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open-to-work.png has 70 facts recorded in Dontopedia across 41 references, with 5 live disagreements.
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- Screenshot File[8]all time · 38
- Image File[9]all time · 37
- Image File[11]all time · 45
Inbound mentions (29)
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| Predicate | Value | Ref |
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| Has Filename | Screenshot_2026-02-01_at_5.56.45_PM.png | [10] |
| Has Filename | Screenshot_2026-02-13_at_9.44.32_PM.png | [14] |
| Has Filename | Screenshot_2026-03-07_at_3.53.08_AM.png | [25] |
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| File Name | Screenshot_2026-04-05_at_6.53.32_PM.png | [36] |
| Referenced in Message | Message 2026 01 29 22 38 | [9] |
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References (41)
ctx:discord/blah/blah/8ctx:discord/blah/general/97- full textgeneral-97text/plain3 KB
doc:agent/general-97/6ac7b892-f034-4560-ae0a-4475efd7b9d6Show excerpt
[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…
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doc:agent/general-141/83cdc947-a8ae-4046-aa75-99d467587114Show excerpt
[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_…
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doc:agent/random-27/e650c997-da27-4878-ba9f-a405e95b956aShow excerpt
[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…
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doc:agent/resources-14/38625ffa-2f37-4c68-87b8-ca45ce1a63a2Show excerpt
[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-…
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doc:agent/safiersemantics-7/58260437-e784-4c66-b60f-0a0386674fd8Show excerpt
[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…
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doc:agent/safiersemantics-16/58f5296a-e209-4cc3-8461-a2eeca16a86fShow excerpt
[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…
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doc:agent/safiersemantics-37/1bf7ce90-cb99-448a-95a1-806c99190cc2Show excerpt
[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…
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doc:agent/safiersemantics-44/f2cf657e-aeaa-4d14-951a-4d7ab6197ea2Show excerpt
[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…
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doc:agent/safiersemantics-45/3d1dedfb-a7c8-45df-909a-c57e5427deaaShow excerpt
[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…
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doc:agent/safiersemantics-54/3405a9f6-99bd-44dd-ae7c-d7e08965d81bShow excerpt
[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…
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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…
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doc:agent/safiersemantics-67/88338f87-110b-46da-a4ad-fe0eadef124aShow excerpt
[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 …
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doc:agent/safiersemantics-70/dbacde78-f635-4864-93c8-c2425e32c560Show excerpt
[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.…
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doc:agent/safiersemantics-80/df4f5a82-ece0-4562-8f35-73149a8e9dcfShow excerpt
[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…
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doc:agent/symploke-3/a2762742-d237-4893-abb0-9971e95192e6Show excerpt
[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…
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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…
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doc:agent/tpmjs-20/87520c47-6b07-4864-8de7-140bd70e926bShow excerpt
[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…
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doc:agent/tpmjs-28/acb1d01e-93d9-458c-9585-0143026f36deShow excerpt
[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…
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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…
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doc:agent/unturf-58/9afae3e4-a51a-4d32-a334-f81b1e247639Show excerpt
[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…
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doc:agent/watt-activation-33/0fa8e7f8-efd0-4c82-af4a-9c3ceafd81b3Show excerpt
[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 …
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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…
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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…
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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 …
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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…
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doc:agent/watt-activation-76/961fc69a-4972-401d-be24-5f9157949bafShow excerpt
[2026-03-07 18:31] xenonfun: ``` Excellent results. Full-sequence chunking (chunk_size=L) with the new formulation: ┌────────────────┬──────────────┬─────────────────────┬─────────────┬───────────┬────────┐ │ Config │ Old 5D to…
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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,…
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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…
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doc:agent/watt-activation-340/ec99b9a7-182e-4e78-864e-12381357aa47Show excerpt
[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…
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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 …
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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.…
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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…
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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…
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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: …
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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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[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% …
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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…
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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…
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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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