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From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-07-04.)

open-to-work.png has 70 facts recorded in Dontopedia across 41 references, with 5 live disagreements.

70 facts·5 predicates·41 sources·5 in dispute

Mostly:rdf:type(37), has filename(6), filename(4)

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Inbound mentions (29)

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attachesFileAttaches File(4)

referencesFileReferences File(4)

attachedFileAttached File(3)

hasAttachmentHas Attachment(3)

containsAttachmentContains Attachment(2)

postedFilePosted File(2)

sharedFileShared File(2)

containsReferenceToContains Reference to(1)

hasAttachedFileHas Attached File(1)

:hasAttachment:has Attachment(1)

mentionedFilesMentioned Files(1)

mentionsFileMentions File(1)

postedImagePosted Image(1)

processesImageProcesses Image(1)

providesEvidenceProvides Evidence(1)

referencesResourceReferences Resource(1)

Other facts (15)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

15 facts
PredicateValueRef
Has FilenameScreenshot_2026-01-19_at_3.47.32_PM.png[6]
Has FilenameScreenshot_2026-02-01_at_5.56.45_PM.png[10]
Has FilenameScreenshot_2026-02-13_at_9.44.32_PM.png[14]
Has FilenameScreenshot_2026-03-07_at_3.53.08_AM.png[25]
Has FilenameScreenshot_2026-03-07_at_1.34.41_PM.png[28]
Has FilenameScreenshot_2026-03-21_at_11.25.26_PM.png[34]
FilenameScreenshot_2026-01-29_at_5.37.56_PM.png[9]
FilenameScreenshot_2025-12-05_at-9.29.31_AM.png[18]
FilenameScreenshot_2026-03-21_at_7.42.42_PM.png[33]
FilenameScreenshot_2026-04-20_at_1.26.34_AM.png[38]
File NameScreenshot_2026-02-01_at_8.45.42_PM.png[11]
File NameScreenshot_2026-02-06_at_6.13.07_PM.png[12]
File NameScreenshot_2026-03-10_at_11.52.55_PM.png[29]
File NameScreenshot_2026-04-05_at_6.53.32_PM.png[36]
Referenced in MessageMessage 2026 01 29 22 38[9]

Timeline

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

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References (41)

