Penghou.Fuwen.Baize 0.1.0-preview.11

This is a prerelease version of Penghou.Fuwen.Baize.
dotnet add package Penghou.Fuwen.Baize --version 0.1.0-preview.11
                    
NuGet\Install-Package Penghou.Fuwen.Baize -Version 0.1.0-preview.11
                    
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package.
<PackageReference Include="Penghou.Fuwen.Baize" Version="0.1.0-preview.11" />
                    
For projects that support PackageReference, copy this XML node into the project file to reference the package.
<PackageVersion Include="Penghou.Fuwen.Baize" Version="0.1.0-preview.11" />
                    
Directory.Packages.props
<PackageReference Include="Penghou.Fuwen.Baize" />
                    
Project file
For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package.
paket add Penghou.Fuwen.Baize --version 0.1.0-preview.11
                    
#r "nuget: Penghou.Fuwen.Baize, 0.1.0-preview.11"
                    
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package.
#:package Penghou.Fuwen.Baize@0.1.0-preview.11
                    
#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package.
#addin nuget:?package=Penghou.Fuwen.Baize&version=0.1.0-preview.11&prerelease
                    
Install as a Cake Addin
#tool nuget:?package=Penghou.Fuwen.Baize&version=0.1.0-preview.11&prerelease
                    
Install as a Cake Tool

Penghou.Fuwen

CI NuGet Compiler License

Penghou.Fuwen is a typed workflow language, compiler, and immutable intermediate representation for portable, artifact-driven AI workflows. It turns bounded, capability-reviewed source into a canonical executable plan. Penghou.Zhinu executes that plan durably; Fuwen does not replace the workflow engine.

Fuwen treats code, documents, datasets, research, media, model outputs, manifests, and validation evidence as typed immutable artifact references. Workflow source never embeds C#, Python, JavaScript, shell, credentials, or unrestricted filesystem access.

.fuwen source
    -> bounded parser and semantic compiler
    -> exact catalogue resolution and capability review
    -> immutable canonical WorkflowPlan + execution fingerprint
    -> host admission receipt
    -> durable execution through Penghou.Fuwen.Zhinu

Why Fuwen

Fuwen makes the parts of an AI workflow that affect safety, reproducibility, and replay visible before execution:

  • typed inputs, outputs, bindings, schemas, enums, and artifact references;
  • exact version-and-digest pins for activities, contexts, inference profiles, prompt templates, and tools;
  • workflow-owned prompts with typed parameters and canonical rendering;
  • capability, resource-budget, callable-effect, idempotency, and retry checks;
  • stable structural node identities, source maps, and execution fingerprints;
  • bounded conditionals, keyed fan-out, repeat regions, checkpoints, and waits;
  • immutable plan revisions and deterministic change explanations.

The host remains responsible for trusted catalogues, credentials, artifact storage, authorization, admission policy, and resource limits. Provider output is untrusted until it passes the declared Fuwen type.

Packages

All packages target .NET 8 and .NET 10.

Package Responsibility
Penghou.Fuwen Immutable IR, type system, bindings, artifacts, identities, runtime values, execution ports, and evidence contracts
Penghou.Fuwen.Compiler Bounded source parsing, formatting, catalogue resolution, validation, compilation, diagnostics, admission, and plan comparison
Penghou.Fuwen.Zhinu Admission-bound durable interpretation of Fuwen plans on Penghou.Zhinu
Penghou.Fuwen.Baize Exact descriptor-bound structured and media inference through Penghou.Baize

Install only the layers your host needs:

dotnet add package Penghou.Fuwen.Compiler --prerelease
dotnet add package Penghou.Fuwen.Zhinu --prerelease
dotnet add package Penghou.Fuwen.Baize --prerelease

Current language and IR

The current source compiler emits the smallest IR version required by the authored features, up to fuwen-ir/v8.

IR Added contract
v2 Explicit structured execution order
v3 Typed context requirements and runtime snapshot evidence
v4 Bounded keyed fan-out with stable item identities
v5 Value-producing conditional merges
v6 Bounded state-carrying repeat regions
v7 Checkpoint and external wait interaction gates
v8 Workflow-owned prompts and declared inference tools

The source language supports schemas, enums, capability declarations, typed workflows, context/activity/inference nodes, restricted bindings, conditionals, fan-out, repeat, checkpoints, waits, prompt declarations, toolsets, and complete typed returns.

A minimal IR v8 workflow looks like this:

prompt greet(name: string) {
  system "Answer briefly."
  user "Greet {{ name}}."
}

workflow greeting(input: string) -> string {
  infer answer = infer
    "sample.profile@1#dddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddd"
    prompt greet(name: input;)
    tools none
    -> string;

  return answer;
}

Descriptor pins are resolved against the host's trusted catalogue. Prompt and tool declarations are part of plan identity: changing their semantic content changes the execution fingerprint. Inference admits effect-free and read-only tools, plus retry-safe writes whose callable contract is idempotent.

