Escapement

WARNING: Not even alpha yet. Breaking changes will be common until we finish exploring the space.

Escapement regulates LLM agents the way a watch escapement regulates a mainspring.

A statechart-driven autonomous coding agent in Clojure/Babashka.

What's interesting

• Control flow is a statechart, not a free-form LLM loop. The chart, not the model, decides what happens next.
• An LLM conversation is bound to a chart state via a custom InvocationProcessor. While the state is active a worker thread holds the conversation; when the chart leaves the state the conversation dies.
• Two kinds of tools: real tools (fs/shell/repl, invisible to the chart) and event tools (synthesized from each state's :allowed-events; calls become chart events with Malli-validated payloads).
• Multi-agent / team patterns via :target-routed messages between concurrent LLM invocations and tell-other-llm.
• Human-in-the-loop via the :human-input invocation (text / select / multi-select / confirm / progress kinds) and the with-llm-questions helper that lets an LLM ask the user mid-conversation.
• Persistent TUI (JLine, Mode 2026 atomic frames when supported) shows the live chart configuration, transcript scrollback, and modal input. Esc sends :ui.interrupt to the chart.
• File-backed artifacts under <session>/artifacts/ so agent outputs can be addressed by name in follow-on prompts via mustache-style {{name}} templates.
• Self-cancelling invocations via :max-turns and :max-conversation-duration-ms budgets that fire SCXML-canonical :error.llm.* events.
• Parallel regions get independent workers. Fan-out is natural.
• JSONL transcript of every LLM request, response, tool call, transition, and checkpoint. Full replay possible.
• Atomic checkpointing of working memory after every event for crash-resume.
• Backends: Anthropic Messages API, OpenAI Chat Completions / OpenRouter, and z.ai's GLM family (Anthropic-compat).
• Runs under Babashka, including the test suite (bb test). No JVM required.

Install

Bootstrap bbin (macOS):

brew install babashka/brew/bbin

Then install Escapement:

# Local clone:
bbin install .

# Or from GitHub:
bbin install io.github.fulcrologic/escapement

Quickstart

# Any one of these will be auto-detected (precedence top-to-bottom):
export ANTHROPIC_API_KEY=...     # claude-sonnet-4-6 by default
export OPENAI_API_KEY=...        # gpt-4o-mini by default (override via OPENAI_MODEL)
export OPENROUTER_API_KEY=...    # openai/gpt-4o-mini by default (override via OPENROUTER_MODEL)
export ZAI_API_KEY=...           # glm-4.6 (cheap dev option)

escapement run escapement.examples.hello/agent

The CLI auto-detects a backend from those env vars in the order above; pass --backend explicitly to override. A logged-in OpenAI Codex OAuth token (between ANTHROPIC and OPENAI in precedence), OPENCODE_GO_API_KEY, and OLLAMA_API_KEY are also picked up automatically when present. Useful run-time flags:

• --param key=value — seed initial-data entries (repeatable; merges over --input <edn-file>).
• --debug — force the persistent TUI on (paused at first event so you can step or press c to continue). This is the recommended way to watch a non-interactive chart's LLM conversations stream by in real time.
• --no-tui — force the TUI off (useful in CI; :human-input prompts fall back to stdin). Charts marked ^{:interactive? true} open the TUI by default when a TTY is present.

Output goes under .escapement/<session>/{transcript.jsonl,checkpoints/}. Expected final-config: [:run :finished].

Project configuration

Drop an optional .escapement.edn at the root of any project to pin its layout once. Keys: :source-paths (extra classpath roots for chart utility namespaces), :deps (runtime Maven/git coordinates resolved via babashka.deps/add-deps), :tools-ns (registration fn symbol or vector), :work-dir (default transcript/checkpoint location), :default-chart (used when escapement run is invoked without a chart symbol). Escapement walks up from the current directory to find the file, so invocation is location-independent. See the Project configuration section of Guide.adoc for the full schema and precedence rules.

Embedding Escapement as a library

Escapement has three usage modes:

1. CLI — the escapement run … flow above (see Quickstart). Unchanged.
2. Hosted library — call escapement.lib/run from your own JVM/bb process. The facade validates a closed option map, generates a stable :run-id, defaults transcript + checkpoint to a fresh temp dir, and quiets statecharts-impl logging by default. It is hermetic: it never reads .escapement.edn from disk and never sniffs credential env vars — a host injects providers and config as explicit data on every call. This section.
3. Future daemon direction — a long-lived multi-session HTTP/socket service is an intended later direction. It is * deferred / not in this slice*; no daemon API exists yet. Described for orientation only in Guide.adoc.

Hosted-library quickstart

escapement.lib/run takes a closed option map and returns a summary map. The only required keys are :chart and :session-id; everything else is optional and defaults sensibly (no :transcript-path/:checkpoint-dir needed — a fresh temp dir is created). Attach escapement.lib.event-sink to :transcript-tap to receive a stable, normalized public event stream. Correlation stays in your closure — capture :run-id/:session-id yourself; no host identifiers go into payloads.

