reference implementation
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
reference implementation has 12 facts recorded in Dontopedia across 6 references, with 1 live disagreement.
Mostly:uses whole model conversion(2), upcasts loss to float32(1), lacks per layer dtype param(1)
Maturity scale
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comparisonComparison(1)
- Clifford Ssm Memory
ex:clifford-ssm-memory
hadBugsFromReferenceHad Bugs From Reference(1)
- Resonance Attention
ex:resonance-attention
intendedAsIntended As(1)
- Python Code
ex:python-code
originatesFromOriginates From(1)
- Step Forward Mismatch
ex:step-forward-mismatch
presupposesBugsExistedPresupposes Bugs Existed(1)
- Resonance Attention
ex:resonance-attention
providesKeyPatternsProvides Key Patterns(1)
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servesAsServes As(1)
- Ex:logging Code Example
ex:ex:logging-code-example
usesDtypeFlowFromWeightsUses Dtype Flow From Weights(1)
- Codebase
ex:codebase
Other facts (11)
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.
| Predicate | Value | Ref |
|---|---|---|
| Uses Whole Model Conversion | Convert Model to Bf16 | [1] |
| Uses Whole Model Conversion | Convert Model to Fp16 | [1] |
| Upcasts Loss to Float32 | Gradient Precision | [1] |
| Lacks Per Layer Dtype Param | Dtype Flows From Weights | [1] |
| Achieved When | behavior and performance are proven | [2] |
| Contingent on | proven behavior and performance | [2] |
| Used for Checking | true | [3] |
| Has Same Issue | Harmonic Gpt | [4] |
| Rdf:type | Software Artifact | [6] |
| Becomes Status | reference implementation | [6] |
| Condition for Status | Behavior and Performance Proof | [6] |
Timeline
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References (6)
ctx:discord/blah/watt-activation/part-107ctx:discord/blah/watt-activation/part-461ctx:discord/blah/watt-activation/part-540ctx:discord/blah/watt-activation/106- full textwatt-activation-106text/plain3 KB
doc:agent/watt-activation-106/1cc0dbfa-458e-4f02-b7b6-1c37e3d3a7f8Show excerpt
[2026-03-08 19:52] xenonfun: ``` total used free wired compressed 98304Mi 88429Mi 8982Mi 59988Mi 100Mi ``` (files: Screenshot_2026-03-08_at_3.52.13_PM.png) [2026-03-08 19:57] xenon…
ctx:discord/blah/watt-activation/107- full textwatt-activation-107text/plain2 KB
doc:agent/watt-activation-107/7f46d3a6-a9e5-4ccd-b3ab-17637a2a1afcShow excerpt
[2026-03-08 20:49] xenonfun: performance impact? ⏺ Negligible. The current forward already does heavy _gated_cumsum on (B,T,H,K,d_h) tensors. The fix just adds one extra cumsum on a (T,K) ones tensor to get position-dependent effective cou…
ctx:discord/blah/watt-activation/459- full textwatt-activation-459text/plain2 KB
doc:agent/watt-activation-459/5a24a4b5-2967-488c-8337-25c0e0516514Show excerpt
[2026-03-21 16:37] xenonfun: ``` FedSym Port: symbiogenesis → HarmonicRust Context The Python symbiogenesis project (github.com/MonumentalSystems/symbiogenesis) implements a population-based neural architecture evolution framework. Neur…
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