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README.md

Architecture Decision Records

This directory holds the Architecture Decision Records (ADRs) for Zerfoo. Each ADR captures a single significant decision -- its context, the decision itself, and the consequences -- so the reasoning behind the framework's shape stays discoverable long after the change lands.

Status legend

  • Accepted -- decision is in force.
  • Proposed -- under consideration, not yet adopted.
  • Superseded -- replaced by a later ADR (noted in the title cell when the file states it).
  • Rejected -- considered and declined.

Adding a new ADR

  1. Copy the next number in sequence (the last entry below is ADR 093).
  2. Name the file NNN-short-kebab-title.md.
  3. Include # ADR-NNN: Title, a ## Status, ## Date, ## Context, ## Decision, and ## Consequences section.
  4. Add a row to the table below (kept sorted by number).

Index

ADR Title Status Date
001 Enterprise Production Readiness Accepted 2026-03-01
002 Distributed Training Protocol Accepted 2026-03-01
003 Open Weights Model Import Accepted 2026-03-02
004 Embeddable Inference Library Accepted 2026-03-02
005 Multi-Architecture Support Accepted 2026-03-02
006 GPU Engine Architecture Accepted 2026-03-01
007 Multi-GPU Architecture Accepted 2026-03-03
008 cuDNN Integration Accepted 2026-03-03
009 TensorRT Integration Accepted 2026-03-03
010 CUTLASS Flash Attention Accepted 2026-03-03
011 GPU Runtime Abstraction Layer (GRAL) Accepted 2026-03-03
012 AMD ROCm Backend Accepted 2026-03-03
013 OpenCL Backend Accepted 2026-03-03
014 cuDNN Backward Pass Accepted 2026-03-03
015 CUTLASS Quantized GEMM Kernels Accepted 2026-03-03
016 TensorRT Dynamic Shape Support Accepted 2026-03-03
017 DGX Spark Hardware Validation Accepted 2026-03-03
018 Model Parity Testing on DGX Spark Accepted 2026-03-04
019 Phase 22 -- BF16 GEMM, Unified Memory, SigLIP Fix Accepted 2026-03-05
020 Q4 Quantized Dot Product Accepted 2026-03-06
021 Graph Compilation and Persistent Worker Pool Accepted 2026-03-06
022 GPU-First Inference Pipeline Accepted 2026-03-06
023 GPU Scalar Ops and D2H Elimination Strategy Accepted 2026-03-06
024 CUDA Graph Capture and Fused Kernels for Inference Acceleration Accepted 2026-03-06
025 Replace CGo with purego for CUDA Bindings Accepted 2026-03-06
026 Megakernel Code Generation for Single-Launch Decode Accepted (revised) 2026-03-06
027 Enforce Layer Composition Before Megakernel Accepted 2026-03-07
028 Tracing Compiler for Automatic Primitive Op Decomposition Accepted 2026-03-07
029 NEON SIMD CPU Acceleration for Inference Parity with llama.cpp Accepted 2026-03-07
030 Ollama Performance Parity Strategy Accepted 2026-03-11
031 OpenAI-Compatible Inference Server Lives in Zerfoo Accepted 2026-03-12
032 GPU-Resident Position Counter for CUDA Graph Capture Accepted 2026-03-14
033 How Zerfoo Surpassed Ollama — 241 tok/s on DGX Spark GB10 Accepted 2026-03-14
034 GQA-Aware Flash Attention Decode Kernel Accepted 2026-03-14
035 Gemma 3 Architecture Parameterization Accepted 2026-03-11
036 Extract ztensor and ztoken as Independent Repositories Accepted 2026-03-15
037 GGUF as Sole Model Format, Drop ZMF for Model Storage Accepted 2026-03-15
038 Structured Output via Grammar-Guided Decoding Accepted 2026-03-15
039 HuggingFace Model Download via zerfoo pull Accepted 2026-03-15
040 Native GGUF GEMV Kernels Instead of Re-Quantization Accepted 2026-03-17
041 FP16 Weight Dequantization Instead of Native GEMV Kernels Accepted 2026-03-17
