IDEAS YOU CAN INSPECT

From a question to code.

81 examples exploring the Welvet engine and cameral learning. Read what each one does, why it exists, and the code behind it.

Outputs are captured results from the source repository, not live runs in this website. Native, browser, and hardware requirements vary by example.

Explore:Everything Welvet examples Cameral cookbook

81 entries

Welvet examples

1. What Welvet is

Part: I · OrientationPackage: github.com/openfluke/welvetStatus: ok — ✅ engine When You need github.com/openfluke/welvet. Where import "github.com/openfluke/welvet/github.com/openfluke/welve

Welvet examples

2. Repository map

Part: I · OrientationPackage: —Status: ok — ✅ layout When Orientation chapter: Repository map. Where Book / repo map (no single import) cd 02-tree && source ../env.sh && go run . Why Readers

Welvet examples

3. core — types & backends

Part: II · FoundationPackage: github.com/openfluke/welvet/coreStatus: ok — ✅ When You need the core foundation package. Where import "github.com/openfluke/welvet/core" cd 03-core && source .

Welvet examples

4. weights — FormatNone MatVec

Part: II · FoundationPackage: github.com/openfluke/welvet/weightsStatus: ok — ✅ When You need the weights foundation package. Where import "github.com/openfluke/welvet/weights" cd 04-weights

Welvet examples

5. quant — 20 pack formats

Part: II · FoundationPackage: github.com/openfluke/welvet/quantStatus: ok — ✅ When You need the quant foundation package. Where import "github.com/openfluke/welvet/quant" cd 05-quant && sour

Welvet examples

6. simd — Plan 9 kernels

Part: II · FoundationPackage: github.com/openfluke/welvet/simdStatus: ok — ✅ When You need the simd foundation package. Where import "github.com/openfluke/welvet/simd" cd 06-simd && source .

Welvet examples

7. webgpu — device GEMV & shaders

Part: II · FoundationPackage: github.com/openfluke/welvet/webgpuStatus: ok — ✅ When You need the webgpu foundation package. Where import "github.com/openfluke/welvet/webgpu" cd 07-webgpu &&

Welvet examples

8. tiling — SC/MC & workgroups

Part: II · FoundationPackage: github.com/openfluke/welvet/tilingStatus: ok — ✅ When You need the tiling foundation package. Where import "github.com/openfluke/welvet/tiling" cd 08-tiling &&

Welvet examples

9. architecture — volumetric grid

Part: II · FoundationPackage: github.com/openfluke/welvet/architectureStatus: ok — ✅ When You need the architecture foundation package. Where import "github.com/openfluke/welvet/architecture

Welvet examples

10. fusedgpu — decoder on device

Part: II · FoundationPackage: github.com/openfluke/welvet/fusedgpuStatus: ok — ✅ When You need the fusedgpu foundation package. Where import "github.com/openfluke/welvet/fusedgpu" cd 10-fuse

Welvet examples

11. layers/dense — MatVec microkernel

Part: III · LayersPackage: github.com/openfluke/welvet/layers/denseStatus: ok — ✅ When Building or training a net that needs the layers/dense Op (also usable as a Parallel cam). Where import

Welvet examples

12. layers/mha — attention

Part: III · LayersPackage: github.com/openfluke/welvet/layers/mhaStatus: ok — ✅ When Building or training a net that needs the layers/mha Op (also usable as a Parallel cam). Where import "gi

Welvet examples

13. layers/swiglu — gated FFN

Part: III · LayersPackage: github.com/openfluke/welvet/layers/swigluStatus: ok — ✅ When Building or training a net that needs the layers/swiglu Op (also usable as a Parallel cam). Where impo

Welvet examples

14. layers/rmsnorm

Part: III · LayersPackage: github.com/openfluke/welvet/layers/rmsnormStatus: ok — ✅ When Building or training a net that needs the layers/rmsnorm Op (also usable as a Parallel cam). Where im

