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voxlang.orgv0.6.0SSOT

MENS Training Pipeline, .vox Script Writer & SOTA Model Routing SSOT (2026)

Defines the 2026 architecture and end-to-end audit closure for the MENS native Rust ML training and inference pipeline, compiler-verified .vox script generation, and five-tier SOTA model routing (free, auto, efficient, balanced, genius) in vox chat. Eliminates legacy colon-block syntax contamination across all system prompts and synthetic/organic generators and wires live compiler-in-the-loop verification.

1. End-to-End MENS Training & Inference Pipeline Audit

Section titled “1. End-to-End MENS Training & Inference Pipeline Audit”
1. End-to-End MENS Training & Inference Pipeline Audit, diagram 17 nodes, 6 edges: System Prompt SSOT (men… → Organic & Synthetic Gen…; Organic & Synthetic Gen… → Compiler Gate (vox_comp…; Compiler Gate (vox_comp… → Corpus Mix & QLoRA Trai…; Corpus Mix & QLoRA Trai… → Native Candle Inference…; Native Candle Inference… → vox chat SOTA Router (f…; vox chat SOTA Ro…System Prompt SSOT(mens/config/system_prompt.txt+ vox-corpus + vox-ml-cli)Organic & SyntheticGenerators (codegen_vox +preflight + _script_pairs +_web_pairs)Compiler Gate(vox_compiler::lexer +parser + HIR + typeck)Corpus Mix & QLoRA Training(vox-populi::mens + qlora-rsMetal/CUDA)Native Candle InferencePlugins(vox-plugin-mens-candle-metal& cuda)vox chat SOTA Router (free /auto / efficient / balanced/ genius)Compiler-in-the-Loop .voxScript Self-Repair
Diagram source
graph {
    direction: right
    node SP: "System Prompt SSOT (mens/config/system_prompt.txt + vox-corpus + vox-ml-cli)"
    node GEN: "Organic & Synthetic Generators (codegen_vox + preflight + _script_pairs + _web_pairs)"
    node COMP: "Compiler Gate (vox_compiler::lexer + parser + HIR + typeck)"
    node MIX: "Corpus Mix & QLoRA Training (vox-populi::mens + qlora-rs Metal/CUDA)"
    node INF: "Native Candle Inference Plugins (vox-plugin-mens-candle-metal & cuda)"
    node CHAT: "vox chat SOTA Router (free / auto / efficient / balanced / genius)"
    node LOOP: "Compiler-in-the-Loop .vox Script Self-Repair"
    SP -> GEN
    GEN -> COMP
    COMP -> MIX
    MIX -> INF
    INF -> CHAT
    CHAT -> LOOP
}

1.1 Critical Defects Identified & Remediated

Section titled “1.1 Critical Defects Identified & Remediated”
SubsystemAudited LocationRoot-Cause Defect Found2026 Remediation Applied
MENS System Prompt Split-Braincrates/vox-ml-cli/src/training/system_prompt.rs, crates/vox-corpus/src/training/mod.rs, mens/config/system_prompt.txtvox-ml-cli injected retired colon-block syntax (actor Counter:, state count: int = 0, @agent_def, @action, # comments, JSX <div>); vox-corpus checked scripts/vox_system_prompt.txt instead of mens/config/system_prompt.txt.Unified all three prompt surfaces onto 2026 brace-first .vox grammar (fn ... to ..., ret, // comments, type Name = { ... }, actor, workflow, @mcp.tool, routes) plus dedicated ## VoxLang Automation guidance.
Organic Corpus Generator (codegen_vox)crates/vox-corpus/src/codegen_vox/{part_01.rs, part_02.rs, part_03.rs}Emitted JSX (<div class="card">), isnt, match arms using to instead of ->, actor state fields, retired @server/@action decorators, and bypassed verify_parse via #[cfg(feature = " analogous")].Rewrote all 8 declaration templates + added 9th VoxLang automation template in 2026 .vox syntax; enabled unconditional compiler verification (vox_compiler::lexer::lex + parser::parse) in verify_parse.
Preflight & Synthetic Corpus Pairscrates/vox-corpus/src/corpus/preflight/preflight_part1.rs, synthetic_gen/bodies/{_web_pairs.inc, _script_pairs.inc}Preflight pairs used @traced, semicolons, Err(...), and taught -> return type arrows in BrokenKind explanations; _script_pairs.inc had zero .vox script pairs; _web_pairs.inc used JSX view: <nav>.Updated preflight pairs and BrokenKind hints to to return types and Error(...); updated WEB_CONSTRUCTS to fn ...() to Element; added compiler-valid vox_script + vox_organic pairs to _script_pairs.inc.
Metal Hybrid GatedDeltaNet Decodecrates/vox-plugin-mens-candle-metal/src/{model.rs, inference.rs}Qwen35LayerCache stores Option<(Tensor, Tensor)> for full-attention layers only; calling forward_cached on hybrid Qwen3.5 3:1 linear_attention layers bypassed recurrent state after token 1.Added uses_linear_attention(&self) -> bool on Qwen35Model and updated InferenceEngine::generate to use full-sequence forward(&input) when hybrid linear-attention layers are active, preserving forward_cached for pure full-attention models.
CUDA Inference Paritycrates/vox-plugin-mens-candle-cuda/src/{model.rs, inference.rs}Missing Qwen35LayerCache, forward_cached, uses_linear_attention, and eos_token_ids array parsing from config.json.Ported slot-based Qwen35LayerCache, forward_cached, uses_linear_attention hybrid fallback, and multi-ID eos_token_ids termination to vox-plugin-mens-candle-cuda.

