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---
title: START HERE Agent Forensics Suite
emoji: πŸ”₯
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 β€” Agent Forensics Suite (START HERE)
Evidence-first instrumentation for AI agents and safety decisions.
Audit, prove, replay, and diff runs β€” turning β€œtrust 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 β€” it’s that **nobody can prove what happened**.
This suite exists to make runs **inspectable and independently verifiable**.
## The workflow
**learn β†’ generate proof β†’ record reality β†’ seal it β†’ replay β†’ diff β†’ audit β†’ 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 β€” LLM Decision Proofs**
Ed25519-signed receipts + hash-chained runs + replay + drift diffs + Merkle proofs
https://huggingface.co/spaces/RFTSystems/AuditPlane__LLM_Decision_Proofs
- **ReplayProof β€” 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 β€” 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 β†’ no claims.