Welvet examples

15. layers/layernorm

Part: III · LayersPackage: github.com/openfluke/welvet/layers/layernormStatus: ok — ✅ When Building or training a net that needs the layers/layernorm Op (also usable as a Parallel cam). Wher

Welvet examples

16. layers/embedding

Part: III · LayersPackage: github.com/openfluke/welvet/layers/embeddingStatus: ok — ✅ When Building or training a net that needs the layers/embedding Op (also usable as a Parallel cam). Wher

Welvet examples

17. layers/softmax

Part: III · LayersPackage: github.com/openfluke/welvet/layers/softmaxStatus: ok — ✅ When Building or training a net that needs the layers/softmax Op (also usable as a Parallel cam). Where im

Welvet examples

18. layers/sequential

Part: III · LayersPackage: github.com/openfluke/welvet/layers/sequentialStatus: ok — ✅ When Building or training a net that needs the layers/sequential Op (also usable as a Parallel cam). Wh

Welvet examples

19. layers/residual

Part: III · LayersPackage: github.com/openfluke/welvet/layers/residualStatus: ok — ✅ When Building or training a net that needs the layers/residual Op (also usable as a Parallel cam). Where

Welvet examples

20. CNN family — cnn1 / cnn2 / cnn3

When: spatial / temporal convolution senses (1D seq, 2D images, 3D volumes).Where: layers/cnn1, layers/cnn2, layers/cnn3Why: im2col → Dense Proj so quant/SIMD/WebGPU and CamSync (via Proj) a

Welvet examples

21. layers/rnn · lstm

Part: III · LayersPackage: github.com/openfluke/welvet/layers/lstmStatus: ok — ✅ When Building or training a net that needs the layers/lstm Op (also usable as a Parallel cam). Where import "

Welvet examples

22. layers/seqmix — mixer contract

Part: III · LayersPackage: github.com/openfluke/welvet/layers/seqmixStatus: ok — ✅ When Building or training a net that needs the layers/seqmix Op (also usable as a Parallel cam). Where impo

Welvet examples

23. layers/gdn — gated delta net

Part: III · LayersPackage: github.com/openfluke/welvet/layers/gdnStatus: ok — ✅ When Building or training a net that needs the layers/gdn Op (also usable as a Parallel cam). Where import "gi

Welvet examples

24. layers/mamba — selective SSM

Part: III · LayersPackage: github.com/openfluke/welvet/layers/mambaStatus: ok — ✅ When Building or training a net that needs the layers/mamba Op (also usable as a Parallel cam). Where import

Welvet examples

25. ConvTranspose family — convt1 / convt2 / convt3

When: upsampling / decoder paths (1D, 2D, 3D).Where: layers/convt1, layers/convt2, layers/convt3Why: generative twins and U-Net-style expands; same Proj/Dense backend story as CNN. cd 25-con

Welvet examples

26. layers/kmeans

Part: III · LayersPackage: github.com/openfluke/welvet/layers/kmeansStatus: ok — ✅ When Building or training a net that needs the layers/kmeans Op (also usable as a Parallel cam). Where impo

Welvet examples

27. layers/parallel — MoE + cameral

Part: III · LayersPackage: github.com/openfluke/welvet/layers/parallelStatus: ok — ✅ When Building or training a net that needs the layers/parallel Op (also usable as a Parallel cam). Where

Welvet examples

28. layers/metacognition

Part: III · LayersPackage: github.com/openfluke/welvet/layers/metacognitionStatus: ok — ✅ When Building or training a net that needs the layers/metacognition Op (also usable as a Parallel ca

Welvet examples

29. runtime/forward

Part: IV · RuntimePackage: github.com/openfluke/welvet/runtime/forwardStatus: ok — ✅ When Walking a Grid/Stack with the shared runtime/forward path. Where import "github.com/openfluke/welvet

Welvet examples

30. runtime/backward

Part: IV · RuntimePackage: github.com/openfluke/welvet/runtime/backwardStatus: ok — ✅ When Walking a Grid/Stack with the shared runtime/backward path. Where import "github.com/openfluke/welv