Copy-run as written (from a clone of this repo):

;; bb -e "$(cat this-snippet.clj)"   (or paste into a bb REPL)
(require '[escapement.lib :as lib]
         '[escapement.lib.event-sink :as sink]
         '[com.fulcrologic.statecharts.chart :as chart]
         '[com.fulcrologic.statecharts.data-model.operations :as ops])
(import '[com.fulcrologic.statecharts.elements])
(refer 'com.fulcrologic.statecharts.elements :only '[state transition final script on-entry])

;; A tiny chart: assign into the data model, then transition to a final state.
(def greet
  (chart/statechart
   {:initial :run}
   (state {:id :run :initial :go}
          (state {:id :go}
                 (on-entry {} (script {:expr (fn [_ _]
                                               [(ops/assign :msg "hi from embedded escapement")])}))
                 (transition {:target :done}))
          (final {:id :done}))))

;; Correlation stays in the HOST closure: collect normalized public events,
;; tag them with whatever the host already knows. No host id is put in payloads.
(let [events  (atom [])
      adapter (sink/make-adapter)
      result  (lib/run {:chart          greet
                        :session-id     "demo-session"
                        :transcript-tap (fn [row]
                                          (doseq [e (sink/feed! adapter row)]
                                            (swap! events conj e)))})]
  (println "run-id      :" (:run-id result))
  (println "status      :" (:status result))
  (println "final-config:" (:final-config result))
  (println "transcript  :" (:transcript result))
  (println "public events:")
  (doseq [e @events]
    (println "  " (:type e) "run-id=" (:run-id e)))
  (println "all events carry run-id? :"
           (every? #(= (:run-id result) (:run-id %)) @events)))

Output (the :run-id and temp path differ each run; stderr is quiet by default):

run-id      : 3d8e6cb3-7e0f-4bcb-a687-6c19a550aa0d
status      : :done
final-config: [:run :done]
transcript  : /tmp/escapement-run-13211622512067290675/transcript.jsonl
public events:
   :run-started run-id= 3d8e6cb3-7e0f-4bcb-a687-6c19a550aa0d
   :chart-config run-id= 3d8e6cb3-7e0f-4bcb-a687-6c19a550aa0d
   :run-done run-id= 3d8e6cb3-7e0f-4bcb-a687-6c19a550aa0d
all events carry run-id? : true

Hermetic config and credentials

A chart with an LLM conversation is driven entirely by injected data — no disk, no env on the lib path. A host configures everything once at startup and passes it on every run:

• :credentials — required: an ordered vector of provider descriptor maps. Each names a :provider keyword plus the env-free secret/override it needs (:api-key, :base-url, :model, or :subscription true). The backend is assembled from these (an explicit :backend is an escape hatch that wins verbatim).
• :config — optional: the .escapement.edn-shaped map (:llm/preferences, :llm/ratings, :llm/eligibility-strict?). Absent ⇒ an empty ratings table and the built-in default preference order, never a disk fallback.

(lib/run
  {:chart       my.app.charts/agent
   :session-id  :req-42
   ;; REQUIRED for any chart with an :llm-conversation — the facade wires the
   ;; LLM processor only when BOTH a backend and a :tool-registry are present.
   :tool-registry (escapement.tools.protocol/new-registry)   ; or new-builtin-registry
   :credentials [{:provider :z-ai-plan :subscription true}
                 {:provider :anthropic :api-key (System/getenv "ANTHROPIC_API_KEY")}]
   :config      {:llm/preferences [{:provider :z-ai-plan :model "glm-4.6"}
                                   {:provider :anthropic :model "claude-opus-4-7"}]
                 :llm/ratings     {"claude-opus-4-7" {:clojure 9}}
                 :llm/eligibility-strict? true}})

A chart node expresses what it :needs (a flat eligibility gate that filters; ranking is the sole job of the sorted :llm/preferences). Two run calls in one process with different :config ratings resolve independently — there is no process global. The full worked reference example (host config + a two-node statechart + the resolution walk-through) is in the Hosted library section of Guide.adoc.

The snippet above is deliberately a no-LLM chart so it runs with zero secrets. For a **realistic embedded LLM chart ** — authored with escapement.chart.helpers, sharing context between phases via file-backed artifacts, injecting :credentials/:config/:initial-data/:session-dir, and streaming assistant tokens live via the public :text-delta event (the supported alternative to hand-matching raw :llm/delta rows) — see the runnable demos/lib/ example (bb -m lib.embed-example).

A run is made cancellable by passing :cancel an atom (or a delivered promise/future/delay); when it becomes truthy the run aborts promptly at a safe boundary and the result map's :status is :aborted (omitting :cancel always yields :status :done for a normal run). The full closed option schema, result-map keys, the public event union, the locked design decisions, migration notes, and known limitations are in the Hosted library section of Guide.adoc.

