unicity-aos/capsule-reactPublic

ReAct loop coordinator. Stateless state machine for reasoning-and-action cycle. Part of Unicity AOS.

AI summary: A stateless state machine that acts as the ReAct loop coordinator for Astrid OS.

Stars
5.1K
Forks
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1
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Open PRs
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Commits
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RustApache-2.0Created Mar 16, 2026Last push 28d agoLatest release v0.2.2+-7 stars this week+-7 this month

Star history

since Jul 19, 2026
02K4KJul 2026Jul 2026Jul 2026Aug 2026
5.1K stars as of Aug 6, 2026, tracked back to Jul 19, 2026. Historical curve reconstructed from public GitHub event archives, calibrated to the current total.

Contribution activity

commits per day, last 52 weeks
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32 commits in the last yearLessMore

Signals and awards

derived from tracked data
  • Permissive license

    Apache-2.0

  • Continuous integration

    Automated checks passing

What capsule-react does

Capsule-react is the shell of the Unicity AOS OS model, driving the core reasoning-and-action cycle. It does not perform any inference, execute tools, build prompts, or store messages itself. Instead, it provides the pure control flow required to coordinate five other specialized capsules over an IPC event bus. By swapping this single orchestration component with an alternative strategy, developers can entirely change the agent's behavior pattern without touching the rest of the system.

Systems engineers and AI researchers building highly modular agent architectures or experimenting with custom reasoning loop control flows.

  • Pure control flow: completely decouples the ReAct loop logic from the actual inference or tool execution engines.
  • Event bus coordination: orchestrates Session, Identity, Prompt Builder, Provider, and Tool Router capsules seamlessly via IPC.
  • Stateless design: maintains only ephemeral control flow state per turn in the capsule KV store.
  • Pluggable orchestration: allows swapping the orchestration strategy (like debate or MCTS) without modifying other capsules.
  • Clear state machine: implements a strict state progression from idle through streaming and tool execution.

Where teams use it

Agent orchestration

Architects building modular agent frameworks use this to cleanly separate the control flow from the heavy lifting of LLM inference.

Experimenting with reasoning strategies

Researchers can replace this capsule to test new orchestration methods like MCTS or chain-of-verification while reusing the exact same underlying tools and providers.

Stateless system scaling

Engineers deploying scalable agents rely on its stateless design to ensure the loop can be distributed and recovered without complex state management.

Astrid OS integration

Developers targeting Astrid OS use this as the primary shell to drive the agent's core fetch-think-act loop.

Getting started: No specific command provided in the excerpt.

README

main branch

astrid-capsule-react

License: MIT OR Apache-2.0 MSRV: 1.94

The ReAct loop coordinator for Astrid OS.

In the OS model, this capsule is the shell. It drives the reasoning-and-action cycle that makes an agent an agent: fetch context, think, act, observe, repeat.

State machine

Idle -> AwaitingIdentity -> AwaitingPromptBuild -> Streaming -> AwaitingTools -> Streaming -> ... -> Idle

The react loop contains no inference logic. It is pure control flow that coordinates five other capsules over the IPC event bus:

  1. Session - fetch conversation history, persist turn results
  2. Identity - build the system prompt from workspace config
  3. Prompt Builder - merge plugin contributions into the final prompt
  4. Provider (e.g. Anthropic) - stream LLM responses
  5. Tool Router - dispatch tool calls and collect results

What it does not do

This capsule does not call LLMs, execute tools, build prompts, or store messages. It orchestrates the capsules that do. Replacing this capsule with a different orchestration strategy (debate, MCTS, chain-of-verification) changes the agent's behaviour without touching any other capsule.

Persistence

Ephemeral per-turn state is stored in the capsule KV store:

  • react.turn.{session_id} - current turn state
  • react.req2sess.{request_id} - request-to-session correlation
  • react.call2sess.{call_id} - tool call-to-session correlation

This is control flow state, not conversation history. History lives in the session capsule.

Development

rustup target add wasm32-unknown-unknown
cargo build --target wasm32-unknown-unknown --release

License

Dual-licensed under MIT and Apache 2.0.

Copyright (c) 2025-2026 Joshua J. Bouw and Unicity Labs.

View on GitHub

Recent activity

commits and pull requests

Releases and announcements

4 total
  1. v0.2.2v0.2.2Jul 9, 202627 downloads

    ## What's Changed * fix(react): abort mid-turn on bus lag instead of hanging indefinitely by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/32 * chore: release 0.2.2 by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/33 **Full Changelog**: https://github.com/unicity-astrid/capsule-react/compare/v0.2.1...v0.2.2

  2. v0.2.1v0.2.1Jul 2, 202615 downloads

    ## What's Changed * fix: read compact response fields directly off the unwrapped payload by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/30 * chore: release 0.2.1 by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/31 **Full Changelog**: https://github.com/unicity-astrid/capsule-react/compare/v0.2.0...v0.2.1 ## What's Changed * fix: read compact response fields directly off the unwrapped payload by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/30 * chore: release 0.2.1 by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/31 **Full Changelog**: https://github.com/unicity-astrid/capsule-react/compare/v0.2.0...v0.2.1

  3. v0.2.0v0.2.0Jul 2, 2026

    ## What's Changed * fix(react): send the registry-selected model, not react's own env default by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/26 * fix(react): mark context import optional by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/27 * fix(react): stream per-token deltas to platforms again by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/28 * chore: release 0.2.0 by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/29 **Full Changelog**: https://github.com/unicity-astrid/capsule-react/compare/v0.1.0...v0.2.0

  4. v0.1.0v0.1.0Jun 14, 202662 downloads

    ## What's Changed * fix(deps): resolve astrid-sdk from crates.io registry by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/1 * chore: bump astrid-sdk to 0.3.0 by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/3 * fix: batch response and silence empty config log spam by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/4 * feat: migrate to time::now() returning SystemTime by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/5 * ci: add WASM release pipeline by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/6 * feat: add [imports]/[exports] interface declarations by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/8 * refactor: receive tools + messages from prompt builder by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/9 * chore: bump astrid-sdk to 0.5.2 by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/10 * feat: context compaction via context engine by @joshuajbouw in https://github.com/unicity-astrid/capsule-react/pull/11 * chore: bump astrid-sdk to 0.5.3 + reproducible builds by @joshuajbouw in https://github.co

Commits per week

last 52 weeks
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32 commits in the last 52 weeks.

When work happens

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Commit volume by weekday and hour (UTC). Larger dots mean more commits.
DateListRankStars gained
Jul 21, 2026daily#8+6
Jul 20, 2026daily#2+10
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