Welvet examples

31. runtime/training

Part: IV · RuntimePackage: github.com/openfluke/welvet/runtime/trainingStatus: ok — ✅ When Walking a Grid/Stack with the shared runtime/training path. Where import "github.com/openfluke/welv

Welvet examples

32. runtime/step — step mesh

Part: IV · RuntimePackage: github.com/openfluke/welvet/runtime/stepStatus: ok — ✅ When Walking a Grid/Stack with the shared runtime/step path. Where import "github.com/openfluke/welvet/runti

Welvet examples

33. systems/dna

Part: V · SystemsPackage: github.com/openfluke/welvet/systems/dnaStatus: ok — ✅ When Adaptation, measurement, or evolution (systems/dna). Where import "github.com/openfluke/welvet/systems/dn

Welvet examples

34. systems/evolution

Part: V · SystemsPackage: github.com/openfluke/welvet/systems/evolutionStatus: ok — ✅ When Adaptation, measurement, or evolution (systems/evolution). Where import "github.com/openfluke/welve

Welvet examples

35. systems/tween

Part: V · SystemsPackage: github.com/openfluke/welvet/systems/tweenStatus: ok — ✅ When Adaptation, measurement, or evolution (systems/tween). Where import "github.com/openfluke/welvet/system

Welvet examples

36. systems/tanhi — TANHI · UDP HUD

Part: V · SystemsPackage: github.com/openfluke/welvet/systems/tanhiStatus: ok — ✅ When Adaptation, measurement, or evolution (systems/tanhi). Where import "github.com/openfluke/welvet/system

Welvet examples

37. systems/telemetry

Part: V · SystemsPackage: github.com/openfluke/welvet/systems/telemetryStatus: ok — ✅ When Adaptation, measurement, or evolution (systems/telemetry). Where import "github.com/openfluke/welve

Welvet examples

38. model/entity — .entity files

Part: VI · Model IOPackage: github.com/openfluke/welvet/model/entityStatus: ok — ✅ When Checkpoints, HF import, tokenize, sample, or decode (model/entity). Where import "github.com/openfluke

Welvet examples

39. model/hf — snapshots

Part: VI · Model IOPackage: github.com/openfluke/welvet/model/hfStatus: ok — ✅ When Checkpoints, HF import, tokenize, sample, or decode (model/hf). Where import "github.com/openfluke/welvet/

Welvet examples

40. model/tokenizer

Part: VI · Model IOPackage: github.com/openfluke/welvet/model/tokenizerStatus: ok — ✅ When Checkpoints, HF import, tokenize, sample, or decode (model/tokenizer). Where import "github.com/ope

Welvet examples

41. model/sampling

Part: VI · Model IOPackage: github.com/openfluke/welvet/model/samplingStatus: ok — ✅ When Checkpoints, HF import, tokenize, sample, or decode (model/sampling). Where import "github.com/openf

Welvet examples

42. model/transformer — generate

Part: VI · Model IOPackage: github.com/openfluke/welvet/model/transformerStatus: ok — ✅ When Checkpoints, HF import, tokenize, sample, or decode (model/transformer). Where import "github.com

Welvet examples

43. apps — octo · flux2 · mosstts

Part: VII · AppsPackage: github.com/openfluke/welvet/apps/…Status: partial — 🚧 When You need the apps/… foundation package. Where import "github.com/openfluke/welvet/apps/…" cd 43-apps && s

Welvet examples

44. Octo — model shell

Part: VII · AppsPackage: github.com/openfluke/welvet/apps/octoStatus: ok — ✅ runs When You need the apps/octo foundation package. Where import "github.com/openfluke/welvet/apps/octo" cd 44-o

Welvet examples

45. stub/seed

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/seedStatus: partial — 🚧 When Scaffold / experimental stub stub/seed (may be partial). Where import "github.com/openfluke/welvet/s

Welvet examples

46. stub/serialization

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/serializationStatus: partial — 🚧 When Scaffold / experimental stub stub/serialization (may be partial). Where import "github.com/

