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
Reasoning Guard: Proxy-Level Loop Detection for Local LLM Inference
A proxy-layer guard that detects and recovers from LLM reasoning loops using deterministic stream checks — token caps, n-gram repetition, and sentence fingerprinting — without model modifications.
OpenClaw-Superpowers: A Native Port of Jesse Vincent's Superpowers Framework Without Claude Code Dependency
A Reddit user ported obra/superpowers to OpenClaw with dedicated agents (coding orchestrator, implementer, reviewer) and native commands like sessions_spawn and update_plan, removing Claude Code dependency.
CodeTalk: Open-source tool adds spoken reflections to Claude Code CLI
CodeTalk is a Python tool that adds spoken observations to Claude Code CLI responses using Microsoft's edge-tts. It extracts text embedded by Claude and plays it through speakers with natural-sounding neural TTS.
Chromeflow: Chrome Extension Automates Web UI Tasks for Claude
Chromeflow is a free, open-source Chrome extension and MCP server built with Claude Code that gives Claude browser control to automate manual web UI tasks like setting up Stripe, Supabase, or SendGrid. It highlights elements to click, fills fields, clicks Save, and writes API keys directly to .env files.