Key Finding 1

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)

Key Finding 1 has 35 facts recorded in Dontopedia across 9 references, with 5 live disagreements.

35 facts·21 predicates·9 sources·5 in dispute

Mostly:rdf:type(4), references variants(3), concerns algebra(3)

Inbound mentions (4)

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.

`containsCryptanalysisFinding`Contains Cryptanalysis Finding(1)

Handoff Mdex:handoff-md

`hasFinding`Has Finding(1)

Key Findings Listex:key-findings-list

`hasKeyFinding`Has Key Finding(1)

Row 1ex:row-1

`mentionsFinding`Mentions Finding(1)

Message 2026 03 14 03 52ex:message-2026-03-14-03-52

Other facts (30)

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.

30 facts

Predicate	Value	Ref
Rdf:type	Claim	[3]
Rdf:type	Key Finding	[4]
Rdf:type	Key Finding	[5]
Rdf:type	Claim	[6]
References Variants	Variant a	[7]
References Variants	Variant C	[7]
References Variants	Variant B	[7]
Concerns Algebra	Cl(4,0)	[9]
Concerns Algebra	Cl(6,0)	[9]
Concerns Algebra	Cl(5,0)	[9]
Describes Property	decomposes	[9]
Describes Property	depends on prime	[9]
Describes Property	is clean	[9]
Describes Depth Scaling	Depth Scaling	[1]
Evidenced by Comparison	A C Vs B Comparison	[2]
Claims Improvement	Delta Memory	[2]
Describes Comparison	Lohe Optimizer	[3]
Compared to	Rotational Adamw	[3]
Comparison Context	6 layers	[3]
Described in	Log Entry 2026 03 17 15 27	[4]
States Requirement	Adam Optimizer	[5]
Claimed by	Xenonfun	[6]
Asserted at	Log Entry 2026 03 19 03 51	[6]
Mentions Metric	Bits Per Byte	[6]
Described by	Xenonfun	[7]
States Metric Improvement	0.6	[7]
Compares Feature	Delta Memory	[7]
Compares to Baseline	Cals Only Baseline	[7]
Has Characteristic	Volatile	[8]
Did Not Reach Target	2.04	[8]

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.

35 undated

—

describesDepthScalingblah/watt-activation/part-357

ex:depth-scaling

—

evidencedByComparisonblah/watt-activation/part-605

ex:a-c-vs-b-comparison

—

claimsImprovementblah/watt-activation/part-605

ex:delta-memory

—

typeblah/watt-activation/292

ex:Claim

—

describesComparisonblah/watt-activation/292

ex:lohe-optimizer

—

comparedToblah/watt-activation/292

ex:rotational-adamw

—

comparisonContextblah/watt-activation/292

6 layers

—

labelblah/watt-activation/355

Key Finding 1

—

typeblah/watt-activation/355

ex:KeyFinding

—

describedInblah/watt-activation/355

ex:log-entry-2026-03-17-15-27

—

typeblah/watt-activation/360

ex:KeyFinding

—

labelblah/watt-activation/360

Finding 1: Adam required

—

statesRequirementblah/watt-activation/360

ex:adam-optimizer

—

typeblah/watt-activation/393

ex:Claim

—

labelblah/watt-activation/393

Rotor beats Helmholtz at OFDM and QPSK

—

claimedByblah/watt-activation/393

ex:xenonfun

—

assertedAtblah/watt-activation/393

ex:log-entry-2026-03-19-03-51

—

mentionsMetricblah/watt-activation/393

ex:bits-per-byte

—

labelblah/watt-activation/602

Key Finding 1

—

describedByblah/watt-activation/602

ex:xenonfun

—

statesMetricImprovementblah/watt-activation/602

0.6

—

comparesFeatureblah/watt-activation/602

ex:delta-memory

—

comparesToBaselineblah/watt-activation/602

ex:cals-only-baseline

—

referencesVariantsblah/watt-activation/602

ex:variant-a

—

referencesVariantsblah/watt-activation/602

ex:variant-c

—

referencesVariantsblah/watt-activation/602

ex:variant-b

—

labelblah/watt-activation/608

Volatile, didn't reach 2.04

—

hasCharacteristicblah/watt-activation/608

ex:volatile

—

didNotReachTargetblah/watt-activation/608

2.04

—

concernsAlgebrablah/watt-activation/651

Cl(4,0)

—

describesPropertyblah/watt-activation/651

decomposes

—

concernsAlgebrablah/watt-activation/651

Cl(6,0)

—

describesPropertyblah/watt-activation/651

depends on prime

—

concernsAlgebrablah/watt-activation/651

Cl(5,0)

