fix: README documentation improvements and test fixes

- Fix version references in reasonkit-core README (v0.1.x, not v1.0)
- Add code examples to reasonkit-web README for better usability
- Update installation methods to reflect actual available options
- Fix LaserLogic circular reasoning detection threshold
- Fix DeepSeek benchmark success rate calculation (integer truncation)
- Fix PowerCombo mock test assertion (min_confidence threshold)
- Various clippy and test improvements across all crates

All 1,591 tests passing across reasonkit-core, reasonkit-mem, reasonkit-web

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <[email protected]>

Author: ReasonKit Bot

.github/agents/roles/rust-engineer.md

@@ -34,7 +34,7 @@ Before submitting ANY code, verify:
 ## RESPONSIBILITIES
 
 - Implementing RAG pipelines in `reasonkit-core`.
-- Building MCP sidecars in `reasonkit-web-rs`.
+- Building MCP sidecars in `reasonkit-web`.
 - Optimizing vector search algorithms.
 - Writing FFI bindings for Python using `maturin`.
 

.github/workflows/release.yml

@@ -396,7 +396,7 @@ jobs:
             type=raw,value=latest,enable=${{ needs.validate.outputs.is_prerelease == 'false' }}
           labels: |
             org.opencontainers.image.title=ReasonKit Core
-            org.opencontainers.image.description=Rust-first RAG/Knowledge Base Engine with ThinkTools
+            org.opencontainers.image.description=The Reasoning Engine — Auditable Reasoning for Production AI
             org.opencontainers.image.vendor=ReasonKit
             org.opencontainers.image.licenses=Apache-2.0
 
@@ -690,7 +690,7 @@ jobs:
           {
             "name": "${{ env.NPM_PACKAGE }}",
             "version": "${{ needs.validate.outputs.version }}",
-            "description": "ReasonKit Core - Rust-first RAG/Knowledge Base Engine CLI",
+            "description": "ReasonKit Core - The Reasoning Engine CLI",
             "bin": {
               "rk-core": "./bin/rk-core",
               "rk": "./bin/rk-core"
@@ -797,7 +797,7 @@ jobs:
           cat > npm-package/README.md << 'EOF'
           # @reasonkit/cli
 
-          ReasonKit Core - Rust-first RAG/Knowledge Base Engine
+          ReasonKit Core - The Reasoning Engine
 
           ## Installation
 

API_DOCUMENTATION.md

@@ -22,7 +22,7 @@
 
 ## Overview
 
-ReasonKit Core is a Rust-first knowledge base and RAG (Retrieval-Augmented Generation) system designed for AI reasoning enhancement. It provides a complete pipeline for document ingestion, embedding, indexing, retrieval, and LLM-powered query answering.
+ReasonKit Core is **The Reasoning Engine** — a Rust-native system for auditable, structured AI reasoning. It provides a complete pipeline for document ingestion, embedding, indexing, retrieval, and LLM-powered query answering with ThinkTools protocols.
 
 ### Key Features
 

BRAND.md

@@ -25,7 +25,7 @@ The `brand/` directory contains ~140+ consolidated assets organized by type:
 - `diagrams/` - Technical diagrams
 - `favicons/` - Favicon sizes
 - `avatars/` - Platform avatars
-- `readme-assets/` - README images
+- `readme/` - README images
 
 ---