---
title: START HERE  Agent Forensics Suite
emoji: 🔥
colorFrom: indigo
colorTo: purple
sdk: gradio
sdk_version: 6.3.0
app_file: app.py
pinned: true
short_description: 'Start here: verify agent runs with receipts, replays, diffs.'
license: other
thumbnail: >-
  https://cdn-uploads.huggingface.co/production/uploads/
---

# RFTSystems — Agent Forensics Suite (START HERE)

Evidence-first instrumentation for AI agents and safety decisions.  
Audit, prove, replay, and diff runs — turning “trust me” into verification.

## Why this exists
AI is being deployed faster than teams can reproduce failures, attribute responsibility, or prove what changed.  
The unacceptable part isn’t that systems fail — it’s that **nobody can prove what happened**.

This suite exists to make runs **inspectable and independently verifiable**.

## The workflow
**learn → generate proof → record reality → seal it → replay → diff → audit → benchmark**

## Quick start (60 seconds)
1. Open **AuditPlane** and generate a baseline suite (signed receipts + Merkle proofs).
2. Replay the same suite and confirm **drift diffs**.
3. Export the offline bundle so anyone can verify it without trusting you.

## The labs
- **AuditPlane — LLM Decision Proofs**  
  Ed25519-signed receipts + hash-chained runs + replay + drift diffs + Merkle proofs  
  https://huggingface.co/spaces/RFTSystems/AuditPlane__LLM_Decision_Proofs

- **ReplayProof — Agent POV Verified Replay**  
  Deterministic run bundles you can replay and verify anywhere  
  https://huggingface.co/spaces/RFTSystems/ReplayProof__Agent_POV__Verified_Replay

- **Agent Flight Recorder**  
  Hash-chained event logging across prompts, tools, outputs, and memory reads/writes  
  https://huggingface.co/spaces/RFTSystems/Agent_Flight_Recorder

- **RFT Memory Receipt Engine**  
  Generate and verify tamper-evident receipts for agent state/memory  
  https://huggingface.co/spaces/RFTSystems/RFT_Memory_Receipt_Engine

- **TimelineDiff — Differential Reproducibility**  
  Align two bundles and pinpoint the first divergence  
  https://huggingface.co/spaces/RFTSystems/TimelineDiff__Differential_Reproducibility

- **TrustStack Console**  
  Audit cockpit: inspect runs, compare state, trace what changed and why  
  https://huggingface.co/spaces/RFTSystems/TrustStack_Console

- **Coherent Compute Engine**  
  Verification-first benchmark with downloadable receipts  
  https://huggingface.co/spaces/RFTSystems/Coherent_Compute_Engine

## Principle
No receipts → no claims.