GAIT: git-like versioning for AI turns, commits, and context
Project description
gait
An open source version and source control system, inspired by Git, for Artificial Intelligence Agents
Git-Like Version Control for AI Conversations
GAIT is an open-source, Git-inspired version control system for AI conversations, prompts, and long-lived memory.
It treats AI context as versioned infrastructure, not disposable chat logs.
Think of GAIT as Git for reasoning, not files.
Why GAIT Exists
AI workflows don’t behave like filesystems:
Conversations evolve over time
Some context should persist, some should not
Bad turns must be reversible
Experiments should not pollute production memory
Prompt changes need safe branching and rollback
Traditional chat tools collapse history, memory, and state into one fragile stream.
GAIT separates them — while keeping everything inspectable, versioned, and reversible.
What GAIT Lets You Do
Record user ↔ assistant turns as immutable objects
Commit conversation state to branches
Pin important turns into explicit, long-lived memory
Resume conversations safely (or start fresh automatically)
Branch, merge, and experiment without losing context
Rewind history and memory independently
Chat interactively with local LLMs while versioning every turn
Core Concepts Turns
A turn is a single user + assistant interaction.
User: "What is GAIT?" Assistant: "GAIT is Git for AI conversations."
Turns are immutable
Content-addressed
Stored once, referenced everywhere
Commits
A commit references one or more turns and has parents, metadata, and a branch.
Normal commits contain turns
Merge commits contain no turns
Commits form a DAG (just like Git)
This allows safe history traversal, branching, and merges.
Memory (HEAD+ Memory)
Memory is explicitly pinned context that survives across turns.
Key properties:
Memory is opt-in
Only pinned turns enter memory
Memory is versioned independently from commits
Memory has its own reflog
This prevents accidental context bloat and hallucination drift.
Repository Layout
GAIT stores everything in a .gait/ directory:
.gait/ ├── HEAD ├── objects/ # content-addressed objects (turns, commits, memory) ├── refs/ │ ├── heads/ # branches │ └── memory/ # branch memory refs ├── turns.jsonl # turn → commit log └── memory.jsonl # memory reflog
No magic. Everything is inspectable.
Installation (Dev / Editable) python -m venv GAITING source GAITING/bin/activate pip install -e .
This installs the gait CLI into your virtual environment.
(PyPI packaging coming next.)
Quick Start Initialize a repo gait init
Record a turn
gait record-turn
--user "What is GAIT?"
--assistant "GAIT is Git for AI conversations."
This:
Stores the turn
Creates a commit
Advances HEAD
Pin important context into memory gait pin --last --note "baseline definition"
Pinned turns now become part of HEAD+ memory.
gait memory
View history gait log gait show HEAD
Interactive Chat (Local LLMs)
GAIT includes an interactive chat mode that records every turn automatically.
gait chat
Supported local providers
GAIT auto-detects local LLMs in this order:
Ollama — 127.0.0.1:11434
Foundry Local — 127.0.0.1:63545
LM Studio — 127.0.0.1:1234
No flags required in the common case.
Defaults & safety
If history exists → GAIT resumes automatically
If HEAD is empty → GAIT starts fresh (no crash)
Memory is injected only if pinned
Resume can be disabled with --no-resume
Environment overrides export GAIT_PROVIDER=openai_compat export GAIT_BASE_URL=http://127.0.0.1:1234 export GAIT_DEFAULT_MODEL=gemma-3-4b
Branching & Experiments
Create and switch branches directly from the CLI:
gait branch experiment gait checkout experiment
Branches:
Inherit commit history
Optionally inherit memory (--no-inherit-memory)
Are perfect for prompt and reasoning experiments
Inside gait chat, you can also:
/branches /branch new-idea /checkout new-idea
(No context loss.)
