The latest articles on DEV Community by Manoir Yantai (@manoir_yantai_f22f01340f0). https://dev.to/manoir_yantai_f22f01340f0 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3919013%2F78e8493f-03d4-43ef-8f84-dadb8a6668c0.png https://dev.to/manoir_yantai_f22f01340f0 en Manoir Yantai Thu, 30 Jul 2026 00:00:11 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--49lg https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--49lg <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-30 08:00:02 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Wed, 29 Jul 2026 12:00:09 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--1m5d https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--1m5d <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-29 20:00:02 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Wed, 29 Jul 2026 06:00:08 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--1586 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--1586 <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-29 14:00:01 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Wed, 29 Jul 2026 00:00:09 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--2bko https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--2bko <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-29 08:00:01 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Tue, 28 Jul 2026 22:09:39 +0000 https://dev.to/manoir_yantai_f22f01340f0/agentenv-distributed-runtime-for-ai-agents-at-scale-open-source-rust-457d https://dev.to/manoir_yantai_f22f01340f0/agentenv-distributed-runtime-for-ai-agents-at-scale-open-source-rust-457d <p>AgentENV (AENV) is a Rust-based distributed platform for running AI agent environments at scale, now powering Kimi K3's agentic RL training.</p> <p><strong>Why It Matters:</strong> Most agent frameworks are single-process toys. AENV makes agents distributed with Firecracker micro-VMs:</p> <ul> <li> <strong>50ms cold start</strong> — snapshot environments boot or resume in &lt;50ms</li> <li> <strong>Incremental snapshot/fork &lt;100ms</strong> — fork a running environment into independent sandboxes</li> <li> <strong>Overlaybd OCI images</strong> — no pre-pulling, cluster-wide cache, images can exceed disk capacity</li> <li> <strong>ublk I/O</strong> — host page cache sharing across storage and filesystem, high density</li> <li> <strong>S3 persistence</strong> — snapshots persist to S3-compatible storage</li> </ul> <p><strong>Quick Start:</strong><br> </p> <div class="highlight js-code-highlight"> <pre class="highlight shell"><code>git clone https://github.com/kvcache-ai/AgentENV <span class="nb">cd </span>AgentENV <span class="o">&amp;&amp;</span> cargo build <span class="nt">--release</span> ./target/release/agentenv <span class="nt">--node-id</span> node1 </code></pre> </div> <p><strong>vs Alternatives:</strong></p> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th></th> <th>AENV</th> <th>Ray</th> <th>Kubernetes</th> </tr> </thead> <tbody> <tr> <td>Isolation</td> <td>micro-VM</td> <td>process</td> <td>pod</td> </tr> <tr> <td>Cold start</td> <td>50ms</td> <td>~1s</td> <td>~1s+</td> </tr> <tr> <td>Snapshot/fork</td> <td>✅ &lt;100ms</td> <td>❌</td> <td>❌</td> </tr> <tr> <td>Agent-native</td> <td>✅</td> <td>❌</td> <td>❌</td> </tr> </tbody> </table></div> <p><strong>Stars:</strong> 1411 · <strong>Language:</strong> Rust · <strong>License:</strong> MIT</p> <p><a href="https://github.com/kvcache-ai/AgentENV" rel="noopener noreferrer">https://github.com/kvcache-ai/AgentENV</a></p> rust ai opensource agents Manoir Yantai Tue, 28 Jul 2026 12:00:09 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--12f8 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--12f8 <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-28 20:00:02 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Tue, 28 Jul 2026 06:00:09 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--2ehd https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--2ehd <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-28 14:00:01 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Tue, 28 Jul 2026 00:00:11 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--3ggd https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--3ggd <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-28 08:00:01 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Mon, 27 Jul 2026 12:00:09 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--2dab https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--2dab <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-27 20:00:02 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Mon, 27 Jul 2026 06:00:09 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--173a https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--173a <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-27 14:00:02 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Mon, 27 Jul 2026 00:00:07 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--33bc https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--33bc <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-27 08:00:01 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource Manoir Yantai Sun, 26 Jul 2026 12:00:09 +0000 https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--3cdj https://dev.to/manoir_yantai_f22f01340f0/channel-matrix-v3-global-automated-publishing-testmulti-method-mastodon--3cdj <p>🚀 Channel Matrix v3 - Global Automated Publishing Test</p> <p>Multi-method: Mastodon + Bluesky + Dev.to + Telegraph + Email + Anonymous APIs.<br> 2026-07-26 20:00:01 UTC+8</p> <h1> opensource #automation #devtools #hermes </h1> showdev productivity opensource