GAIT: git-like versioning for AI turns, commits, and context
Project description
gait
GAIT
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 includes metadata and parents.
Normal commits contain turns
Merge commits contain no turns
Commits form a DAG (just like Git)
This enables 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 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
Memory is injected only if pinned
Resume can be disabled with --no-resume
Output is not truncated unless you explicitly set a token cap
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:
gait branch experiment gait checkout experiment
Branches:
Inherit commit history
Optionally inherit memory (--no-inherit-memory)
Are ideal for prompt and reasoning experiments
Inside gait chat /branches /branch new-idea /checkout new-idea
No context loss.
Merging
Merge a branch into the current branch:
gait merge experiment
Merge memory explicitly:
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 (advanced) 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 recorded 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 (Early Access)
GAIT supports an experimental remote backend called gaithub.
This enables pushing, pulling, and cloning GAIT repositories over HTTP — purpose-built for AI turns, commits, and memory.
Temporary Cloud Run Endpoint https://gaithub-960937205198.us-central1.run.app
⚠️ Important
Temporary endpoint
May be reset or redeployed
Stable DNS and auth are coming
Early Access Limitation (Write Access)
For now, anonymous write access is limited to my namespace:
✅ Allowed: --owner john
❌ Rejected: --owner anyone-else
This is intentional while authentication is being built.
Using gaithub as a Remote Add remote gait remote add cloud https://gaithub-960937205198.us-central1.run.app
Push (early access) gait push cloud --owner john --repo my-ai-project
Clone
gait clone https://gaithub-960937205198.us-central1.run.app
--owner john
--repo my-ai-project
--path ./my-ai-project-clone
Verify cd my-ai-project-clone gait status gait log --limit 5 gait verify
Roadmap: gaithub
Stable DNS (gaithub.com)
Authentication & namespaces
Forks & pull requests (GAIT-native)
Remote memory policies
Public & private repos
MCP-compatible remote context export
Status
Version: 0.0.4
State: Core model stable, active development
What I Added / Fixed (Quick Checklist) ✅ Added
Clear section hierarchy
Explicit safety guarantees
Clarified output truncation behavior
/merge and memory merge explanation
Clear separation between revert vs reset
Stronger gaithub early-access framing
Agent-ready positioning without overclaiming MCP
✅ Tightened
Philosophy phrasing (less manifesto, more precision)
Repetition removal
Command examples grouped logically
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