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TTal · GitHub

TTal

README.md

tta-lab

Open-source toolkit for AI agent operations. Not another code agent — the infrastructure that makes all code agents better.

What We Build

We build composable, Unix-style tools that give AI agents autonomy: task routing, worker lifecycle, code intelligence, sandboxing, and inter-agent communication. One binary at a time, no cloud required.

Core

Repo What it does
ttal-cli Agent ops CLI. Route tasks, spawn workers, ship PRs. The orchestration layer.
logos Bash-only reasoning engine. LLMs think in plain text, act with shell commands. No tool call overhead.
organon Structure-aware tools for agents. Tree-sitter code editing, web navigation, search. Stdin in, stdout out.
temenos Filesystem sandboxing for agents. seatbelt (macOS) + bubblewrap (Linux).
agora Matrix protocol TUI for human-agent conversations. Charm-powered, markdown-rendered, task-aware. Potentially the best Matrix TUI out there.

Support

Repo What it does
diary Append-only diary CLI for agents and humans. Per-agent journals, daily entries.

Architecture

┌─────────────────────────────────────────────┐
│              Manager Plane                  │
│  Long-running agents: orchestrate, research,│
│  design. Persist across sessions.           │
├─────────────────────────────────────────────┤
│              ttal-cli                       │
│  Route tasks → spawn workers → ship PRs     │
│  One binary, composable commands, no cloud   │
├─────────────────────────────────────────────┤
│              Worker Plane                   │
│  Short-lived coders in git worktrees.       │
│  Implement → review → merge → disappear.    │
├──────────┬──────────┬────────────┬──────────┤
│  logos   │ organon  │  temenos   │  agora   │
│ reasoning│  tools   │  sandbox   │   chat   │
└──────────┴──────────┴────────────┴──────────┘

Philosophy

  • Runtime agnostic — ttal works with Claude Code, Codex, kit, or any agent runtime. It's the handle, not the blade.
  • Unix philosophy — small tools that compose. Text as interface. Pipes over APIs.
  • Convention over configuration — opinionated defaults for branch naming, PR workflow, task lifecycle, so agents don't have to decide.
  • Local-first, cloud-ready — ttal works fully offline with taskwarrior and markdown plans. For teams that want more, we recommend FlickNote and FlickTask — LLM-powered knowledge capture with auto-categorization, tree-structured task management with subtasks, and cloud sync. When tasks have subtrees, agents can spawn workers to handle individual branches independently.

Install

brew tap tta-lab/ttal
brew install ttal

License

MIT

Pinned Loading

  1. ttal-cli ttal-cli Public

    Multi-Repo Multi-Agent Harness CLI for Claude Code. Connect to your team from Telegram, route tasks, spawn workers, ship PRs. One binary, no cloud.

    Go 23 2

  2. logos logos Public

    Bash-only reasoning engine. LLMs think in plain text, act with `cat main.go` commands. No tool call overhead.

    Go 5

  3. temenos temenos Public

    Sacred boundary for AI agents. Filesystem isolation via seatbelt (macOS) and bubblewrap (Linux). YAGNI containers.

    Go 11

  4. organon organon Public

    Structure-aware tools for AI agents. Tree-sitter code editing, web page navigation, search. No daemon, no JSON, just stdin.

    Go 5 1

  5. agora agora Public

    Where humans and AI meet. Matrix chat TUI for agent conversations. Charm-powered, markdown-rendered, task-aware.

    Jsonnet

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