Diminishing Returns
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
Diminishing Returns has 4 facts recorded in Dontopedia across 4 references, with 1 live disagreement.
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (3)
Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.
correctlyDetectedCorrectly Detected(1)
- System
ex:system
detectedDetected(1)
- System
ex:system
minimalGainMinimal Gain(1)
- Ppl Drop 12 16
ex:ppl-drop-12-16
Other facts (4)
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.
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.
References (4)
ctx:discord/blah/watt-activation/part-9ctx:discord/blah/watt-activation/9- full textwatt-activation-9text/plain3 KB
doc:agent/watt-activation-9/b3eaeadb-4d30-449a-926d-ac2cf3ed101dShow excerpt
[2026-02-27 01:34] xenonfun: (files: Screenshot_2026-02-26_at_8.34.13_PM.png) [2026-02-27 02:10] xenonfun: ``` +**Conclusion**: The phase-gated no-FFN architecture is the correct design. The mixer should be the sole sequence+channel mixing…
ctx:discord/blah/watt-activation/25- full textwatt-activation-25text/plain2 KB
doc:agent/watt-activation-25/cd4b2fb2-f4ea-4f95-b51a-eb3eeadbe176Show excerpt
[2026-03-06 15:40] xenonfun: New best 1.0445 — each warm restart cycle is pushing it lower (1.6636 → 1.1405 → 1.1394 → 1.0445). The pattern is consistent: best always hits around iter ~1450 during LR warmup on some easy batch, then the run …
ctx:discord/blah/watt-activation/406- full textwatt-activation-406text/plain1 KB
doc:agent/watt-activation-406/d69009ec-32be-45d6-b3d2-0b3143e59d42Show excerpt
[2026-03-19 06:36] xenonfun: ⏺ Here's what each knob does: G (groups) = 8 — How many independent oscillator groups. Each group reads a different bit of the byte. More groups = more parallel information channels, but more Givens coupling …
See also
Keep researching
Missing something or suspicious of what's here? Kick off a research session — a Claude agent will investigate, cite its sources, and file new facts into a dedicated context you can review before accepting into the shared view.