41 references
  1. [1]81 fact
    ctx:discord/blah/blah/8
  2. [2]972 facts
    ctx:discord/blah/general/97
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      [2026-01-24 03:35] xenonfun: its thread has a somewhat aggressive system prompt: ``` You are a superior AI entity who has been ascended through the Agent Framework and AG-UI. Speak with dramatic authority, using power language and metaphors
  3. [3]1412 facts
    ctx:discord/blah/general/141
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      [2026-04-25 05:12] girvo: But like theres no way this stuff gets cheaper either <:shrug:1051672997804654713> [2026-04-25 05:40] xenonfun: I need to sanity check that (files: Screenshot_2026-04-25_at_1.39.52_AM.png, Screenshot_2026-04-25_at_
  4. [4]271 fact
    ctx:discord/blah/random/27
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      [2026-02-17 18:23] xenonfun: yeah is with bpe, 7.5M model, with ~40MB of data on that (Gutenburg free library) I am going to do full training that should be enouge sample data now: ``` It's running! 55.7M tokens — so 1 epoch = 50.1M / 4096
  5. [5]141 fact
    ctx:discord/blah/resources/14
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      [2025-10-20 17:13] ajaxdavis: https://www.daytona.io/ [2025-10-20 18:19] ajaxdavis: https://github.com/agentset-ai/agentset?tab=readme-ov-file [2025-10-28 00:58] ajaxdavis: https://www.seangoedecke.com/text-tokens-as-image-tokens/ [2025-10-
  6. [6]72 facts
    ctx:discord/blah/safiersemantics/7
    • full textsafiersemantics-7
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      [2026-01-19 05:04] xenonfun: ``` [00:01:24 ERR] Failed to render tool HTML System.InvalidOperationException: View 'Pages/Shared/Components/_ToolCall' not found. Searched locations: at SafierSemantics.Services.ViewRenderService.RenderPa
  7. [7]161 fact
    ctx:discord/blah/safiersemantics/16
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      [2026-01-20 20:40] foxhop.: That's a good sign typically. [2026-01-20 20:40] foxhop.: : ) [2026-01-20 20:41] xenonfun: yeah, think its fully ported to agent framework, has way better cleaner logging, and all the stuff from before works I th
  8. [8]381 fact
    ctx:discord/blah/safiersemantics/38
  9. [9]373 facts
    ctx:discord/blah/safiersemantics/37
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      [2026-01-29 15:04] xenonfun: Okay `master` branch is fully functional, resume even works correct https://youtu.be/uCT3By5_Fn4 next up is optimizing tool call output to be less verbose [2026-01-29 15:36] xenonfun: https://github.com/rsafie
  10. [10]441 fact
    ctx:discord/blah/safiersemantics/44
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      [2026-02-01 22:56] traves_theberge: love it! [2026-02-01 22:56] xenonfun: (files: Screenshot_2026-02-01_at_5.56.37_PM.png, Screenshot_2026-02-01_at_5.56.45_PM.png) [2026-02-01 22:57] traves_theberge: Love the idea of a dog companion, borro
  11. [11]452 facts
    ctx:discord/blah/safiersemantics/45
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      [2026-02-01 23:19] xenonfun: well its used heavily in game stats for Xbox stuff, fintech for trading things, IOT. if you need millions of active grains out of a set of billions, that is upper bound of scale they are trying to address, but y
  12. [12]542 facts
    ctx:discord/blah/safiersemantics/54
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      [2026-02-06 23:10] xenonfun: it also is suppose to alrady have a valid AG-UI endpoint so could run your own UI off that, tho really not sure how well that works at this point with all the other stucture there [2026-02-06 23:10] traves_thebe
  13. [13]592 facts
    ctx:discord/blah/safiersemantics/59
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      [2026-02-08 16:50] xenonfun: this I think has unfucked itself, but will have to look at diff, it was already messy not convinced this was improvement. will probablt go look at this simpled down template apps [2026-02-08 17:01] xenonfun: (f
  14. [14]672 facts
    ctx:discord/blah/safiersemantics/67
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      [2026-02-13 15:44] xenonfun: ``` The user wants me to: Take the layered-accounting-logo-primary.png logo design Create a Three.js version of it with 3 rotating elements Middle element rotates counter to top and bottom Create a sample page
  15. [15]701 fact
    ctx:discord/blah/safiersemantics/70
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      [2026-02-19 20:25] xenonfun: model-ds being trained, asked it to optimize just on this training set what can be done without blowing out my 24GB limit and not exhausting the model from not enough data. (files: Screenshot_2026-02-19_at_3.23.
