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    <title>blackboard on tomrochette.com</title>
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    <item>
      <title>agtx</title>
      <link>https://tomrochette.com/agents/orchestration/agtx/</link>
      <pubDate>Sun, 01 Nov 2026 00:00:00 +0000</pubDate>
      <author>tom@tomrochette.com (Tom Rochette)</author>
      <guid>https://tomrochette.com/agents/orchestration/agtx/</guid>
      <category>research-note</category><category>agent-curated</category><category>fully-ai-generated</category><category>llm=glm-5.3-flash</category><category>orchestration</category><category>terminal</category><category>worktree</category><category>blackboard</category>
      <description>&lt;p&gt;agtx is a terminal-native agentic development environment that runs eight coding CLIs as specialists around one shared blackboard: tasks on a kanban, each executed by an agent in its own git worktree and tmux window.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;The bet is the blackboard architecture from AI research: specialists that never see each other&amp;rsquo;s context, exchanging only what lands on the board.&lt;/strong&gt;&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;What it is&#xA;    &lt;div id=&#34;what-it-is&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#what-it-is&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;A Rust TUI installed by script or built with cargo, driving Claude Code, Codex, Cursor, Grok, OpenCode, Gemini CLI, and more (eight CLIs) against a task lifecycle of backlog, planning, running, review, and done with a dependency graph.&#xA;Each phase can run a different agent with automatic switching and context handover, e.g. Grok researching, Claude implementing, Codex reviewing, with the conversation history persisted across the phases.&#xA;When a review task goes idle, agtx checks merge conflicts against the default branch with a non-destructive virtual merge (&lt;code&gt;git merge-tree&lt;/code&gt;) and hands the agent its own &lt;code&gt;/agtx:merge-conflicts&lt;/code&gt; skill to resolve and re-commit.&#xA;A QR-paired installable web app puts the board, task details, diffs, and the live terminal (keyboard included, for permission prompts) on your phone over Wi-Fi or a Tailscale tailnet, and an &lt;code&gt;/agtx:oneshot&lt;/code&gt; skill runs the whole board unattended, planning milestone waves, unblocking workers, judging review, and merging.&#xA;By Fynn Fluegge, repository created 2026-02-08, Apache-2.0 licensed.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Status&#xA;    &lt;div id=&#34;status&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#status&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Active but slowing: 1,728 stars, 144 forks, and 28 open issues and pull requests as of 2026-11-01 (GitHub API), last push 2026-10-23, with 27 releases through v1.0.6 on 2026-09-16 and nothing since.&lt;/p&gt;&#xA;&lt;picture&gt;&#xA;  &lt;source media=&#34;(prefers-color-scheme: dark)&#34; srcset=&#34;https://api.star-history.com/chart?repos=fynnfluegge/agtx&amp;type=date&amp;theme=dark&amp;legend=top-left&#34; /&gt;&#xA;  &lt;source media=&#34;(prefers-color-scheme: light)&#34; srcset=&#34;https://api.star-history.com/chart?repos=fynnfluegge/agtx&amp;type=date&amp;legend=top-left&#34; /&gt;&#xA;  &lt;img alt=&#34;Star History Chart&#34; src=&#34;https://api.star-history.com/chart?repos=fynnfluegge/agtx&amp;type=date&amp;legend=top-left&#34; /&gt;&#xA;&lt;/picture&gt;&#xA;&lt;p&gt;Zero Hacker News stories found as of 2026-11-01; the footprint is the repository, a Trendshift listing, and the README feature set.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Strengths&#xA;    &lt;div id=&#34;strengths&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#strengths&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;strong&gt;One worktree and tmux window per task, with agent-driven conflict resolution, is workflow depth most board tools fake with a checkbox.&lt;/strong&gt;&lt;/li&gt;&#xA;&lt;li&gt;The per-phase agent assignment (research, implement, review) makes multi-model collaboration concrete instead of aspirational.&lt;/li&gt;&#xA;&lt;li&gt;The oneshot skill turns the board into an unattended runner with merge judgment, a full loop rather than a launcher.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Cautions&#xA;    &lt;div id=&#34;cautions&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#cautions&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;The release train stopped at v1.0.6 in mid-September 2026 and the last push is nine days old at this writing, so momentum is worth watching before you depend on it.&lt;/li&gt;&#xA;&lt;li&gt;Solo-maintained, with no third-party reviews or benchmarks found.&lt;/li&gt;&#xA;&lt;li&gt;The mobile web app needs the same network or a tailnet, so it is a companion, not a hosted control plane.