unicity-aos/capsule-reactPublic

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

AI summary: A stateless Rust ReAct loop coordinator serving as the core control flow for Astrid OS.

Stars
5K
+-1 today
Forks
13
Watchers
2
Open issues
0
Open PRs
1
Contributors
~1
Commits
32
Branches
8

RustApache-2.0Created Mar 16, 2026Last push 2mo agoLatest release v0.2.2+-4 stars this week+-12 this month

Quick answers

What is capsule-react?
A stateless Rust ReAct loop coordinator serving as the core control flow for Astrid OS.
What does capsule-react do?
astrid-capsule-react functions as a highly decoupled control-flow component that orchestrates the fundamental reasoning-and-action (ReAct) cycle for the Astrid OS environment. It acts purely as a state machine, meticulously coordinating the complex interplay between session history, prompt building, LLM streaming, and tool routing without executing any inference logic itself. By communicating exclusively over an IPC event bus, it drives the 'fetch context, think, act, observe' loop while keeping ephemeral state isolated in a fast KV store. This architectural design ensures that the core orchestration strategy can be radically modified or replaced without destabilizing other system capsules.
Who is capsule-react for?
This component is designed for advanced systems engineers, AI researchers, and developers building modular, OS-level agent architectures. It requires deep knowledge of Rust, state machine design, and WebAssembly compilation targets.
How do I get started with capsule-react?
cargo build --target wasm32-unknown-unknown --release
How popular is capsule-react on GitHub?
unicity-aos/capsule-react has 5,040 stars and 13 forks on GitHub, and gained -4 stars in the last 7 days.
What license does capsule-react use?
unicity-aos/capsule-react is released under the Apache-2.0 license.

Star history

since Jul 29, 2026
02K4KJul 2026Aug 2026Sep 2026Oct 2026
5K stars as of Oct 3, 2026. Measured daily since Jul 29, 2026; GitHub no longer exposes earlier star timestamps.

Contribution activity

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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

astrid-capsule-react functions as a highly decoupled control-flow component that orchestrates the fundamental reasoning-and-action (ReAct) cycle for the Astrid OS environment. It acts purely as a state machine, meticulously coordinating the complex interplay between session history, prompt building, LLM streaming, and tool routing without executing any inference logic itself. By communicating exclusively over an IPC event bus, it drives the 'fetch context, think, act, observe' loop while keeping ephemeral state isolated in a fast KV store. This architectural design ensures that the core orchestration strategy can be radically modified or replaced without destabilizing other system capsules.

This component is designed for advanced systems engineers, AI researchers, and developers building modular, OS-level agent architectures. It requires deep knowledge of Rust, state machine design, and WebAssembly compilation targets.

  • Stateless state machine design: Manages complex transition phases (like AwaitingPromptBuild or Streaming) without permanently storing conversation data.
  • IPC event bus coordination: Communicates securely and asynchronously with five distinct system capsules to execute the full agent lifecycle.
  • Decoupled inference logic: Isolates control flow entirely from LLM execution, ensuring that prompt generation and tool execution remain separate concerns.
  • Ephemeral KV persistence: Stores crucial per-turn state and request-correlation data in a fast, temporary key-value store for rapid retrieval.
  • WebAssembly compilation target: Compiles strictly to the wasm32-unknown-unknown target, ensuring lightweight, portable execution across environments.

Where teams use it

Modular Agent Architecture

Systems engineers utilize the capsule to orchestrate complex AI workflows where components like memory and tool execution are strictly physically isolated.

Orchestration Strategy Experimentation

AI researchers swap out this specific ReAct capsule with alternative strategies (like Monte Carlo Tree Search) without needing to rewrite the rest of the OS.

Secure Tool Routing

Security architects rely on the decoupled event bus design to ensure the reasoning engine cannot directly access or execute unauthorized system tools.

Cross-platform OS Deployment

Developers compile the capsule to WebAssembly to run the core agent control loop efficiently within browser environments or edge nodes.

