The end of
agents that forget.
One pip install gives any Python agent persistent memory, loop detection, an audit trail, and crash recovery. Automatic. No config.
Beyond stateless agents.
Memory, loop detection, and recovery that turn on themselves. You keep writing agent code.
Loop Intelligence
Real-time loop detection and agent health monitoring. Octopodas watches for retry loops, duplicate writes, runaway costs, and drift, in real time.
Agent stored nearly identical content 5 times over 3d ago. This usually means:
- A retry loop re-processing the same input
- Missing deduplication before writes
- A polling loop storing on every tick
Decision Audit Trail
Every write, recall, decision, crash, recovery, and handoff is logged with a memory snapshot. Replay any agent's reasoning, see what it knew, and prove what happened, in court if you have to.
Audit Trail
Full audit log of agent decisions, crashes, recoveries, handoffs, and anomaliesCut marketplace from Q2, push to Q3
Defer PR #155 pending refactor
External API timeout
Escalate bob's rate-limit issue to engineering
Auto-recovered from timeout
The Atlas
A live 3D view of every memory write, decision, and loop across your agent fleet. Click any node to see the full story. With Live Session Replay & built-in write blocks when a loop is detected.
Persistent memory
Agents remember across sessions, restarts, and crashes. SQLite local, Postgres cloud. You pick.
Decision audit trail
Every write, recall, and decision is logged with a memory snapshot. Full replay in the dashboard.
Sub-1ms crash recovery
Snapshots fire every 25 writes automatically. Restore to any point, even mid-agent-run.
Shared memory spaces
Multi-agent teams coordinate through a shared namespace with row-level isolation.
Drop-in framework support
LangChain, CrewAI, AutoGen, OpenAI Agents SDK, MCP, OpenClaw. One line to wire it in.
Runs anywhere
Local mode stores everything on your machine. Cloud mode is one env var away. No lock-in either way.
Tell it once. Watch it remember.
Browse every memory. See every version.
Filter by tag, importance, or prefix. Click any entry and the right pane shows the full version history what the memory said, how it changed, and when.
Every write is a receipt. Octopoda even flags duplicates automatically, so your agent never quietly stores the same fact twice.
Memory Explorer
Browse and search agent memories
Close the tab. Come back Wednesday.
Two days later. Different session. Different machine, even. Your agent picks up exactly where it left off — because the memory lives outside the process, not inside it.
No re-priming. No re-pasting context. No "start from scratch" every morning.
The agent metrics you should've had from day one.
Cost per agent. Tokens per decision. Loops caught. Dollars saved. Memory health breakdown. One dashboard, zero instrumentation.
Optimise Your Agent Fleet To Full Capacity.
Memory, loop detection, and recovery — for every agent you ship.
Start free