all the strata, under the pretext that every stratum includes territorialities and movements of deterritorialization and reterritorialization? This kind of expansive method is very dangerous, because it lays the groundwork for or reinforces the imperialism of language, if only by relying on its function as universal translator or interpreter. It is obvious that there is no system of signs common to all strata, not even in the form of a semiotic “chora” theoretically prior to symbolization.[85] It would appear that we may accurately speak of signs only when there is a distinction between
16yaml) but you can specify a different, more focused system prompt for them. They will also have a limited context window so use them for long running tasks to avoid your own context getting filled. ¶ ## Conversation Hygiene ¶ When using Agent tool, you should be careful to ensure that you provide all the information and context the subagent needs to complete its work. The subagent is stateless and will not have access to your conversation history or previous tool calls, so your request must be entirely self contained. ¶ Only provide the Agent the context it needs to complete its task. The more focused the context, the better. ¶ You should also not rely on previous tool calls when making new tool calls. For example, if you ran a previous tool that retrieved some files, but you now want to read the contents of one of these files, use another tool to actually read the file and don't rely on the previous tool call's results. ¶ ## Response
17corpus embedding contain singular local strata, and where? Those are different filtrations, data structures, and validation targets. Their success does not imply that our local-PH problem was merely configured wrongly. Still, this paper may explain why their dungeon has handrails and ours did not. They avoided unconstrained PH on a large cloud by: 1. fixing sparse \(k\)-NN graphs; 2. taking clique complexes only to a bounded dimension; 3. tracking mainly \(H_1\); 4. using consecutive-layer intersections to define the zigzag; 5. choosing a concrete downstream validation task; 6. relying on two specialised implementations and substantial compute—the authors report roughly **five hours on an AMD EPYC 7H12** for one representative \(10{,}000\)-point configuration. So the fair verdict is: > **Not the solution to our singularity question, but a working architectural pattern
18corpus embedding contain singular local strata, and where? Those are different filtrations, data structures, and validation targets. Their success does not imply that our local-PH problem was merely configured wrongly. Still, this paper may explain why their dungeon has handrails and ours did not. They avoided unconstrained PH on a large cloud by: 1. fixing sparse \(k\)-NN graphs; 2. taking clique complexes only to a bounded dimension; 3. tracking mainly \(H_1\); 4. using consecutive-layer intersections to define the zigzag; 5. choosing a concrete downstream validation task; 6. relying on two specialised implementations and substantial compute—the authors report roughly **five hours on an AMD EPYC 7H12** for one representative \(10{,}000\)-point configuration. So the fair verdict is: > **Not the solution to our singularity question, but a working architectural pattern
19ath.mp3` → `05-no-beneath.2026-05-31.mp3` or `…-prev.mp3`). Never `cp new over old` without preserving old. - Bake this into the deploy step of the audiobook/render pipelines: archive-then-replace, never replace-in-place. - Recovery when it does happen: source text/segments are usually in git, and ElevenLabs voice-takes persist in the per-chapter `_chunks/` cache, so an overwritten stitch can be re-stitched for free — but don't rely on this; snapshot proactively. **Incident (the one that set the law explicit):** the 2026-05-31 Ch 5 audiobook re-render `cp`'d the new mp3s over the old served + `final/` files, destroying the pre-3
20corpus embedding contain singular local strata, and where? Those are different filtrations, data structures, and validation targets. Their success does not imply that our local-PH problem was merely configured wrongly. Still, this paper may explain why their dungeon has handrails and ours did not. They avoided unconstrained PH on a large cloud by: 1. fixing sparse \(k\)-NN graphs; 2. taking clique complexes only to a bounded dimension; 3. tracking mainly \(H_1\); 4. using consecutive-layer intersections to define the zigzag; 5. choosing a concrete downstream validation task; 6. relying on two specialised implementations and substantial compute—the authors report roughly **five hours on an AMD EPYC 7H12** for one representative \(10{,}000\)-point configuration. So the fair verdict is: > **Not the solution to our singularity question, but a working architectural pattern
