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.
People running persistent agents across terminal, messaging, and scheduled work.
agent runtime / sessions and channels / scheduled operations
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.
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 lessonsLatest Reporting
8 articlesSeptember 28, 2026 — Pydantic’s weekend changes tie a framework, a coding harness and a terminal client to one release process. Set beside OpenAI’s managed Agents API, they reveal a choice that model rankings miss: which parts of the agent your team still has to run. openai/codex, pydantic/pydantic-ai, openclaw/openclaw
OpenClaw Retires the Ledger That Watched Its Other LedgersSeptember 28, 2026 — Tasks and TaskFlow are gone from OpenClaw’s main branch. Background execution remains, but plugins lose a shared interface—and some upgrade scenarios still lack a completed proof. openclaw/openclaw
OpenClaw Had Stopped the Child. Restart Brought Back the Parent.September 20, 2026 — A waiting conversation could survive its own cancellation in OpenClaw’s recovery records. A new repair saves the parent’s stopped state before answering the user—and protects a newer turn from that delayed write. openclaw/openclaw, NousResearch/hermes-agent
A Shared Terminal Is Not Shared PermissionAugust 26, 2026 — OpenClaw’s new terminal-input path separates an agent being allowed to see an operator’s terminal from being allowed to send a keystroke into it. openclaw/openclaw
A Release Should Not Fetch Its Rules From a Moving MainAugust 22, 2026 — OpenClaw is making a narrow release promise: when the product is frozen, the workflow allowed to publish it must stay identifiable even after main changes. openclaw/openclaw
When a Context Limit Drops the User’s TurnAugust 17, 2026 — OpenClaw found a required Codex compaction preflight treating an intentional no-op as a fatal failure—so an overlong session could lose the incoming user turn before the model ever answered. openai/codex, openclaw/openclaw
OpenClaw’s shared channels gain a per-requester loginAugust 12, 2026 — A new opt-in OAuth mode for HTTP MCP servers lets a trusted sender connect their own account instead of letting the whole room run on one operator credential. openclaw/openclaw
QM is trying to turn the personal agent into company infrastructureAugust 1, 2026 — Y Combinator's new open-source harness does not win its case by running Codex or Claude in Slack. Its more consequential bet is that every person and room needs a clearly owned memory, workspace, permission set, schedule, and durable computer. yc-software/qm, block/buzz, egregore-labs/egregore, openclaw/openclaw, NousResearch/hermes-agent, crewAIInc/crewAI, microsoft/agent-framework
Primary Sources
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.