2. SOTA 5-Tier Model Routing in vox chat

Section titled “2. SOTA 5-Tier Model Routing in vox chat”

crates/vox-cli/src/commands/chat.rs routes --model <mode> through vox_orchestrator::models::decide() backed by the live 386-model catalog (~/.vox/cache/model-catalog.v1.json populated via vox model discover --force), Artificial Analysis intelligence_index priors, Clavis secret resolution (vox_secrets::resolve_secret), and live local MENS reachability probing:

Mode (--model <mode>)CostPreference & ConstraintsPrimary Task CategoryTop-K Cascade & Fallback Behavior
free (auto-free, zero-cost)CostPreference::Efficiency, free_only: trueCodeGen (for .vox/code prompts) or ChatRanks verified $0 OpenRouter :free models (qwen/qwen3-coder:free, openai/gpt-oss-120b:free, z-ai/glm-4.5-air:free) + reachable local models, with openrouter/free router fallback.
auto (default SOTA selector)CostPreference::Performance (CodeGen, complexity 7) / Balanced (Chat, complexity 5)Dynamic (CodeGen vs Chat)Selects highest utility-per-cost model across all keyed providers with top-4 cascade + openrouter/auto fallback.
efficient (fast, efficiency)CostPreference::Efficiency, complexity: 3, free_only: falseDynamic (CodeGen vs Chat)Prioritizes low-latency, high-throughput flash/mini SOTA models across keyed providers.
balanced (standard)CostPreference::Balanced, complexity: 6, free_only: falseDynamic (CodeGen vs Chat)Optimizes Pareto quality-to-cost across mid/pro tiers (gemini-2.5-flash, claude-sonnet, qwen3-coder).
genius (sota, frontier, max)CostPreference::Performance, complexity: 9, free_only: falseCodeGen (coding) or Reasoning (analysis)Routes to frontier SOTA reasoning and coding models (claude-opus-4.6, gpt-5.4-pro, gemini-3.1-pro) with top-K cascade.

2.1 Compiler-in-the-Loop .vox Script Verification

Section titled “2.1 Compiler-in-the-Loop .vox Script Verification”

When vox chat detects a .vox script/code request (is_vox_script_request):

  1. Canonical Prompt Injection: Automatically injects the unified 2026 .vox Script Writer System Prompt (vox_corpus::training::generate_system_prompt()) when --system is not overridden.
  2. Frontend Compiler Gate: Extracts ```vox ... ``` blocks and runs vox_compiler::pipeline::run_frontend_str (lex -> parse -> HIR -> typeck).
  3. Bounded Self-Repair: If compiler errors are detected, vox chat feeds the exact Line X, Col Y compiler diagnostics back to the active model (up to 2 repair turns) until vox-script-verify: PASS (compiler frontend 0 errors) is achieved.