Welvet examples

47. stub/memory

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/memoryStatus: partial — 🚧 When Scaffold / experimental stub stub/memory (may be partial). Where import "github.com/openfluke/welv

Welvet examples

48. stub/donate

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/donateStatus: partial — 🚧 When Scaffold / experimental stub stub/donate (may be partial). Where import "github.com/openfluke/welv

Welvet examples

49. stub/fountain

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/fountainStatus: partial — 🚧 When Scaffold / experimental stub stub/fountain (may be partial). Where import "github.com/openfluke/

Welvet examples

50. stub/hardware

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/hardwareStatus: partial — 🚧 When Scaffold / experimental stub stub/hardware (may be partial). Where import "github.com/openfluke/

Welvet examples

51. stub/accel — NPU/Metal/QNN

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/accelStatus: missing — ⬜ When Scaffold / experimental stub stub/accel (may be partial). Where import "github.com/openfluke/welvet/

Welvet examples

52. stub/clustering

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/clusteringStatus: partial — 🚧 When Scaffold / experimental stub stub/clustering (may be partial). Where import "github.com/openfl

Welvet examples

53. stub/ensemble

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/ensembleStatus: partial — 🚧 When Scaffold / experimental stub stub/ensemble (may be partial). Where import "github.com/openfluke/

Welvet examples

54. stub/evaluation

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/evaluationStatus: partial — 🚧 When Scaffold / experimental stub stub/evaluation (may be partial). Where import "github.com/openfl

Welvet examples

55. stub/grafting

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/graftingStatus: partial — 🚧 When Scaffold / experimental stub stub/grafting (may be partial). Where import "github.com/openfluke/

Welvet examples

56. stub/grouping

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/groupingStatus: partial — 🚧 When Scaffold / experimental stub stub/grouping (may be partial). Where import "github.com/openfluke/

Welvet examples

57. stub/introspection

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/introspectionStatus: partial — 🚧 When Scaffold / experimental stub stub/introspection (may be partial). Where import "github.com/

Welvet examples

58. stub/observer

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/observerStatus: partial — 🚧 When Scaffold / experimental stub stub/observer (may be partial). Where import "github.com/openfluke/

Welvet examples

59. stub/pipeline

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/pipelineStatus: partial — 🚧 When Scaffold / experimental stub stub/pipeline (may be partial). Where import "github.com/openfluke/

Welvet examples

60. stub/templates

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/templatesStatus: partial — 🚧 When Scaffold / experimental stub stub/templates (may be partial). Where import "github.com/openfluk

Welvet examples

61. stub/universal

Part: VIII · StubsPackage: github.com/openfluke/welvet/stub/universalStatus: partial — 🚧 When Scaffold / experimental stub stub/universal (may be partial). Where import "github.com/openfluk

Welvet examples

62. w2a — validation harness

Part: IX · ValidatePackage: github.com/openfluke/w2aStatus: ok — ✅ harness When You need github.com/openfluke/w2a. Where import "github.com/openfluke/welvet/github.com/openfluke/w2a" cd 62-w

Welvet examples

63. Validation report — full suite

Part: IX · ValidatePackage: github.com/openfluke/w2aStatus: ok — ✅ 246k cells When You need github.com/openfluke/w2a. Where import "github.com/openfluke/welvet/github.com/openfluke/w2a" cd 6

Welvet examples

64. Scorecard → v1.0 / minors

Part: IX · ValidatePackage: —Status: ok — v1.1.0 When Orientation chapter: Scorecard → v1.0 / minors. Where Book / repo map (no single import) cd 64-scorecard && source ../env.sh && go run .