See the authoring contract for the complete compact syntax and catalogue inputs. The capability matrix distinguishes complete, limited, deferred, and deliberately host-owned surfaces.

Compile, admit, execute

FuwenSourceCompiler lexes, parses, binds, resolves exact descriptors, applies host and caller budgets, and lowers source through the same semantic validator used for programmatic plans. A successful compilation returns a canonical WorkflowPlan, diagnostics, source map, and resource-usage summary.

Compilation alone does not authorize execution. WorkflowAdmissionService binds the exact execution fingerprint to:

  • an immutable trusted-catalogue snapshot;
  • resolved callable metadata and capabilities;
  • the host policy revision and finite grants;
  • the effective compilation limits.

The resulting opaque receipt is process-bound authority. Plan-revision documents and fingerprints prove identity and lineage; they do not grant capabilities or activate work.

Penghou.Fuwen.Zhinu supports IR v3 through v8. Its sequential interpreter executes context, inference, activity, conditional, fan-out, repeat, checkpoint, wait, and return semantics as stable Zhinu work. It verifies admission, definition storage, runtime identity, and workflow fingerprints before registration. Durable tests cover crash recovery, selective restart, focused fan-out recovery, bounded loop replay, interaction gates, cancellation, definition drift, corrupt evidence, and idempotent artifact publication.

Penghou.Fuwen.Baize resolves host-owned logical bindings to exact Baize endpoints. It records provider/model identity, attempts, usage, duration, pricing revision, tools, and artifact-publication evidence. Retries occur only for explicitly classified representation or fallback failures.

Identity and evolution

Fuwen keeps three concepts separate:

  1. the canonical executable-plan fingerprint;
  2. the authored source identity and source map;
  3. the plan-revision lineage and supporting evidence.

This separation lets a host explain why a revision exists without allowing prose, timestamps, or source formatting to perturb executable identity. WorkflowExplanation and PlanRevisionComparer are deterministic inspection surfaces; neither can authorize execution or reuse runtime artifacts.

The canonical formatter is idempotent. Comments and whitespace may change during formatting, while the executable plan remains identical. Stable diagnostic codes (FWN-*) and UTF-8 source spans are intended for bounded machine-assisted repair.

Ecosystem boundaries

  • Fuwen owns source syntax, typing, validation, immutable IR, fingerprints, source maps, admission, and diagnostics.
  • Zhinu owns durable scheduling, retries, fencing, signals, restart, cancellation, child workflows, compensation, loops, and persistence.
  • Baize owns provider-neutral model execution and provider provenance.
  • Nuwa may repair malformed JSON; final Fuwen type validation still decides whether the value is accepted.
  • Cangjie and Hetu provide memory and code/context knowledge through immutable references.
  • Hongxian owns long-lived session continuity and correlation, not workflow execution.
  • Hosts and artifact providers own bytes, storage, authorization, routing, credentials, and budgets.

Development

dotnet build Penghou.Fuwen.slnx --configuration Release
dotnet test Penghou.Fuwen.slnx --configuration Release --no-build
dotnet pack Penghou.Fuwen.slnx --configuration Release --no-build --output artifacts

Useful design references:

The packages are preview software. Source syntax and public APIs may still change between preview releases; persisted plans remain governed by their explicit IR, compiler-semantics, canonicalization, and fingerprint versions.

License

Apache-2.0

Copyright (c) 2026 Jenő Konrád László

Product Compatible and additional computed target framework versions.
.NET net8.0 is compatible.  net8.0-android was computed.  net8.0-browser was computed.  net8.0-ios was computed.  net8.0-maccatalyst was computed.  net8.0-macos was computed.  net8.0-tvos was computed.  net8.0-windows was computed.  net9.0 was computed.  net9.0-android was computed.  net9.0-browser was computed.  net9.0-ios was computed.  net9.0-maccatalyst was computed.  net9.0-macos was computed.  net9.0-tvos was computed.  net9.0-windows was computed.  net10.0 is compatible.  net10.0-android was computed.  net10.0-browser was computed.  net10.0-ios was computed.  net10.0-maccatalyst was computed.  net10.0-macos was computed.  net10.0-tvos was computed.  net10.0-windows was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
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NuGet packages

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GitHub repositories

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Version Downloads Last Updated
0.1.0-preview.11 41 9/24/2026
0.1.0-preview.10 49 9/20/2026
0.1.0-preview.9 54 9/19/2026
0.1.0-preview.8 56 9/18/2026
0.1.0-preview.7 58 9/18/2026
0.1.0-preview.6 50 9/18/2026
0.1.0-preview.5 52 9/17/2026
0.1.0-preview.4 47 9/17/2026
0.1.0-preview.3 62 9/17/2026
0.1.0-preview.2 56 9/16/2026
0.1.0-preview.1 61 9/13/2026