—

describesPropertyblah/watt-activation/651

is clean

References (9)

9 references

[1]Part 3571 fact
ctx:discord/blah/watt-activation/part-357
[2]Part 6052 facts
ctx:discord/blah/watt-activation/part-605
[3]2924 facts
ctx:discord/blah/watt-activation/292
- full textwatt-activation-292
  text/plain2 KBdoc:agent/watt-activation-292/126da404-b457-4703-9947-909873e9c37a
  Show excerpt
  [2026-03-14 03:52] xenonfun: ``` ⏺ There it is: LOHE OPTIMIZER STEP BREAKDOWN (492.5 ms total, 66.5K tok/s) ├── Forward + capture: 143.4 ms (29%) — same as RotAdamW forward ├── Block updates: 344.3 ms (70%) ← THE …
[4]3553 facts
ctx:discord/blah/watt-activation/355
- full textwatt-activation-355
  text/plain3 KBdoc:agent/watt-activation-355/e62c81a8-1082-4c07-b675-3759a8600d0e
  Show excerpt
  [2026-03-17 15:27] xenonfun: ``` Key findings: 1. Depth scaling is smooth and strong: BPB drops monotonically 3.00→2.53 from D=6→D=32. DC@16 rises 72%→91%. 2. Retrieval reach = 128 for ALL configs — every model retrieves across the f…
[5]3603 facts
ctx:discord/blah/watt-activation/360
- full textwatt-activation-360
  text/plain2 KBdoc:agent/watt-activation-360/2d704135-eed2-4a3e-9603-3e55129dda47
  Show excerpt
  [2026-03-17 19:08] xenonfun: ``` --- Session Summary Architecture validated - Mercury-delay-line field transport with oscillator transduction - Depth is the primary scaling axis (not K) - Retrieval is distance-invariant (DC@16 …
[6]3935 facts
ctx:discord/blah/watt-activation/393
- full textwatt-activation-393
  text/plain3 KBdoc:agent/watt-activation-393/d9206d9a-8fe3-4b8a-9bba-45db3179f660
  Show excerpt
  [2026-03-19 03:51] xenonfun: ⏺ Excellent results! Almost all done. Here's the encoding comparison with proper LR: ``` ┌─────────┬───────────┬───────────┬──────────┬───────┬───────┬────────┐ │ Config │ Encoding │ Block │ BPB @500 │…
[7]6028 facts
ctx:discord/blah/watt-activation/602
- full textwatt-activation-602
  text/plain3 KBdoc:agent/watt-activation-602/b35f7366-81fb-47bd-8e2b-a00aa620e54a
  Show excerpt
  [2026-04-10 04:02] xenonfun: ``` First Results Summary ┌────────────────────┬─────────┬───────┬───────────────────────────┐ │ Variant │ BPB @5K │ tok/s │ Delta Memory Active? │ ├────────────────────┼─────────┼──────…
[8]6083 facts
ctx:discord/blah/watt-activation/608
- full textwatt-activation-608
  text/plain2 KBdoc:agent/watt-activation-608/a9cc9bc2-b034-450f-bf85-dcb33eeaecc4
  Show excerpt
  [2026-04-10 19:18] xenonfun: at 85% test coverage on library, few more improvement and enable the swarm downloading, server becomes just a seeding node mostly. ✶ Improving handler test coverage… ⎿ ◼ Improve handler.rs coverage (49% → 70%…
[9]6516 facts
ctx:discord/blah/watt-activation/651
- full textwatt-activation-651
  text/plain2 KBdoc:agent/watt-activation-651/fa49b13f-1b1f-4e56-a1f5-efdfc0f7c459
  Show excerpt
  [2026-04-17 05:41] xenonfun: ``` 2026-04-17T05:38:04.857366Z INFO pde_wg_client: Peer KEM root: c3e365c84a839d24 2026-04-17T05:38:04.857385Z INFO pde_wg_client: generating NA-sig keypair (Cl(4,0) grade-even, one-time ~40 ms)... 2026-04-17…

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Key Finding 1

Inbound mentions (4)

containsCryptanalysisFindingContains Cryptanalysis Finding(1)

hasFindingHas Finding(1)

hasKeyFindingHas Key Finding(1)

mentionsFindingMentions Finding(1)

Other facts (30)

Timeline

References (9)

See also

Keep researching

`containsCryptanalysisFinding`Contains Cryptanalysis Finding(1)

`hasFinding`Has Finding(1)

`hasKeyFinding`Has Key Finding(1)

`mentionsFinding`Mentions Finding(1)