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CONTINUUM
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CONTINUUM

Active·★ 24·Apache-2.0·Updated 2026-10-24

CONTINUUM provides verifiable semantic recovery for long-running AI agents, preventing work duplication and token waste during crashes. It achieves this through compact semantic checkpoints, independent environment revalidation, and a provenance-aware state tracking system.

#Semantic Checkpoints#Agent Recovery#Idempotent Actions#Environment Revalidation#Tamper-Evident Log#LLM Agents#Fault Tolerance
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Guides
$ Install
$ git clone https://github.com/Cyrax321/CONTINUUM.git && cd CONTINUUM && pip install -e ".[dev]"
↗ Visit site★ GitHub
01

Features

01Semantic checkpoints: Compact, versioned, inspectable state, not a transcript dump.
02Idempotent action ledger: Refuses duplicate external side effects; surfaces uncertain ones for reconciliation.
03Environment revalidation: Every checkpoint component verified against the current world before resume.
04Tamper-evident log: Hash-chained event log (36 event types) with integrity verification.
05Recovery engine: Seven recovery modes with a deterministic, sealed next-action contract.
02

Compatibility

Python
Runtime
Verified via docs
Docker
Container
Verified via docs
LangGraph
Framework
Verified via docs
LangChain
Framework
Verified via docs
OpenAI Agents SDK
Framework
Verified via docs
SQLite
Database
Verified via docs
03

Quick start

1
$ git clone https://github.com/Cyrax321/CONTINUUM.git
2
$ cd CONTINUUM
3
$ pip install -e ".[dev]"
04

Use cases

↳Resuming long-running AI agent tasks after crashes without replaying work, saving tokens and preserving decisions.
↳Wiring a coding agent (e.g., Claude Code, Gemini CLI) to capture file writes as hash-chained evidence and refuse duplicate side effects.
↳Integrating with various LLM frameworks (LangChain, LangGraph, OpenAI Agents SDK) to add robust persistence and verifiable recovery capabilities.
↳Ensuring the integrity and provenance of agent actions and state through a tamper-evident event log.
05

Alternatives

⚡Top VS:
VSkaeru★48→VShera★946→VSokf-agent-memory★836→VS

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Cyrax321 /
CONTINUUM
↗

CONTINUUM: Verifiable semantic recovery for long-running AI agents. Semantic checkpoints (not conversation dumps), an idempotent action ledger that refuses duplicate side effects, and a hash-chained tamper-evident event log, all exposed as a deny-by-default MCP server. Framework-agnostic, Python 3.11+.

24Apache-2.0
Last commit1d ago
StatusActive
CategoryMemory & Context
Links
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