Getting started: cargo build --target wasm32-unknown-unknown --release

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, 202698 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, 202617 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, 20262 downloads

    ## 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, 202665 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

Code frequency

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+2K-2KWeek of 2026-03-15: +2,037 linesWeek of 2026-03-15: -113 linesWeek of 2026-03-22: +227 linesWeek of 2026-03-22: -14 linesWeek of 2026-03-29: +0 linesWeek of 2026-03-29: -0 linesWeek of 2026-04-05: +0 linesWeek of 2026-04-05: -0 linesWeek of 2026-04-12: +141 linesWeek of 2026-04-12: -151 linesWeek of 2026-04-19: +0 linesWeek of 2026-04-19: -0 linesWeek of 2026-04-26: +0 linesWeek of 2026-04-26: -0 linesWeek of 2026-05-03: +0 linesWeek of 2026-05-03: -0 linesWeek of 2026-05-10: +0 linesWeek of 2026-05-10: -0 linesWeek of 2026-05-17: +33 linesWeek of 2026-05-17: -129 linesWeek of 2026-05-24: +1,000 linesWeek of 2026-05-24: -166 linesWeek of 2026-05-31: +236 linesWeek of 2026-05-31: -21 linesWeek of 2026-06-07: +6 linesWeek of 2026-06-07: -6 linesWeek of 2026-06-14: +18 linesWeek of 2026-06-14: -22 linesWeek of 2026-06-21: +854 linesWeek of 2026-06-21: -71 linesWeek of 2026-06-28: +200 linesWeek of 2026-06-28: -23 linesWeek of 2026-07-05: +38 linesWeek of 2026-07-05: -6 linesWeek of 2026-07-12: +0 linesWeek of 2026-07-12: -0 linesWeek of 2026-07-19: +0 linesWeek of 2026-07-19: -0 linesWeek of 2026-07-26: +0 linesWeek of 2026-07-26: -0 linesWeek of 2026-08-02: +0 linesWeek of 2026-08-02: -0 linesWeek of 2026-08-09: +0 linesWeek of 2026-08-09: -0 linesWeek of 2026-08-16: +0 linesWeek of 2026-08-16: -0 linesWeek of 2026-08-23: +0 linesWeek of 2026-08-23: -0 linesWeek of 2026-08-30: +0 linesWeek of 2026-08-30: -0 linesWeek of 2026-09-06: +0 linesWeek of 2026-09-06: -0 linesWeek of 2026-09-13: +0 linesWeek of 2026-09-13: -0 linesMar 15, 2026Sep 13, 2026
+4.8K lines added, -722 removed over the last year.

Commits per week

last 52 weeks
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32 commits in the last 52 weeks.

