Case Study

SAME: Stateless Agent
Memory Engine

How we built a developer tool from scratch and brought it to market — product design, engineering, brand, and GTM under one roof.

SAME
Persistent memory for AI coding agents

The Problem

AI agents forget everything between sessions.

AI coding assistants like Claude Code, Cursor, and Windsurf are transforming software development. But they share a fundamental limitation: every new session starts from zero. Context is lost. Preferences are forgotten. Lessons learned evaporate.

Developers compensate with manually curated rules files and copy-pasted notes, but it's fragile, tedious, and doesn't scale. The market needed a real solution — one that worked locally, respected privacy, and integrated seamlessly.

The Solution

Local-first memory that works automatically.

SAME is a ~10MB Go binary that gives AI coding agents persistent, semantic memory. It runs entirely on your machine — no cloud, no accounts, no API keys for core functionality. Memories are stored in SQLite, embeddings are generated locally via Ollama, and context is surfaced automatically through MCP integration.

Technical Architecture

  • Go binary, single-file install
  • SQLite storage + FTS5 search
  • Ollama embeddings (local)
  • MCP server (12 tools)
  • Gate chain quality control
  • BSL 1.1 → Apache 2.0 (2030)

Key Differentiators

  • Zero cloud dependency
  • Ambient — no manual tagging
  • Works with any MCP client
  • Semantic search, not keyword
  • Privacy by architecture
  • Cross-platform (macOS/Linux/Win)

Our Role

Everything. That's the point.

SAME isn't a client project — it's our own product. We handled every layer, from architecture decisions to community strategy, demonstrating the integrated creative + technical model that defines Thirty3 Labs.

Engineering

Go backend, MCP server, installer scripts, CI/CD

Product Design

UX flows, CLI interface, documentation architecture

Brand Identity

Naming, visual identity, tone of voice, positioning

Website

statelessagent.com — landing, docs, SEO, LLM integration

Content

Documentation, blog posts, social content, launch copy

Go-to-Market

Launch strategy, community seeding, distribution channels

Results

Shipped, positioned, and growing.

SAME launched as a fully realized product: binary downloads, cross-platform installers, comprehensive documentation, and a clear competitive position against well-funded alternatives like Mem0 ($24M raised) and built-in solutions from major AI tools.

v0.7.0
Current release
12 Tools
MCP integration
3 Platforms
macOS, Linux, Windows
~10MB
Single binary
Zero Cloud
Fully local architecture
Full GTM
End-to-end execution

Explore

See it for yourself.