> For the complete documentation index, see [llms.txt](https://docs.agenticflow.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.agenticflow.ai/changelog/office-hour-45-core-stability-traceability-and-bug-fixes.md).

# Office Hour #45: Core Stability, Traceability & Bug Fixes

{% embed url="<https://youtu.be/VfTkY9EQTGA?si=zsaleFFYCuJHwEik>" %}

## Overview

Office Hours #45 focused on reliability work across agent execution, workforce runs, workflow inputs, trace visibility, and CLI behavior.

## Engine Stability & Critical Fixes

* **Agent task cleanup memory behavior improved.** HTTP clients are now closed after agent tasks finish, reducing unnecessary worker memory growth.
* **Multi-agent metadata workspace mapping fixed.** Resolved a case where high-load runs could be associated with the wrong `workspace_id`.
* **Parallel-research workforce behavior improved.** Research agents now run their tools independently, and the synthesizer produces clean attributed output.
* **Workforce agents use attached tools more consistently.** Workforce slot prompts now enforce tool use when plugins are attached.
* **Workflow run input handling improved.** `af workflow run` accepts both flat and wrapped body shapes. The `--wait` flag polls until a terminal state and returns final output inline.
* **Public workforce URLs fixed.** `af workforce publish` now returns the correct `/v1/workforce/public/...` paths and includes a ready-to-paste `curl` snippet plus Web UI canvas link.

## Traceability & Configuration Safety

* **Agent Debug Mode (Trace View).** Agent threads now show execution trace details, including tool calls, decisions, and intermediate output.
* **Task Dashboard.** Workspace task status, duration, output, and failure reasons are visible from the side navigation.
* **Agent & Workflow Versioning.** Agents and workflows can save configuration snapshots for rollback and publish-specific-version workflows.

## Platform & Infrastructure Updates

* **50 concurrent active schedules per workspace.** The active schedule ceiling increased for overlap-heavy automation.
* **Standardized workflow inputs.** Build, Run, and Shared views now use a unified workflow input schema.
* **Suggested Replies for shared agents.** Guest viewers on shared Agent links can use Suggested Replies.
* **API-key auth on Marketplace and MAS Workforce endpoints.** Programmatic management paths now support API-key authentication.
* **Auto-refreshed model lists for OpenAI-compatible providers.** Connected provider model lists refresh before display.
* **New Gemma models.** Gemma 4 26B A4B IT and Gemma 4 31B IT are available through PixelML and AgenticFlow providers.
* **Custom HTTP headers for self-hosted and third-party connections.** OpenAI-compatible endpoints can use custom auth and routing headers.

## CLI & Desktop-Agent Contract

* **AgenticFlow CLI v1.10.** The `workflow`, `agent`, and `workforce` deploy verbs are organized as a composition ladder.
* **12 tested blueprints.** Workflow, agent, and workforce blueprints can be deployed from the CLI.
* **Live marketplace catalog from the CLI.** `af marketplace list/get/try` reads the unified backend catalog and delegates to the correct clone flow.
* **AI Toolkit v4.3 routing.** Plugin packs for Claude Code, OpenAI Codex CLI, Cursor, and Gemini CLI use the shared composition-ladder decision rule.
* **CLI docs added.** Developer docs explain the CLI surface for persistent demo stacks.
* **Long-running agent defaults improved.** Blueprint-deployed agents now default to `recursion_limit` 100.
* **Cleaner `af --help`.** Deprecated commands are hidden by default and can be shown with `AF_SHOW_DEPRECATED=1`.