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… C# 15 (#1) * feat: add Operator (MCP tools) micro-agent role Introduce a new Operator role — a lightweight micro-agent that connects the council to MCP (Model Context Protocol) servers and exposes their tools (web search, filesystem, Notion, PostgreSQL, debate history, etc.) to debate participants. - Participants delegate tasks at any moment via the [[OPERATOR: task]] marker - Operator uses its own cheaper LLM to plan tool calls, execute MCP tools and interpret results, optionally reusing the council's compression strategy - Wired through all debate strategies (Standard/Critique/Consensus), CouncilExecutor, CouncilBuilder and DI options (Delibera:Operator) - DI-initializable; supports stdio and HTTP MCP transports - Per-round Operator interactions rendered in the final Markdown report - Adds ModelContextProtocol package, console --operator flag, example & docs * feat: upgrade to .NET 10 / C# 15, high-perf optimizations & MCP tools example - Bump LangVersion to preview (C# 15) in both projects - Update Microsoft.SourceLink.GitHub to 10.0.300 (other deps already at latest .NET 10 versions) - Perf: SIMD-vectorized CosineSimilarity (ReadOnlySpan<float> + Vector<float>) - Perf: TokenCounter ReadOnlySpan<char> overload (alloc-free word counting) - Perf: CompressionCache.ComputeKey uses ArrayPool<T> + stackalloc SHA-256 - Add OperatorMcpToolsExample (browser via @playwright/mcp, Marp presentations) + --operator-mcp flag - Fix nullable warning in Program.cs - Add Russian docs: docs/NET10-Upgrade-RU.md * docs: Add English version of .NET 10 upgrade documentation * docs: Update README and QuickStart with Operator role documentation --------- Co-authored-by: techbuzzz <victor.buzin@users.noreply.github.com> Co-authored-by: Delibera Agent <agent@delibera.local>
…tor) [v10.1.1] (#2) Add first-class interop with the standard Microsoft.Extensions.AI v10.7.0 abstractions while preserving the existing public API (additive only). - Delibera.Core: add Microsoft.Extensions.AI 10.7.0; bump 10.1.0 -> 10.1.1 - ChatClientLLMProvider: ILLMProvider implemented over IChatClient (+ streaming) - EmbeddingGeneratorProvider: IEmbeddingProvider over IEmbeddingGenerator - MicrosoftAIExtensions: AsLLMProvider/AsEmbeddingProvider/AsChatClient bridges + WithMiddleware (logging + function invocation) - ILLMProvider: additive default ChatStreamAsync (non-breaking) - OllamaProvider: expose native AsChatClient()/AsEmbeddingGenerator() - ProviderFactory.CreateFromChatClient + DI AddDeliberaChatClient/EmbeddingGenerator - ConsoleApp: --msai example - tests: new Delibera.Core.Tests (20 tests, fakes; no live network) - docs: README/README-RU/QuickStart/CHANGELOG + solution file
Refactored expression-bodied members to full block-bodied methods for improved consistency and maintainability. Updated method/property implementations, reordered some fields, and enhanced property clarity. Restored or moved obsolete/compatibility methods. Improved disposal patterns in factories and clarified null/empty handling. No changes to core business logic; focus is on code style and API consistency.
techbuzzz
added
documentation
Major overhaul of README.md for clarity and completeness: - Expanded intro, features, and quick start with prerequisites - Improved code samples and formatting throughout - Added detailed sections for DI, Microsoft.Extensions.AI interop, context compression, RAG, Operator, and output files - Provided a more comprehensive appsettings.json example - Updated NuGet dependencies table and all repo links - README.md no longer included in NuGet package in .csproj - Numerous minor language, formatting, and consistency fixes
Added icon.png as the NuGet package icon via <PackageIcon> and ensured README.md is packed with the package for better documentation.
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Pull Request
Description
This PR brings the
developbranch to the v10.1.1 state of Delibera.Core, the .NET 10 / C# 15 framework for collective AI decision-making via structured multi-model deliberation. It bundles three releases landed ondevelopplus a small docs hotfix:[[OPERATOR: task]]marker. Operator plans tool calls with its own cheaper LLM, executes MCP tools, interprets results, and reuses the council's compression strategy.IChatClient/IEmbeddingGeneratorabstractions. AddsChatClientLLMProvider,EmbeddingGeneratorProvider,MicrosoftAIExtensions(AsLLMProvider/AsEmbeddingProvider/AsChatClient,WithMiddleware),ProviderFactory.CreateFromChatClient, andAddDeliberaChatClient/AddDeliberaEmbeddingGeneratorDI helpers. Fully backward compatible.preview, latest Microsoft.SourceLink.GitHub, SIMD-vectorizedCosineSimilarity(ReadOnlySpan<float>+Vector<float>), allocation-freeTokenCounter(ReadOnlySpan<char>), andCompressionCache.ComputeKeyusingArrayPool<T>+ stackalloc SHA-256.src/Delibera.Core/README.md: switch relative LICENSE / QuickStart / CONTRIBUTING / repo links to absolutegithub.com/techbuzzz/DeliberaURLs so they resolve correctly when the file is consumed as the NuGet package readme.Also adds the
Delibera.Core.Testsproject (20 unit tests with fakes, no network), theDelibera.slnxsolution file, a full Russian-localized doc set (README-RU.md,QuickStart-RU.md,NET10-Upgrade-RU.md), theMicrosoftExtensionsAiExampleandOperatorMcpToolsExampleconsole examples (--msai,--operator,--operator-mcpflags), and theCHANGELOG.md.Related Issues
Type of Change
Checklist
dotnet build --configuration Release)README.md,QuickStart.md)Additional Notes
Delibera.Core10.1.1 (MIT) — release notes embedded in the.csproj.ILLMProvider.ChatStreamAsyncdefault, and Operator/MCP types are non-breaking extensions.Microsoft.Extensions.AI 10.7.0,ModelContextProtocol 1.4.0; other packages already at their latest .NET 10 versions.net10.0, LangVersionpreview(C# 15).tests/Delibera.Core.TestsusingFakeChatClient/FakeEmbeddingGenerator— no live network calls.src/Delibera.Core/README.md— replace relative../LICENSEetc. with absolutehttps://github.com/techbuzzz/Delibera/blob/develop/...URLs (fixes broken links in the NuGet package readme).Council/Operator.cs, MCP transport wiring inProviders/Mcp/McpClientAdapter.cs, streaming path inChatClientLLMProvider, and the new DI extensions inServiceCollectionExtensions/MicrosoftAIExtensions.