LionLock FDE – Public Beta (1.0.0b1)

LionLock_FDE is a modular Fatigue Detection Engine and Trust Telemetry System for LLMs.

It’s designed to detect signal drift, compute deterministic gate decisions, and log behavioral metadata for downstream analysis.

This is the first public beta of open-source LionLock (version 1.0.0b1), suitable for developers, researchers, and AI safety teams. No premium modules or proprietary datasets are included.

🔍 Modules Included

✅ Module 01 – Trust Overlay

Captures inbound signal data and emits trust records for analysis. Trust Overlay supports SQL sinks when configured; default behavior uses local file/JSONL logging.

✅ Module 02 – Signal Scoring Engine

Normalizes session signals. Flags low-confidence or inconsistent prompt structure.

✅ Module 03 – Drift & Fatigue Anomaly Detection

Detects hallucination markers, entropy spikes, and output degradation over time.

✅ Module 04 – Telemetry Logging

Logs decisions and trust records to a local, hash-chained SQLite file by default. Opt-in uploads send only allowlisted, pseudonymized fields to a receiver you run. SQL-backed telemetry remains available when explicitly enabled in config.

✅ Module 05 – Gating Core & Policy Engine

Computes deterministic gate decisions from trust signals; enforcement vs log-only behavior is controlled by gating.enabled / LIONLOCK_GATING_ENABLED.

✅ Module 06 – Replay Evaluation Layer

Processes saved sessions to check missed signals, drift accumulation, and gate performance.

✅ Module 07 – Simulation Harness

Stress-tests policies across multiple profiles and gating thresholds.

🚀 Get Started

git clone https://github.com/thruthseeker/LionLock_FDE_OSS.git
cd LionLock_FDE_OSS
bash tools/dev_setup.sh

Config templates: lionlock.toml.example and .env.example.

Five-minute walkthrough: docs/QUICKSTART.md.

Audit log details: docs/AUDIT_LOGGING.md.

📡 Telemetry

LionLock writes its telemetry to one local SQLite file, logs/lionlock.db, and uploads nothing unless you opt in. If you enable uploads, only the allowlisted, pseudonymized fields documented in docs/TELEMETRY.md are sent, over HTTPS, to a receiver you run. Prompts, responses, raw identifiers, and hostnames are never included, and DO_NOT_TRACK=1 turns uploads off.

lionlock-telemetry status    # where the log is and whether uploads are enabled
lionlock-telemetry preview   # exactly what an upload would contain, without sending it