If you’re building agentic systems and you’ve ever had a run fail in prod and thought “cool… but why did it diverge?”, this collection is the toolchain I kept wishing existed end-to-end. The ecosystem has strong benchmarks and orchestration, but the day-to-day reality is messier: stochastic LLM outputs, flaky tools, drift, and memory corruption are where trust dies. So we built a tight suite that turns agent debugging into evidence.
Collection: RFTSystems: Agent Forensics Suite - a RFTSystems Collection
What’s inside (5 Spaces, one workflow)
- TrustStack Console — “audit cockpit”
Inspect runs, compare states, and see exactly what changed and why. This is the operator view for governance + debugging.
#observability #governance #ai-safety #audit #mlops
- RFT Memory Receipt Engine — “proof layer”
Generate a downloadable, tamper-evident receipt for a run and independently verify memory/state wasn’t silently rewritten.
#provenance #cryptography #compliance #security #agents
- Agent Flight Recorder — hash-chained event logging
Log what an agent actually did (prompt, tools, outputs, memory reads/writes) in a timeline that breaks on tampering. Export bundles anyone can validate.
#tracing #forensics #reproducibility #incident-response #agentops
- ReplayProof — Agent POV Verified Replay (game-like sandbox)
Turns “trust me” demos into verifiable runs: deterministic gridworld, export signed/hash-chained bundles, upload to verify, replay anywhere.
#replay #verification #demo #benchmarking #agent-evals
- TimelineDiff — Differential Reproducibility (DRP)
The missing piece: diff two non-deterministic timelines, align events, pinpoint first divergence, classify the cause (sampling/tool/memory/control-flow), and export JSON + Markdown + PDF reports.
#debugging #stochasticity #diff #postmortem #enterprise-ai
Why this matters (and why it’s getting attention)
Most “agent stacks” stop at orchestration and success-rate metrics. That’s fine until you hit real production constraints: audits, regulated workflows, incident response, and “prove to me what happened” requirements. This suite is built for that world: tamper-evidence, reproducibility, verified replay, and divergence forensics — all in public Spaces you can test in minutes.
If you’re shipping agents in finance/healthcare/legal/ops, or you’re just tired of chasing ghosts in logs, this collection is aimed directly at you.
#agents #agenticAI #AIobservability #reproducibility #verification #security #governance #MLops #forensics #audit #trustandSafety #OpenSource