Merging gait merge experiment
Optional memory merge:
gait merge experiment --with-memory
Memory merges:
Deduplicate pinned turns
Preserve provenance
Are logged in the memory reflog
Revert vs Reset (Important) gait revert — safe undo gait revert gait revert --also-memory
Moves HEAD to the parent commit
Optionally rewinds memory correctly
Best for interactive usage
gait reset — power tool gait reset gait reset --hard
reset → move HEAD only
reset --hard → move HEAD + memory
Best for timeline surgery and cleanup.
Memory Reflog (The Secret Sauce)
Every memory mutation is logged with:
Timestamp
Branch
HEAD commit at the time
Old memory → new memory
Reason (pin, unpin, merge, revert, reset)
This makes memory auditable, reversible, and safe.
Context Export (Agent-Ready) gait context --json
Produces a structured context bundle:
{ "schema": "gait.context.v0", "branch": "main", "memory_id": "...", "pinned_items": 2, "items": [...] }
Designed for:
LLM prompts
Agent frameworks
MCP (future)
What GAIT Is Not (Yet)
❌ File version control
❌ Automatic memory
❌ Hosted SaaS
❌ MCP server (coming)
GAIT is intentionally small, explicit, and correct.
Philosophy
History is cheap. Memory is intentional. Reversibility is non-negotiable.
GAIT treats AI context like production infrastructure — not chat logs.
gaithub - remote hub for gait repositories
Remote Repository (gaithub – Early Access)
GAIT supports an experimental remote repository backend called gaithub.
This enables pushing, pulling, and cloning GAIT repositories over HTTP — similar to how Git talks to GitHub — but purpose-built for AI context, turns, commits, and memory.
Temporary Cloud Run Endpoint
While DNS and permanent hosting are being finalized, gaithub is currently running on Google Cloud Run at:
https://gaithub-960937205198.us-central1.run.app
⚠️ Important
This endpoint is temporary
It may be reset, redeployed, or replaced without notice
A stable domain name and authentication model are on the roadmap
Using gaithub as a Remote
You can treat this endpoint as a GAIT remote for early testing.
Add it as a remote:
gait remote add cloud https://gaithub-960937205198.us-central1.run.app
Push a repository:
gait push cloud --owner john --repo my-ai-project
Clone from the remote:
gait clone https://gaithub-960937205198.us-central1.run.app
--owner john
--repo my-ai-project
--path ./my-ai-project-clone
Verify the clone:
cd my-ai-project-clone gait status gait log --limit 5 gait verify
Roadmap: gaithub
Planned improvements include:
Stable DNS (e.g. gaithub.ai or similar)
Authentication & authorization
Forks and pull requests (GAIT-native, not Git)
Remote memory policies
Hosted public and private repositories
MCP-compatible remote context export
Remote sync is intentionally not required for GAIT’s core philosophy — but when used, it enables collaboration, backup, and distributed agent workflows.
Status
Version: 0.0.1
State: Core model stable, active development
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file gait_ai-0.0.2.tar.gz.
File metadata
- Download URL: gait_ai-0.0.2.tar.gz
- Upload date:
- Size: 35.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.13.0b1
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
6536752ad29c5ae32f4698615b7530b35bb653daf48ea8b30f96d07808ea5693
|
|
| MD5 |
d4116653bc0b3e8c5d806ab1e33418b1
|
|
| BLAKE2b-256 |
1ecdc98841c09550bdd35cc7f61d25fa693e16a1b9102267be904b7d407e6b63
|
File details
Details for the file gait_ai-0.0.2-py3-none-any.whl.
File metadata
- Download URL: gait_ai-0.0.2-py3-none-any.whl
- Upload date:
- Size: 40.4 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.2.0 CPython/3.13.0b1
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
5f2c4078790f3b75f6692cd05b2c4ee68a686126c188fe661e4d3624d4fcde3a
|
|
| MD5 |
120166b5b2c56c1a19a7e728b2732638
|
|
| BLAKE2b-256 |
989f3dd7bffaf92e6671f48e3bc8a93450b018f4a93cb8c8c6f40b2587b77233
|