Browser-native real-time coherence control system for Claude with SDE bands and Kalman filtering
A developer has released a real-time coherence control system that runs entirely as a Claude artifact in the browser. The system treats conversation as a stochastic process and applies control theory in real time to maintain coherence across long sessions without needing a backend.
Key features
- Live Monte Carlo SDE paths with tunable uncertainty bands on the coherence chart
- Dual Kalman filtering with second pass on post-audit score and quiet-fail detection
- GARCH variance tracking
- Behavioral and hallucination signal detection including sycophancy, hype, topic hijack, confidence language, and source inconsistency
- Zero-Drift Lock toward a resonance anchor with visual status
- Configurable harness modes and industry presets: Technical, Medical/Legal, Creative, Research
- Mute mode and Drift Gate for controlled responses on planning prompts or high-variance turns
- Full export suite including clean chat, research CSV with health metrics, SDE path data, and session resume protocol
The system injects real-time control directives back into the prompt to maintain coherence. The developer has posted the full codebase on GitHub and is seeking peer-to-peer review and testing, specifically requesting feedback on the math, signal detection, stability, edge cases, or potential improvements.
📖 Read the full source: r/ClaudeAI
👀 See Also
Developer Creates Practical Claude Skills for Kotlin Multiplatform Projects
A developer built a public repository of Claude skills specifically for Kotlin Multiplatform work after finding existing skills too generic, opinionated, or thin. The skills cover architecture reviews, feature implementation, modularization, Compose Multiplatform UI, navigation, platform bridges, deep links, adaptive UI, testing, and build governance.
OpenClaw Integrates Features from Claude Code Leak
An OpenClaw user had their bot analyze the leaked Claude Code (Rust recreation by Instructkr) and selectively ported specific architectural patterns into their OpenClaw setup. The integration focuses on practical improvements like automatic startup continuity, conversation compaction, and a pre-tool/post-tool hook framework.
Tendr Skill: Deterministic CLI Operations for Agent Memory Management
Tendr Skill is an Agent Skill that separates reasoning from execution for structured long-term memory, allowing agents to decide what needs changing while a CLI tool handles structural operations deterministically. It supports [[wikilinks]] and explicit semantic hierarchies across files.
MCP Server Directory Lists 1000+ Servers Across 20 Categories
A curated directory provides install commands and config snippets for over 1000 MCP servers across categories including databases, developer tools, browser automation, AI/ML, and cloud/devops. The directory is free to browse and submit to.