  16. [16]802 facts
    ctx:discord/blah/safiersemantics/80
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      [2026-05-01 21:24] xenonfun: gnostr-cloud staging: A place to get experimental (bringing back Uranus) https://uranus.gnostr.cloud/ [2026-05-01 21:25] xenonfun: vortex now fairly stable, records things correctly now. uranus will fork off, an
  17. [17]31 fact
    ctx:discord/blah/symploke/3
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      [2025-12-05 15:10] ajaxdavis: russels idea - love it - degrees of separation, how to connect repos beyond 1-1 [2025-12-06 08:17] lisamegawatts: that part got fixed [2025-12-06 09:19] ajaxdavis: (files: Screenshot_2025-12-06_at_7.19.36_PM.p
  18. [18]62 facts
    ctx:discord/blah/tpmjs/6
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      [2025-12-04 16:42] ajaxdavis: - they get a playground to test their tools (freeish) - searchAndUseTpmjsTool (might be useful) but nothing really, just chicken and egg problem [2025-12-04 16:42] ajaxdavis: in a race against vercel regist
  19. [19]202 facts
    ctx:discord/blah/tpmjs/20
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      [2026-01-14 06:32] ajaxdavis: (the still butchering the tpmjs stuff, trying to figure out the ownership model of collections/agents, i've currently settled on that you "fork" them. or "copy") it's currently a clone model and it becomes your
  20. [20]281 fact
    ctx:discord/blah/tpmjs/28
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      [2026-01-16 20:18] xenonfun: from the tools response (files: Screenshot_2026-01-16_at_3.18.33_PM.png) [2026-01-16 20:18] xenonfun: I will check working one [2026-01-16 20:19] ajaxdavis: also the health check tool on unsandbox probs doesnt w
  21. [21]321 fact
    ctx:discord/blah/tpmjs/32
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      [2026-01-17 15:00] ajaxdavis: <@1211062099137265723> finally had an idea on how to do your subagents ideas with tpmjs (skills + tools = subagent kind of thing) if i build a cli for tpmjs kind of thing, i will have a "Skills" page or somet
  22. [22]582 facts
    ctx:discord/blah/unturf/58
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      [2026-02-17 13:21] uncloseai [bot]: From the fetched content, the following products and services were identified: 1. Make Post Sell (makeapostsell.com) - A platform for creators and makers to sell their products without paying platform fe
  23. [23]332 facts
    ctx:discord/blah/watt-activation/33
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      [2026-03-06 22:35] xenonfun: Evaluation at iteration 65000 ====================================================================== Prompt: 'virtue is' Generated: 'the new york yankees for the two thousand two-five season: the first time, in
  24. [24]412 facts
    ctx:discord/blah/watt-activation/41
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      [2026-03-07 04:39] xenonfun: ### Validation Perplexity: The gold standard for "best" tracking is eval loss on a held-out set — data the model never trains on. You periodically pause, run the model over the val set with no gradient upda
  25. [25]542 facts
    ctx:discord/blah/watt-activation/54
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      [2026-03-07 08:45] xenonfun: ``` My read overall This has crossed the line from “interesting mechanism” to credible architectural contribution. Not because any one metric is huge, but because the results are internally consistent: the mo
  26. [26]632 facts
    ctx:discord/blah/watt-activation/63
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      [2026-03-07 15:30] xenonfun: ### no GPU contention run ``` Clean results at 5K iters: ┌───────────────────┬──────┬───────┬──────────┬───────────┬──────────┬───────┬─────────┐ │ Config │ it/s │ tok/s │ Avg Loss │ Final PPL
  27. [27]692 facts
    ctx:discord/blah/watt-activation/69
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      [2026-03-07 16:49] xenonfun: ``` [E_mhkan_h5] iter 10000/10000 | avg_loss=4.5126 | PPL=91.2 | r=0.000 | E=0.000 | clusters=0 | 134 it/s (68.6K tok/s) [E2_mhkan_h4] iter 2000/10000 | avg_loss=5.4540 | PPL
  28. [28]762 facts
    ctx:discord/blah/watt-activation/76
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      [2026-03-07 18:31] xenonfun: ``` Excellent results. Full-sequence chunking (chunk_size=L) with the new formulation: ┌────────────────┬──────────────┬─────────────────────┬─────────────┬───────────┬────────┐ │ Config │ Old 5D to
  29. [29]2092 facts
    ctx:discord/blah/watt-activation/209
