Evidence

Aionis should not be adopted on narrative alone. This page summarizes the public evidence behind the current product claims.

What the evidence is meant to prove

The key claims behind Aionis are:

1. agents can continue work across sessions instead of restarting from zero
2. continuation reduces repeated token cost
3. replay and exact handoff recovery are practical, not theoretical
4. Lite is a real local product path, not a concept demo

Continuity and token evidence

In a larger-project continuation test on the open-source pallets/click repository:

1. output tokens were reduced by about 77%
2. total tokens were reduced by about 33%
3. the second session resumed work from stored execution memory and handoff recovery instead of rebuilding context from scratch

What this proves:

1. Aionis is not only a storage layer
2. it changes the cost of cross-session continuation
3. the product value is continuity first, with token reduction as one consequence

Replay and exact recovery evidence

The current public workflow already demonstrates:

1. replay lifecycle recording
2. replay run inspection
3. playbook compilation and retrieval
4. exact handoff recovery for continuation-sensitive workflows

This matters because teams need more than “memory recall.” They need:

1. a reusable execution path
2. inspectable evidence
3. a reliable way to resume work after interruption

Lite public beta evidence

Lite is currently positioned as the fastest path to trying Aionis locally.

That claim is backed by:

1. a real start:lite path
2. repository alpha and beta gates
3. repeatable lite:dogfood
4. support for the core local workflow:
   • write
   • recall
   • recall_text
   • planning/context
   • context/assemble
   • replay lifecycle
   • packs
   • rules and tools loop

Lite is still not presented as:

1. Server parity
2. a production replacement for Server
3. a multi-user control plane

What this does not prove

These results do not mean:

1. every task will save the same number of tokens
2. Lite is the default production deployment
3. Aionis replaces governance, operations, or architecture work by itself

The evidence supports a narrower claim:

1. Aionis improves execution continuity
2. continuity can materially reduce repeated agent cost
3. the local product path is real and usable today

Recommended reading

1. Lite Public Beta
2. Choose Lite or Server
3. Codex Local Profile
4. Overview