042 dp4a INT8 Q4_K GEMV with FP32 FMA Fallback Accepted 2026-03-17
043 Arena Free-List with Tensor Lifetime Analysis Accepted 2026-03-17
044 PagedAttention KV Block Manager Accepted 2026-03-17
045 Speculative Decoding Implementation Strategy Accepted 2026-03-17
046 FP8 and NVFP4 Quantization Roadmap Accepted 2026-03-17
047 Disaggregated Prefill/Decode Serving Accepted 2026-03-17
048 Mamba/SSM Architecture Support Accepted 2026-03-17
049 LoRA/QLoRA Fine-Tuning Infrastructure Accepted 2026-03-17
050 Distributed Training FSDP-Equivalent Accepted 2026-03-17
051 Wolf Time-Series ML Platform Accepted 2026-03-17
052 Online Learning Safety Framework Accepted 2026-03-17
053 Multi-Modal Inference Pipeline Accepted 2026-03-17
054 Agentic Tool-Use and Loop Supervisor Accepted 2026-03-17
055 Neural Architecture Search for Wolf Trading Models Accepted 2026-03-17
056 Zerfoo Cloud Product Architecture Proposed 2026-03-17
057 Open-Core Licensing Strategy Accepted 2026-03-18
058 API Stability v1.0 Contract Accepted 2026-03-18
059 Zerfoo Runtime -- Edge Inference Architecture Accepted 2026-03-18
060 Zerfoo Cloud Platform Architecture Accepted 2026-03-18
061 Shared GGUF Writer in ztensor Accepted 2026-03-18
062 Tabular Model Package Accepted 2026-03-18
063 Financial Sentiment Analysis Architecture Accepted 2026-03-20
064 Use Hugo for Documentation Site Accepted 2026-03-21
065 Security Middleware Integration Accepted 2026-03-21
066 Replace finite-difference gradients with analytical backprop in timeseries CPU training Accepted 2026-03-24
067 MSA-Inspired Sparse Attention for Scalable Memory Accepted 2026-03-27
068 Research-Driven Inference Optimization Priorities Accepted 2026-03-27
069 TransMLA -- Retrofit MLA onto MHA/GQA Models Accepted 2026-03-27
070 Make RoPE Optional in GQA for Non-Rotary Architectures Accepted 2026-03-28
071 Sigmoid MoE Gating with Routing Bias Accepted 2026-03-28
072 Kimi Linear Attention Layer Accepted 2026-03-28
073 mmap Default Loading and Split-GGUF Support Accepted 2026-03-28
074 Satellite Libraries v1 Release Policy Accepted 2026-03-29
075 Batched Training with Kernel Fusion for Time Series Backends Accepted 2026-03-29
076 Native Go Foundation Model Inference via GGUF Accepted 2026-03-29
077 CUDA Graph Capture for Time Series Training Accepted 2026-03-30
078 Remove gonum.org/v1/gonum Dependency Accepted 2026-04-01
079 PJRT Multi-Accelerator Backend via purego Accepted 2026-04-01
080 KV Cache as Explicit I/O for PJRT Execution Path Accepted 2026-04-01
081 StableHLO Text Generation over HLO Protobuf Accepted 2026-04-01
082 Composition Remediation Strategy Accepted 2026-04-02
083 Spark as the bench runner for DGX GPU workloads Accepted 2026-04-07
084 Extract crossasset package from zerfoo to wolf Accepted 2026-04-12
085 Gemma 4 Architecture Support Accepted 2026-04-13
086 Adopt the Canonical Shared-PLE-Plus-Per-Layer-Proj Layout for Gemma 4 Edge Accepted 2026-04-13
087 External K/V Input Path for GroupedQueryAttention Accepted 2026-04-13
088 CUDA Graph Capture Compatibility for Gemma 4 Edge PLE Combiner Accepted 2026-04-15
089 CUDA Graph Capture Compatibility for LMHead Proposed (awaiting ztensor ship) 2026-04-16
090 OSS scope of cloud/, marketplace/, and compliance/ in zerfoo Accepted 2026-04-27
091 Per-op verification harnesses -- gradcheck, engine parity under arena stress, and PyTorch as oracle Accepted 2026-06-10
092 LTX-2 diffusion audio/video inference -- DiT-first, via general primitives Proposed 2026-06-16
093 H2 2026 Product Strategy -- Trust, then Traction Accepted 2026-07-02