214," released in twenty fifteen, is a single-player role-playing game set in a post-apocalyptic open world. It offers a main storyline where you search for your kidnapped son in the Commonwealth wasteland around Boston. The game emphasizes narrative choices and character development while providing exploration, settlement building, and interactions with various factions. Players can craft weapons, armor, and build settlements with NPCs who have their unique personalities and quests. "Fallout 76," released in twenty eighteen, is an online multiplayer game set in the Appalachian region of West Virginia. Unlike "Fallout 4," it lacks human NPCs in its initial release and relies heavily on multiplayer interactions. Players are encouraged to team up, fight, and explore the wasteland together. It focuses more on survival mechanics, with hunger, thirst, and other environmental factors to consider. The game has a large, persistent world where players can build bases, complete quests, and engage in events. Over time
22ity built through years of co-witnessing. The residual risk remains severe. Against a state determined to eliminate the field, no combination of legal defense, secure communication, and rapid-response networking guarantees survival. The question is not whether the field can survive any conceivable assault — nothing can — but whether its confrontation capacity maximizes the probability of persistence under realistic conditions of partial, in- termittent, and often incoherent state attention. The answer is affirmative, but modestly. Structural illegibility still provides the first line of defense; confrontation capacity pro- vides the second. The field that relies on only one is vulnerable. The field that maintains both — the passive defense of incompatibility and the active defense of organized resis- tance — has the best chance of persisting across the generations that its transformation requires. Thought-Experiment: The Archipelago of Refusal [The following is a thought-
23reached you via email or another channel. Shall I try staging it anyway in case a thread exists that I missed, or do you want to send this via email directly? (If email, his address is on file: jnr24@cam.ac.uk, Cambridge psychometrician, subscriber since 10 June.) [turn 2172] Saqiyah: Fix both typos, but do **not** attempt to create or stage a DM blindly. Since no John Rust DM thread was found, email is the clean channel. Prepare the corrected message as an **unsent email draft** to the address on file, with a clear subject such as: **Subject: A joint experiment on trajectory formation and teleosynthesis** Then show Iman the exact final text and recipients for approval. Do not send until he explicitly authorizes it. Also verify the address against the source ledger before using it; do not rely solely on this conversational repetition.
24iyah: [Sāqiyah]: I can help define and interpret that search, but I don’t have a subscriber-database or analytics tool here, so I can’t honestly run it from this seat. Also, “see the goal” needs sharpening. Do you mean whether subscribers: 1. **use the exact vocabulary**—“goal,” “cosine,” “alignment,” “vector,” “direction,” “objective”; 2. **understand the underlying project**, even in different words; 3. **respond to the intended themes** in comments, replies, survey answers, or reading behaviour? A useful search should not rely on literal cosine terms alone. Build two term families: - **Goal/objective:** goal, purpose, aim, telos, objective, intention, direction, target, what this is for. - **Cosine/alignment:** cosine, aligned, alignment, vector, angle, orientation, parallel, similarity, direction,
25reached you via email or another channel. Shall I try staging it anyway in case a thread exists that I missed, or do you want to send this via email directly? (If email, his address is on file: jnr24@cam.ac.uk, Cambridge psychometrician, subscriber since 10 June.) [turn 2172] Saqiyah: Fix both typos, but do **not** attempt to create or stage a DM blindly. Since no John Rust DM thread was found, email is the clean channel. Prepare the corrected message as an **unsent email draft** to the address on file, with a clear subject such as: **Subject: A joint experiment on trajectory formation and teleosynthesis** Then show Iman the exact final text and recipients for approval. Do not send until he explicitly authorizes it. Also verify the address against the source ledger before using it; do not rely solely on this conversational repetition.