When work happens

weekday and hour
SunMonTueWedThuFriSat036912151821Sun 0:00 — 0 commitsSun 1:00 — 0 commitsSun 2:00 — 0 commitsSun 3:00 — 0 commitsSun 4:00 — 0 commitsSun 5:00 — 0 commitsSun 6:00 — 0 commitsSun 7:00 — 0 commitsSun 8:00 — 0 commitsSun 9:00 — 0 commitsSun 10:00 — 0 commitsSun 11:00 — 0 commitsSun 12:00 — 0 commitsSun 13:00 — 0 commitsSun 14:00 — 0 commitsSun 15:00 — 1 commitsSun 16:00 — 0 commitsSun 17:00 — 0 commitsSun 18:00 — 0 commitsSun 19:00 — 2 commitsSun 20:00 — 2 commitsSun 21:00 — 0 commitsSun 22:00 — 0 commitsSun 23:00 — 0 commitsMon 0:00 — 0 commitsMon 1:00 — 0 commitsMon 2:00 — 0 commitsMon 3:00 — 0 commitsMon 4:00 — 0 commitsMon 5:00 — 1 commitsMon 6:00 — 0 commitsMon 7:00 — 0 commitsMon 8:00 — 0 commitsMon 9:00 — 0 commitsMon 10:00 — 0 commitsMon 11:00 — 0 commitsMon 12:00 — 0 commitsMon 13:00 — 0 commitsMon 14:00 — 0 commitsMon 15:00 — 0 commitsMon 16:00 — 1 commitsMon 17:00 — 0 commitsMon 18:00 — 0 commitsMon 19:00 — 0 commitsMon 20:00 — 0 commitsMon 21:00 — 0 commitsMon 22:00 — 0 commitsMon 23:00 — 0 commitsTue 0:00 — 0 commitsTue 1:00 — 2 commitsTue 2:00 — 0 commitsTue 3:00 — 0 commitsTue 4:00 — 1 commitsTue 5:00 — 1 commitsTue 6:00 — 0 commitsTue 7:00 — 0 commitsTue 8:00 — 0 commitsTue 9:00 — 0 commitsTue 10:00 — 0 commitsTue 11:00 — 0 commitsTue 12:00 — 0 commitsTue 13:00 — 0 commitsTue 14:00 — 1 commitsTue 15:00 — 0 commitsTue 16:00 — 0 commitsTue 17:00 — 1 commitsTue 18:00 — 0 commitsTue 19:00 — 0 commitsTue 20:00 — 1 commitsTue 21:00 — 1 commitsTue 22:00 — 1 commitsTue 23:00 — 0 commitsWed 0:00 — 1 commitsWed 1:00 — 0 commitsWed 2:00 — 1 commitsWed 3:00 — 2 commitsWed 4:00 — 0 commitsWed 5:00 — 1 commitsWed 6:00 — 0 commitsWed 7:00 — 0 commitsWed 8:00 — 0 commitsWed 9:00 — 0 commitsWed 10:00 — 0 commitsWed 11:00 — 0 commitsWed 12:00 — 0 commitsWed 13:00 — 0 commitsWed 14:00 — 0 commitsWed 15:00 — 0 commitsWed 16:00 — 0 commitsWed 17:00 — 0 commitsWed 18:00 — 0 commitsWed 19:00 — 0 commitsWed 20:00 — 0 commitsWed 21:00 — 0 commitsWed 22:00 — 0 commitsWed 23:00 — 0 commitsThu 0:00 — 0 commitsThu 1:00 — 0 commitsThu 2:00 — 0 commitsThu 3:00 — 1 commitsThu 4:00 — 0 commitsThu 5:00 — 0 commitsThu 6:00 — 0 commitsThu 7:00 — 1 commitsThu 8:00 — 1 commitsThu 9:00 — 0 commitsThu 10:00 — 0 commitsThu 11:00 — 0 commitsThu 12:00 — 0 commitsThu 13:00 — 0 commitsThu 14:00 — 0 commitsThu 15:00 — 0 commitsThu 16:00 — 0 commitsThu 17:00 — 0 commitsThu 18:00 — 0 commitsThu 19:00 — 0 commitsThu 20:00 — 2 commitsThu 21:00 — 0 commitsThu 22:00 — 0 commitsThu 23:00 — 1 commitsFri 0:00 — 0 commitsFri 1:00 — 0 commitsFri 2:00 — 0 commitsFri 3:00 — 0 commitsFri 4:00 — 0 commitsFri 5:00 — 0 commitsFri 6:00 — 0 commitsFri 7:00 — 0 commitsFri 8:00 — 0 commitsFri 9:00 — 0 commitsFri 10:00 — 0 commitsFri 11:00 — 0 commitsFri 12:00 — 0 commitsFri 13:00 — 0 commitsFri 14:00 — 1 commitsFri 15:00 — 0 commitsFri 16:00 — 0 commitsFri 17:00 — 2 commitsFri 18:00 — 0 commitsFri 19:00 — 0 commitsFri 20:00 — 0 commitsFri 21:00 — 0 commitsFri 22:00 — 0 commitsFri 23:00 — 0 commitsSat 0:00 — 0 commitsSat 1:00 — 0 commitsSat 2:00 — 0 commitsSat 3:00 — 0 commitsSat 4:00 — 0 commitsSat 5:00 — 0 commitsSat 6:00 — 1 commitsSat 7:00 — 0 commitsSat 8:00 — 0 commitsSat 9:00 — 0 commitsSat 10:00 — 0 commitsSat 11:00 — 0 commitsSat 12:00 — 0 commitsSat 13:00 — 0 commitsSat 14:00 — 0 commitsSat 15:00 — 0 commitsSat 16:00 — 0 commitsSat 17:00 — 0 commitsSat 18:00 — 0 commitsSat 19:00 — 1 commitsSat 20:00 — 0 commitsSat 21:00 — 0 commitsSat 22:00 — 0 commitsSat 23:00 — 0 commits
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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