See Guide.adoc for the full guide

The guide covers:

• Introduction — design rationale and one-paragraph overview
• Quickstart — clone-to-running in five lines
• Core concepts — chart, bound state, real tool vs event tool, lifecycle, transcript, checkpoint, resume
• Authoring a chart — line-by-line walkthrough of hello.clj plus annotated excerpts of scan, parallel_demo, iterate
• The :llm-conversation invocation — every params-fn key (incl. :max-turns / :max-conversation-duration-ms), h/llm-conversation / h/tell-llm / h/tell-other-llm, SCXML-canonical :error.llm.* events, internal-vs-external transitions, bad-tool-use retry, event-tool naming
• Human interaction and the TUI — :human-input invocation kinds, human-input chart helper, with-llm-questions for LLM-asks-human, the persistent TUI, ^{:interactive? true} chart marker
• Multi-agent / team patterns — :target-routed messages, parallel-region advisors, tell-other-llm, file-backed artifact helpers (capture-llm-output / render-template / forward-llm-output)
• LLM backends — Anthropic + z.ai + OpenAI/OpenRouter configuration, the caching wrapper
• File-based prompts — escapement.prompts and the {{VAR}} substitution model (distinct from artifact templates)
• Tools — Tool protocol, the eight built-ins (fs read/write/edit/multi-edit/glob/grep + shell + repl), how to register a custom tool
• Transcript, runner, CLI — event vocabulary, jq recipes, --resume / --param / --debug / --no-tui, work-dir layout
• Idioms and gotchas — :type :internal, tell-llm mid-binding, parallel regions, the top-level-final trap, resume side-effect caveat
• Testing — the bb-friendly harness (escapement.engine.testing), mocking LLMBackend, stubbing tools, stub HumanRenderer, live smoke scripts; run with bb test
• Project layout — one paragraph per top-level directory
• Known limitations and roadmap
• Contributing — adding a chart, tool, or backend

Built-in tools

All bb-resident. The fs and search tools are at Claude-Code-parity ergonomics for the LLM.

Tool	Purpose
:fs/read	Read with cat -n line numbers; pageable via offset/limit
:fs/write	Atomic UTF-8 write (temp-file + ATOMIC_MOVE)
:fs/edit	String-replacement edit; unique-match by default, opt-in replace-all
:fs/multi-edit	Atomic batch of edits to one file; later edits see earlier output
:fs/glob	PathMatcher-backed walk; matches **/*.foo at root and nested
:fs/grep	rg if available, grep -rE fallback; files / content / count modes
:shell/run	bash -lc with timeout
:web/search	Google search via Gemini google_search grounding (only registered when GEMINI_API_KEY is set)
:web/fetch	HTTP GET streamed to a temp file under $TMPDIR/escapement-fetch/; returns metadata so the LLM reads slices off disk

These are seeded into escapement.tools.builtin/default-registry — a defonce singleton the CLI uses. Custom tools self-register by side effect at the top of their namespace:

(ns my.app.tools
  (:require [escapement.tools.builtin :as builtin]
            [escapement.tools.protocol :as tp]))
(tp/register! builtin/default-registry (->HttpGetTool))

Any chart whose require-graph reaches my.app.tools will then have :http/get available. By default a chart state's :llm-conversation exposes every real tool in the registry; pass :real-tools [:fs/read :http/get] (vector or set) to whitelist a subset. See the Tools section of the Guide for full schemas, the --tools-ns CLI flag, and how to use a fresh isolated registry (new-builtin-registry) for tests or multi-tenant hosts.

File-based prompts

escapement.prompts provides a tiny {{VAR}} template helper for charts whose system prompts are too large or too parameterized for inline (str ...) blobs. Tokens of the form {{IDENT}} (uppercase + digits + underscores) are substituted from a map keyed by keyword, symbol, or string; unresolved tokens fail loudly. See demos/unit_test/prompts/ for example prompts and demos/unit_test/prompts.clj for the per-phase render wiring.

Demo charts

Small worked examples under src/escapement/examples/:

• hello.clj — minimal single-region chart, one event tool
• scan.clj — real tool (:fs/read) plus fan-out of multiple event-tool calls
• parallel_demo.clj — two parallel regions, independent conversations, join on compound final
• iterate.clj — non-trivial coding loop with tell-llm mid-binding, :max-iterations cap, retry, and give-up paths
• clj_refactor.clj — gates model auto-selection on per-dimension ratings via a declarative :needs eligibility gate ({:clojure [:>= 8] :tool-calling [:>= 6]})
• artifacts_demo.clj — sequential LLM phases sharing context through file-backed artifacts and {{name}} template rendering
• ask.clj — :human-input invocation patterns (text / confirm) plus Esc-based :ui.interrupt

End-to-end demo under demos/:

• demos/lib/ — embedding Escapement as a library: a two-phase LLM chart driven via escapement.lib/run with injected credentials/config/initial-data, artifact-shared context, and live :text-delta streaming via escapement.lib.event-sink. The example a host project should read first.
• demos/unit_test/ — port of the pi unit_test extension. Drives an LLM through behaviors → abstraction → (write|gap-analysis) → (critique|patch) → refine to author and seal fulcro-spec tests for a target function. Includes a sibling REPL-manager parallel region that establishes a project nREPL (cheap scripted discovery first; LLM-driven deps.edn inspection on miss) and hands the port to refine via shared data + one coordination event. Tested end-to-end against fulcrologic/fulcro: generated and sealed a 52-assertion test file for resolve-tempids.

See plan.md for design history.

Status: prototype.