Welvet examples

65. Cross-numeric train + down-the-dem

Part: IV · RuntimePackage: github.com/openfluke/welvet/runtime/trainingStatus: ok — ✅ When Walking a Grid/Stack with the shared runtime/training path. Where import "github.com/openfluke/welv

Welvet examples

66. lucy — SoftAcc / Score measuring

Part: V · SystemsPackage: github.com/openfluke/welvet/lucyStatus: ok — ✅ When Adaptation, measurement, or evolution (lucy). Where import "github.com/openfluke/welvet/lucy" cd 66-lucy && sour

Welvet examples

67. TrainMode — 29 named updates

Part: IV · RuntimePackage: github.com/openfluke/welvet/layers/parallelStatus: ok — ✅ 29 modes When Building or training a net that needs the layers/parallel Op (also usable as a Parallel cam

Welvet examples

68. Cameral sandwiches + AAI Lucy

Part: VII · AppsPackage: github.com/openfluke/welvet/layers/parallelStatus: ok — ✅ cameral When Building or training a net that needs the layers/parallel Op (also usable as a Parallel cam).

Welvet examples

69. Lucy density — synthetic organism

Part: V · SystemsPackage: github.com/openfluke/welvet/lucyStatus: ok — ✅ BuildLPD When Adaptation, measurement, or evolution (lucy). Where import "github.com/openfluke/welvet/lucy" cd 69-luc

Welvet examples

70. CamSync — inter-cameral / cross-mesh weight blend

Part: VII · AppsPackage: github.com/openfluke/welvet/layers/parallelStatus: ok — ✅ CamSync When Building or training a net that needs the layers/parallel Op (also usable as a Parallel cam).

Welvet examples

71. runtime/dispatch — Op switchboard

When: walking a grid / Parallel / Sequential and you only have any cells.Where: github.com/openfluke/welvet/runtime/dispatchWhy: one Forward/Backward/Pack/SetDType/ApplyGrad path for every W

Welvet examples

72. model/wav2vec2 — CTC ASR

When: speech to text (greedy CTC) from 16 kHz mono WAV/PCM.Where: github.com/openfluke/welvet/model/wav2vec2Why: run facebook/wav2vec2-base-960h in pure Go. Always proves Config + Vocab + Lo

Welvet examples

73. All layers — one forward each

When: you want a single command that proves every layers/* Op (plus seqmix + dispatch) actually forwards.Where: this folder imports every concrete layer package.Why: chapters 11–28 split by

Welvet examples

74. Kokoro — reserved empty slots

When: you specifically want Kokoro TTS.Where: welvet/model/kokoro and welvet/apps/kokoro — both empty placeholders today.Why: names reserved for a future port; do not import them yet. Workin

Welvet examples

75. Apps map — when / where / why

When: you need a product shell (chat, TTS, ASR, image) rather than a library Op.Where: welvet/apps/<name> — each is its own Go module.Why: engine packages never import apps; apps replace → w

Cameral cookbook

01 — BranchModes

When: different update rules (or idle/teacher) per camWhere: para.SetBranchModes(...) with parent NormalBPWhy: mix credit, freeze priors, distill, adversarial twins, surprise memory go run .

Cameral cookbook

02 — Combine modes

When: choosing how hemisphere posts become one tensorWhere: Config.CombineWhy: avg/add ensemble; max WTA; sparsek; disagree; filter MoE; concat widths go run ./02_combine Exits non-zero if a

Cameral cookbook

03 — CamSync

When: cams should share / pull weight DNAWhere: SetCamSync / SyncNow / CrossWhy: soft↔hard consensus, one-way teacher, groups, cross-layer go run ./03_camsync Exits non-zero if any proof fai

Cameral cookbook

04 — CamKit / LRs / Rotate / DNA / Dream

When: schedules, plasticity, replay, speciationWhere: SetBranchLRs / SetRotateSchedule / SetCamKit / DreamPulseWhy: sleep cycles, soft freeze, DNA push/pull, offline consolidation go run ./0

Cameral cookbook

05 — Every layer as cams

When: CNN / Mamba / LSTM / … as Parallel camsWhere: HemispheresFrom + twin OpsWhy: CamSync / Freeze / Train work on every hosted Op go run ./05_layers Exits non-zero if any proof fails (PASS

Cameral cookbook

06 — Recipes

When: compose modes + sync + kit into behaviorsWhere: go run ./06_recipesWhy: teacher, sleep, debate, memory, dream, concat go run ./06_recipes Exits non-zero if any proof fails (PASS / FAIL