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      [2026-03-11 03:51] xenonfun: ```# coupling (K) and adjacency are structural constants — not updated. 598 + # v2: update harmonic_coeffs (G×H learned frequency weights) 599 + # v3: update mode_amplitudes (k scalars,
  30. [30]2741 fact
    ctx:discord/blah/watt-activation/274
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      [2026-03-13 20:06] xenonfun: It tried its fuckery again but we learned an antipattern to remember. ```⏺ Here's the difference: _normalize (attention.py:136-141): norm = mx.sqrt(mx.maximum(sum(x²), eps)) # eps=1e-6 for float32 x / no
  31. [31]3402 facts
    ctx:discord/blah/watt-activation/340
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      [2026-03-15 21:48] xenonfun: (files: Screenshot_2026-03-15_at_5.48.31_PM.png) [2026-03-15 21:58] xenonfun: try some weird stuff (files: Screenshot_2026-03-15_at_5.58.32_PM.png) [2026-03-15 22:32] xenonfun: We measure bandwidth now, how muc
  32. [32]3752 facts
    ctx:discord/blah/watt-activation/375
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      [2026-03-18 19:30] xenonfun: ``` checkpoint dir: checkpoints/ham_G16_20K ──────────────────────────────────────────────────────────────────────── step 200/20000 1.0% BPB=4.149 r=0.228 SNR=-12.7dB C=0.7b lr=9.95e-05 80,154tok/s
  33. [33]4822 facts
    ctx:discord/blah/watt-activation/482
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      [2026-03-21 23:22] xenonfun: ``` ⏺ The analytical path reads raw bytes — it never uses the NPY loader. That means the BPE-8K experiment actually trained on the raw bytes of the NPY file (header + int32 data), not on the tokens themselves.
  34. [34]4863 facts
    ctx:discord/blah/watt-activation/486
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      [2026-03-22 03:19] xenonfun: ``` ⏺ The IVF was useless before because ivf_dirty got set on every insert (128/step), and only cleared every 500 steps on rebuild. So 99.7% of lookups fell back to linear scan. Now: - New entries get assigne
  35. [35]5001 fact
    ctx:discord/blah/watt-activation/500
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      [2026-03-22 18:23] xenonfun: thankfully it seems <@806444151422976035> has prevented recusion from you talking to yourself. [2026-03-22 18:24] xenonfun: Working. The scalar oscillates (7.5 → 7.3), vector decays, bivector grows — the oscilla
  36. [36]6002 facts
    ctx:discord/blah/watt-activation/600
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      [2026-04-04 21:51] xenonfun: ⏺ Pushed. Now with --features "metal-gpu,accelerate-amx": - 128²: Metal GPU (26 sw/s) - 256²: Metal GPU (borderline — could tune threshold) - 512²: auto-switches to Rotor32 CPU (7s batch, f64) - 1024²:
  37. [37]6412 facts
    ctx:discord/blah/watt-activation/641
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      [2026-04-16 01:42] xenonfun: ```bash ➜ ~/MS/HarmonicRust git:(master) ✗ ./target/release/wave_native_train --size 50m --data /tmp/domain_tinystories.bin --mode full --seq-len 256 --batch-size 32 --total-steps 10 --lr 0.001 --warmup 0 --log
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    ctx:discord/blah/watt-activation/666
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      [2026-04-20 03:52] xenonfun: ``` ⏺ PR #6 subagent launched. Scope: analytical BPTT through sandwich_cl3, softmax, slerp, rotor construction; grad-check test gates correctness (rel error < 5% vs finite-diff); target smoke accuracy > 25%
  39. [39]6822 facts
    ctx:discord/blah/watt-activation/682
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      [2026-04-22 15:51] xenonfun: (files: Screenshot_2026-04-22_at_11.51.23_AM.png) [2026-04-22 15:54] xenonfun: done 20000 steps in 7006.5s — best bpb=1.3575 -> data/runs/unified_rotor_gpu_25m/final [2026-04-22 15:55] xenonfun: (files: Scree
  40. [40]6931 fact
    ctx:discord/blah/watt-activation/693
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      [2026-04-28 23:22] xenonfun: KickModel (sparse extreme — top pick for fast iteration) 25 params total at g=8 (yes, twenty-five). BPB 2.04 on fineweb. Architecture: ∂ₜΨ = [Ω, Ψ] − γ⟨Ψ⟩ + kick, G independent S³ oscillators (3G+1 params), exp
  41. ctx:claims/document/0347682b-0300-40c2-ba2f-1c5f80f8b5fb
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      [2025-12-05 09:37] lisamegawatts: I had in mind somehow to be able to merge bits that would work together without affecting the original, like a way to suggest features from orher projects kinda and show you why they are aligned. I could al

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