Agent Atlas / Runtimes and workbenches

openclaw/openclaw

An agent runtime whose sessions, memory, command approval, scheduled wake-ups, audit trails, and channel-facing controls make long-lived operation the central teaching surface.

Agent runtime Scope profile Reported + sourced Reviewed July 21, 2026

Intended operator

People running persistent agents across terminal, messaging, and scheduled work.

Primary surfaces

agent runtime / sessions and channels / scheduled operations

Tracked repository

openclaw/openclaw

Teaching mechanism

A generated diff needs a reproducible base

Diff evidence becomes trustworthy only when the runtime records enough repository state to distinguish agent output from a guessed comparison.

Evidence limitA better diff base does not prove the patch is correct or that every downstream review preserves the provenance.

Inspect the source

System map status

Reporting is still in progress.

This scope profile names the project's place in the field and one useful mechanism. It does not claim that every runtime boundary has been inspected.

Learn Through This Project

10 lessons

Chapter 1 Before the First Model Request Chapter 2 The Invisible Prompt Chapter 3 Tool Calls: Contract, Authorization, Execution Chapter 4 Loops, Workflows, and Recovery Chapter 5 Delegation Is a Distributed System Chapter 6 Memory Is a Typed Storage Contract Chapter 7 The Approval Trap Chapter 8 The Human Control Loop Chapter 9 Trust Must Make Its Case Chapter 10 The Future Has Three Branches

Compare Its Boundaries

8 labs

Comparison labTool Contracts Comparison labGoverned Memory Comparison labDelegation Receipts Comparison labApproval Boundaries Comparison labHuman Workbench Comparison labSessions And Recovery Comparison labEvidence And Evaluation Comparison labMaturity Signals

Latest Reporting

8 articles

The Diff Can't Be Guesswork Once an Agent Writes

July 20, 2026 — OpenClaw is making a simple rule explicit: when an agent writes a file, a review surface should show the patch it can prove—and show uncertainty when it cannot. openclaw/openclaw, openai/codex

Background Agent Work Needs a Receipt

July 15, 2026 — Hermes and OpenClaw are fixing different failure windows in the same promise: delegated work has to arrive somewhere a person can use it. NousResearch/hermes-agent, openclaw/openclaw

Builder Work: OpenClaw Lets Old Agent Runs Die

July 11, 2026 — An AI-assisted OpenClaw fix grew into a generation-scoped restart protocol after maintainers tested what happens when an old and live subagent share a session. openclaw/openclaw

Agent Runtimes Move Trust To The Exit Gate

July 9, 2026 — OpenClaw, Codex, and Hermes all changed runtime trust surfaces this week, making the last moment before a tool call, secret handoff, or approval the place operators need to inspect. openai/codex, openclaw/openclaw, NousResearch/hermes-agent

Harness Engineering Is Becoming The Field's Self-Improvement Layer

July 8, 2026 — Lilian Weng's July 4 map of self-improving harnesses gives builders a constructive middle path: improve the runtime around the model, but keep evidence, permissions, and evaluation legible enough that the loop can be trusted. lilianweng/lilianweng.github.io, openai/codex, different-ai/openwork, openclaw/openclaw, NousResearch/hermes-agent, earendil-works/pi, anomalyco/opencode

Self-Evolving Agents Need Receipts For The Loop

July 8, 2026 — Shilong Liu's taxonomy widens the self-improvement story beyond harnesses: agents may optimize artifacts, modify the harness, or learn in the model, but each loop needs evidence about what changed and what stayed outside the optimizer. NousResearch/hermes-agent openai/codex openclaw/openclaw different-ai/openwork anomalyco/opencode

OpenClaw Makes Agent Audit Trails A Runtime Contract

July 7, 2026 — OpenClaw added a metadata-only audit ledger on July 6, giving operators a way to inspect agent run events, native-search outcomes, tool actions, statuses, and errors without opening full transcripts. openclaw/openclaw

OpenClaw Makes Session Threads A Maintainer Problem

July 5, 2026 — Peter Steinberger's OpenClaw session-management PR turns chat history from a recency list into a lifecycle surface with pinning, archiving, read-only state, and proof screenshots. openclaw/openclaw

Primary Sources

OpenClaw repository

Primary public runtime source.

Open Questions

Which background effects remain attributable after a session sleeps, wakes, migrates, or exits?

Evidence state describes what this Atlas profile can support today. It is not a product score and it is not evidence that uninspected capabilities are absent.