THE OPEN NOTEBOOK

A book for the curious.

Name: The Welvet feature book
Author: Samuel Watson

70 chapters inside the Welvet AI engine. Start with why it exists, then follow the ideas into layers, learning, and the systems that connect them.

New to the work? Start with Welvet in plain language, then read What Welvet is. Code examples and reported results below are preserved from the source edition. Read the complete book on one page →

Explore:Everything I · Orientation II · Foundation III · Layers IV · Runtime V · Systems VI · Model IO VII · Apps VIII · Stubs IX · Validate

17 entries · Clear filters

VIII · Stubs

stub/seed

Ship topology recipes (layer seeds → He-init) without weight blobs.

VIII · Stubs

stub/serialization

Volumetric grids need JSON/ENTITY persist beyond transformer packs.

VIII · Stubs

stub/memory

HF→ENTITY and GPU upload need footprint accounting and optional history charts.

VIII · Stubs

stub/donate

LAN donors should accept framed JSON jobs without embedding HTTP in the engine.

VIII · Stubs

stub/fountain

Recover specialist weight blobs over lossy links via LT fountain codes, then ensemble.

VIII · Stubs

stub/hardware

Dispatchers and UIs need a portable host audit (OS/CPU/RAM/GPU).

VIII · Stubs

stub/accel — NPU/Metal/QNN

Vendor accelerators (Intel NPU, Qualcomm QNN, Apple Metal) will plug beside WebGPU — not replace it.

VIII · Stubs

stub/clustering

Offline clustering helpers on tensors without inventing a second math stack.

VIII · Stubs

stub/ensemble

Combine multiple model votes and find complementary specialists.

VIII · Stubs

stub/evaluation

Benchmark grids through runtime/forward with deviation metrics.

VIII · Stubs

stub/grafting

Merge grids into Parallel/Residual structures for topology experiments.

VIII · Stubs

stub/grouping

Detect layer archetypes from safetensor-style names before mounting.

VIII · Stubs

stub/introspection

UIs and FFI need to list Grid methods without hardcoding every export.

VIII · Stubs

stub/observer

Attach forward/backward observers for debugging without coupling to tanhi UDP.

VIII · Stubs

stub/pipeline

Decoder wavefront stats helpers — not a full Lucy-style pipeline runner yet.

VIII · Stubs

stub/templates

Chat prompts must match model families (ChatML, Llama3, BitNet) without app-specific string glue.

VIII · Stubs

stub/universal

Probe unknown safetensor geometry and mount placeholder grids until full weight import lands.