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)
- Open AuditPlane and generate a baseline suite (signed receipts + Merkle proofs).
- Replay the same suite and confirm drift diffs.
- 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_ProofsReplayProof — Agent POV Verified Replay
Deterministic run bundles you can replay and verify anywhere
https://huggingface.co/spaces/RFTSystems/ReplayProof__Agent_POV__Verified_ReplayAgent Flight Recorder
Hash-chained event logging across prompts, tools, outputs, and memory reads/writes
https://huggingface.co/spaces/RFTSystems/Agent_Flight_RecorderRFT Memory Receipt Engine
Generate and verify tamper-evident receipts for agent state/memory
https://huggingface.co/spaces/RFTSystems/RFT_Memory_Receipt_EngineTimelineDiff — Differential Reproducibility
Align two bundles and pinpoint the first divergence
https://huggingface.co/spaces/RFTSystems/TimelineDiff__Differential_ReproducibilityTrustStack Console
Audit cockpit: inspect runs, compare state, trace what changed and why
https://huggingface.co/spaces/RFTSystems/TrustStack_ConsoleCoherent Compute Engine
Verification-first benchmark with downloadable receipts
https://huggingface.co/spaces/RFTSystems/Coherent_Compute_Engine
Principle
No receipts → no claims.