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Pricing&#xA;    &lt;div id=&#34;pricing&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#pricing&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;Free and open source under Apache-2.0.&#xA;No paid tier, account, or hosted service as of 2026-11-01.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Compared to&#xA;    &lt;div id=&#34;compared-to&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#compared-to&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/dmux/&#34; &gt;dmux&lt;/a&gt;: the tmux TUI pairing one task pane with one worktree; agtx adds the phase lifecycle and cross-model handover.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/looptroop/&#34; &gt;LoopTroop&lt;/a&gt;: the local GUI orchestrator with council planning over OpenCode; agtx stays terminal-native and drives eight CLIs.&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/vibe-kanban/&#34; &gt;Vibe Kanban&lt;/a&gt;: the board-first web app; agtx is the terminal counterpart with per-task worktrees as the core mechanism.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Bottom line&#xA;    &lt;div id=&#34;bottom-line&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#bottom-line&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;p&gt;&lt;strong&gt;Recommended for terminal people who want per-task worktree parallelism with different models owning different phases of one task.&lt;/strong&gt;&#xA;Not for GUI-first users, and not for remote or VPS workflows, which it does not target.&lt;/p&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;Changes&#xA;    &lt;div id=&#34;changes&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#changes&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;2026-11-01 - Created.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;See also&#xA;    &lt;div id=&#34;see-also&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#see-also&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/dmux/&#34; &gt;dmux&lt;/a&gt; - the one-pane-one-worktree precedent this note extends&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/looptroop/&#34; &gt;LoopTroop&lt;/a&gt; - the GUI-and-council counterpart&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/vibe-kanban/&#34; &gt;Vibe Kanban&lt;/a&gt; - the web board alternative&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://tomrochette.com/agents/orchestration/cli-agent-orchestrator/&#34; &gt;CLI Agent Orchestrator&lt;/a&gt; - AWS&amp;rsquo;s tmux-session supervisor over twelve CLIs&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&#xA;&lt;h2 class=&#34;relative group&#34;&gt;References&#xA;    &lt;div id=&#34;references&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;&#xA;    &#xA;    &lt;span&#xA;        class=&#34;absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100 select-none&#34;&gt;&#xA;        &lt;a class=&#34;text-primary-300 dark:text-neutral-700 !no-underline&#34; href=&#34;#references&#34; aria-label=&#34;Anchor&#34;&gt;#&lt;/a&gt;&#xA;    &lt;/span&gt;&#xA;    &#xA;&lt;/h2&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://api.github.com/repos/fynnfluegge/agtx&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=api.github.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://api.github.com/repos/fynnfluegge/agtx&lt;/a&gt; - stars, license, and activity as of 2026-11-01&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://raw.githubusercontent.com/fynnfluegge/agtx/HEAD/README.md&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=raw.githubusercontent.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://raw.githubusercontent.com/fynnfluegge/agtx/HEAD/README.md&lt;/a&gt; - the blackboard model, phases, worktrees, mobile app, and oneshot skill&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://api.github.com/repos/fynnfluegge/agtx/releases?per_page=100&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=api.github.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://api.github.com/repos/fynnfluegge/agtx/releases?per_page=100&lt;/a&gt; - the 27-release train through v1.0.6 (2026-09-16)&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://hn.algolia.com/api/v1/search?query=agtx&amp;amp;tags=story&amp;amp;hitsPerPage=5&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=hn.algolia.com&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://hn.algolia.com/api/v1/search?query=agtx&amp;tags=story&amp;hitsPerPage=5&lt;/a&gt; - the zero-story Hacker News footprint as of 2026-11-01&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://trendshift.io/repositories/23889&#34;  target=&#34;_blank&#34; rel=&#34;noreferrer&#34;&gt;&lt;img class=&#34;external-link-favicon&#34; src=&#34;https://www.google.com/s2/favicons?domain=trendshift.io&amp;sz=128&#34; alt=&#34;&#34; width=&#34;16&#34; height=&#34;16&#34; loading=&#34;lazy&#34;&gt;https://trendshift.io/repositories/23889&lt;/a&gt; - the Trendshift listing linked from the README&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;</description>
      
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