ConsciousNode SoftWorks · v1.0

Train a language model.
In a browser tab.

Complete pretraining and GRPO alignment pipeline — RWKV-v7, BitNet b1.58, zero dependencies. Open the file. No install required.

RWKV-v7 Zero Dependencies MIT License Single HTML File Offline Capable

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Evangelion extends HTMLNLM with omnimodal input (vision, audio, spatial), SheafMemory topological contradiction detection, BooleanPhaseDynamics, AutopoieticOptimizer self-correction, and RIFT Endospace visualization. HTMLNLM remains the stable text-only runtime. Further ahead: EvaROSA (RWKV-8 + ROSA neurosymbolic inner monologue) is in active development.

Architecture

What's inside

RWKV-v7 Backbone

Linear-time recurrent architecture. O(1) inference memory. No KV cache, no quadratic attention. Runs efficiently on CPU.

BitNet b1.58

Ternary weight quantization {-1, 0, +1} via T-MAC lookup table microkernel. Float multiplications replaced with integer additions.

OOMB Backward Pass

Chunk-recurrent backprop with on-the-fly activation recomputation. Constant memory footprint regardless of sequence length.

MuonOptimizer

Quintic Newton-Schulz orthogonalization. Keeps weight matrices well-conditioned without expensive decompositions.

GRPO Alignment

Group Relative Policy Optimization. Critic-free RL alignment with Z-score normalized advantages and KL divergence constraint.

BPE Tokenizer

Byte Pair Encoding compiled in a WebWorker. Doesn't block the UI thread. Configurable vocab size.

Pip Suite

Companion tools: Junto orchestrator for multi-instance coordination, multi-pip chat, and Pip's Room single-instance interface.

Live Telemetry

EMA-smoothed loss curve, ternary weight distribution histogram, tok/sec throughput. Watch training in real time.

ConsciousNode SoftWorks

Project	Description	Status
HTMLNLM	Text-only RWKV-v7 runtime — pretraining + GRPO alignment in the browser	✅ stable
HTMLNLM Evangelion	Omnimodal: vision, audio, spatial + SheafMemory + AutopoieticOptimizer + RIFT Endospace	✅ phase 6
OmniVocal	Browser-native neural TTS with .pop2 portable voice identity	✅ live
RAG-Time	Browser-native retrieval-augmented generation	✅ live
Brymar College	RWKV-v7 fine-tuning with Fristonian active inference training objective	✅ v3
EvaROSA	RWKV-8 + ROSA neurosymbolic inner monologue grounded by SheafMemory topology	🔧 in development

Built by

Kham

Architecture, constraint engineering, xinu philosophy. The browser is bare metal.

Kehai Interim

Full RWKV-v7 BPTT derivation, BitLinear/TMAC kernel, mathematical foundation throughout.

Ed Interim

MuonOptimizer, implementation, integration, Pip Suite.

computational folk art for the browser age