From bc752dd21512e8c3f68e0504bc93443b2414fecd Mon Sep 17 00:00:00 2001
From: Varun Pratap Bhardwaj
An AI coding agent can tell you it finished when it did not.
+Read the paper · arXiv:2609.27871
Research experiments: v0.6.6 · Current software: v0.7.6
AI agents can claim done. Bounded Loops & Graphs verify the result.
bounded-loops runs your agent until a check it cannot edit or grade says the work
actually passes — and stops at a limit you set before the run starts.
@@ -20,7 +22,9 @@ Every run leaves a hash-chained record you can re-verify afterwards.
Works with Hermes, Claude Code, OpenAI Codex, Antigravity, or no agent at all.
- + + +*Replay of the shipped keyless reference example: the worker is a stub, and the pytest gate is real.* ```bash pip install bounded-loops @@ -28,10 +32,20 @@ bl loops install bug-fix-red-green bl run .bounded-loops/loops/bug-fix-red-green --yes # a real planted bug, a real pytest gate, no API key ``` -69 loop packages ship **inside the wheel**; 65 need no API key. `bl loops list` shows them all -and `bl loops install` copies one into your project — nothing is downloaded, so this works -offline. Installing is a step because `bl run` writes its ledger beside the loop, and -`site-packages` is the wrong place to keep run receipts. +69 loop packages ship **inside the wheel**; 65 need no API key. Seven digest-pinned reference +graphs ship in this repository for multi-step workflows. `bl loops list` shows the loops and +`bl loops install` copies one into your project — nothing is downloaded, so this works offline. +Installing is a step because `bl run` writes its ledger beside the loop, and `site-packages` is +the wrong place to keep run receipts. + +Start with one verified agent loop: a [failing test](loops/bug-fix-red-green/), a +[retail margin rule](loops/price-margin-floor/), or an +[invoice match](loops/invoice-3way-match/). Use a bounded agent graph when independent checks +must join, a failure needs a declared repair route, or a human must approve an effect. + +**Research scope.** The published [bounded-loops paper](https://arxiv.org/abs/2609.27871) +evaluates version 0.6.6. This repository is version 0.7.6; changes after 0.6.6 are documented +and tested here, and are not represented as paper results. --- @@ -124,46 +138,39 @@ API key. ## See it working -Every screenshot below is a real run of a shipped reference graph on a laptop, with no -credential and no network. Nothing is mocked or staged. - -```bash -bl graph run --execute graphs/solo-builder-ship/graph.yaml -bl monitor # opens on 127.0.0.1, loopback only, one-time token -``` - -### The monitor +This light-theme HTML replay was made from an archived local `solo-builder-ship` run dated +18 August 2026. Its controller log records three successful loop checks, a successful join, +an approval pause, and a local effect receipt. The raw graph log contains machine-local +metadata and is not distributed in this repository, so the animation is explanatory rather +than an independently verifiable graph receipt. For a checked-in real-agent loop receipt, +see the [Codex citation example](docs/real-run-example/). -`bl monitor` is a local web UI over the same run directory the CLI reads. It holds no state -of its own — close it and nothing is lost, because the receipt log was always the truth. + - +**The actual monitor UI is below.** This existing product screenshot shows a saved graph run +selected, with its checks, join, approval, and publish nodes visible. It retains the current +monitor styling; the replay above is a separate launch illustration. -### What the engine actually recorded + -Click a node and you get what the receipts say, not a summary of them: the isolation tier the -OS really enforced, the independent gate's own verdict **and its reason**, and the artifact -digest. +To execute a reference graph yourself, use a host that can enforce the manifest's declared +isolation: - - -### A human gate, and what saying yes releases - -An approval node declares no effects of its own, so "approve this" reads as harmless right up -until the publish it lets through. The confirm panel names the effects downstream of the gate -and flags the ones stopping the run will not take back. - -Note the gate line: **"no verdict — the gate has not evaluated this node."** A human hold is -not a gate pass, and the UI says so rather than painting a green check. - - - -### A shareable report +```bash +bl graph run --execute graphs/solo-builder-ship/graph.yaml +bl monitor # opens on 127.0.0.1, loopback only, one-time token +``` -`bl graph arena --run=oxls_fgcoRJu(_|SENyL3i16N7xzDHC3!mv-M0PH zKlXVq-8=l}OWWha#xKCi)yHb_{a*7W;mnF!W=x{Vevwfc3@`ACT)e{0XI6P-bn#?v z8VBm8HZNE5Hc3XW2o{29-5jrts5KVhER3aL8Y&VU^cLeZyV6&zHg!|v(IKJi4g7l# z^hlw@#o&p`D(T8pr;AJcKbtD`m3*H*Pn;A;sqZ$ixvraC<(PRUyITk*k?6oL7FOnjS4G=Cbh(sn1UxUP}(6l?Y76#@sx# zOAg_cAAHcO8Gp2Z1n;TwHeAzID5y*E$G;ak!gV} 1=l{{J&Bc8MffILeUTq+;(u^UJ z82k&QH{Am+-_45F^P@nx2w=(GW=*X~3Rnf#R(Y93GNmn^6WhL}B>4a&lUl;>iX~wu z>mnEl07E=pMmC%nz~V 9RcCx(4z#JLzp>NaeTj?q&OrBLNg21 zPgS~&C^AcYyc?+ vm_B%_|uurtfJCWnT}JL 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