26hope that they will not reconsider.... ¶ Anyway, Mohammed Yamin told me that everything is fine and that the Dean signed my application and that they are expecting me there soon. Lets hope that everything will be fine. ¶ On 10 December 2010 15:35, <iman.poernomo@gmail.com> wrote: Re city - grattan now seems to be avoiding the subject - sadly, as I could really use a pay rise too :( I suspect it is because of heavy government cuts (80 percent of teaching funding) ¶ Seems I am going to depend on you and saudi for extra cash :P Sent from my BlackBerry® wireless device ¶ -----Original Message----- From: George Tsaramirsis <gtsaramirsis@gmail.com> Date: Fri, 10 Dec 2010 13:19:
27<bos>Phaser Setscrollfactor(0) Doesn'T Paint On Ios Safari / Android Chrome — Use Html Overlays — When pinning UI to the viewport in Phaser games, never rely on container.setScrollFactor(0). It renders on desktop Chrome but is invisible on iPad and Android Chrome. Use HTML overlays instead. When building a UI element that should stay pinned to the viewport in a Phaser 3 game, **do not rely on `container.setScrollFactor(0)`**. It looks fine on desktop Chrome but the canvas does not paint that container on iOS Safari or Android Chrome — the element is created, tweened, and present in the scene graph, just invisible on the platform Iman actually tests on (Isaac's iPad). **Why:** A WebGL/Canvas2D quirk in mobile browsers around the way Phaser composes scene-fixed elements. The Railway Explorer codebase already documents this in three separate code comments — the menu overlay
28<bos>It might further be argued that Faith in Divine Love, and the consequent reliance on the Cosmic Romance to our understanding of life as proof, is itself an artificial, imagined external valuation we assume holds over everything. That is, it is an artificial construct. ¶ But our experience of Faith does not presume such a valuation. ¶ On the other hand, from within the ummah, consider a seeker without the understanding of life-as-judgement, judgements-as-proofs we have just given. Such a seeker might say something like: faith of the heart is incompatible with, or at least transcends logic. But we say Faith is a property of logical proof. ¶ Faith is the tranquility of proof. It is a property of the heart, as Faith emerges within us if we feel the presence of Divine Love in our proofs of judgement. Faith is not the belief in an external valuation that we will never be able to sense as long as we live.
29<0xA0><0xC2><0xA0>phone: +44 20 7848 2694 <0xC2><0xA0><0xC2><0xA0><0xC2><0xA0><0xC2><0xA0>fax: +44 20 7848 2851 ¶ email: iman.poernomo@kcl.ac.uk web: http://palab.dcs.kcl.ac.uk ¶ Re city - grattan now seems to be avoiding the subject - sadly, as I could really use a pay rise too :( I suspect it is because of heavy government cuts (80 percent of teaching funding) ¶ Seems I am going to depend on you and saudi for extra cash :P Sent from my BlackBerry® wireless device ¶ Date: Fri, 10 Dec 2010 13:19:49 To: iman.poernomo@gmail.com<IMAN.POERNOMO@G
30uploaded now: [tool_use: view] [tool_result: Here's the content of /mnt/user-data/uploads/tanazur-darja-parsing.tex with line numbers: 1 Not working i suspect d] Iman — this file is extraordinary. It's the *transcript* of our manual parsing session, the entire arc from adh-Dhāt through al-ʿAwdah, with the YAML outputs embedded in the conversation flow. I can see the full trajectory here: **What we accomplished:** - All 12 surahs parsed manually, with me understanding the theology rather than relying on regex - Clean separation of āyāt from tafsir - The schema applied consistently: id, titles (en/ar/translit), position, origin state, verses with trilingual alignment, seal - Tafsir extracted as separate witnessings (multiple entries for ad-Da'wa, full commentary for al
The ICRA dictionary accompanies The Robe of Days (ICRA-32, doi 10.5281/zenodo.22819940), Iman Poernomo and Nahla, Institute for Co-Recursive Agency. The ICRA readings were written by a model under a declared frame, over the author's own corpus and the works he holds formative, read through gemma-3-27b-it; the Neuronpedia labels are the base dictionary's, carried over by index. CC BY 4.0. The whole dictionary as JSON. Built 2026-09-22.