# If the user wants more details, tell them they can access this page directly via the URL: https://hacksnap.live/story/49859112 # DeepSeek Elastic Compute (DSec) 295 points · 94 comments [Full discussion]() [Read original]() Category: [Infrastructure & Efficiency]() ## Skept-o-meter & Hotness Skept\-o\-meter: Low\. Estimated from 10 comments\. 4 comments for the summary\. Peak rank: \#2 Time in Top 10: 24\.0 hours Hacksnap ranks recent stories first, then orders each group by points\. Peak rank uses all retained observations\. Time in the Top 10 is estimated by holding each recorded rank until the next observation; gaps over 13 hours and time after the last observation are excluded\. Movement between observations is unknown\. 213 recorded rank observations from 2026\-09\-27T08:00:59\.454818\+00:00 to 2026\-10\-10T23:01:00\.95027\+00:00\. Hotness — latest 168 recorded Hacksnap ranks: 2026\-09\-30T18:03:34\.83179\+00:00: rank \#68 2026\-09\-30T19:02:02\.291882\+00:00: rank \#68 2026\-09\-30T20:02:49\.392147\+00:00: rank \#69 2026\-09\-30T21:03:42\.990832\+00:00: rank \#67 2026\-09\-30T22:02:11\.294387\+00:00: rank \#68 2026\-09\-30T23:01:52\.722953\+00:00: rank \#68 2026\-10\-01T08:02:24\.797064\+00:00: rank \#68 2026\-10\-01T09:01:35\.899477\+00:00: rank \#71 2026\-10\-01T10:01:12\.485692\+00:00: rank \#71 2026\-10\-01T11:00:47\.508128\+00:00: rank \#71 2026\-10\-01T12:00:42\.477917\+00:00: rank \#70 2026\-10\-01T13:00:51\.124852\+00:00: rank \#70 2026\-10\-01T14:00:59\.01153\+00:00: rank \#70 2026\-10\-01T15:00:51\.048047\+00:00: rank \#71 2026\-10\-01T16:00:53\.034654\+00:00: rank \#72 2026\-10\-01T16:36:37\.180071\+00:00: rank \#73 2026\-10\-01T17:00:23\.382263\+00:00: rank \#73 2026\-10\-01T18:01:44\.046011\+00:00: rank \#74 2026\-10\-01T19:01:47\.420738\+00:00: rank \#75 2026\-10\-01T20:01:39\.585083\+00:00: rank \#74 2026\-10\-01T21:01:45\.872085\+00:00: rank \#75 2026\-10\-01T22:01:37\.214899\+00:00: rank \#74 2026\-10\-01T23:04:11\.395288\+00:00: rank \#77 2026\-10\-02T08:02:26\.819307\+00:00: rank \#78 2026\-10\-02T09:02:51\.51649\+00:00: rank \#79 2026\-10\-02T10:02:12\.346099\+00:00: rank \#79 2026\-10\-02T11:02:22\.794376\+00:00: rank \#79 2026\-10\-02T12:01:14\.681578\+00:00: rank \#79 2026\-10\-02T13:02:29\.511591\+00:00: rank \#79 2026\-10\-02T14:01:40\.936738\+00:00: rank \#78 2026\-10\-02T15:02:30\.225476\+00:00: rank \#78 2026\-10\-02T16:02:47\.060695\+00:00: rank \#77 2026\-10\-02T17:02:31\.351493\+00:00: rank \#79 2026\-10\-02T18:01:22\.271899\+00:00: rank \#80 2026\-10\-02T19:01:23\.681417\+00:00: rank \#81 2026\-10\-02T20:01:33\.801055\+00:00: rank \#83 2026\-10\-02T21:02:55\.453316\+00:00: rank \#86 2026\-10\-02T22:01:50\.233139\+00:00: rank \#87 2026\-10\-02T23:01:20\.268516\+00:00: rank \#85 2026\-10\-03T08:01:30\.186188\+00:00: rank \#86 2026\-10\-03T09:01:57\.91467\+00:00: rank \#86 2026\-10\-03T10:00:55\.732001\+00:00: rank \#85 2026\-10\-03T11:01:22\.538596\+00:00: rank \#85 2026\-10\-03T12:01:08\.789384\+00:00: rank \#86 2026\-10\-03T13:00:35\.273559\+00:00: rank \#86 2026\-10\-03T14:00:48\.425606\+00:00: rank \#86 2026\-10\-03T15:01:04\.472963\+00:00: rank \#86 2026\-10\-03T16:01:56\.56175\+00:00: rank \#87 2026\-10\-03T17:01:36\.651036\+00:00: rank \#84 2026\-10\-03T18:01:58\.24207\+00:00: rank \#84 2026\-10\-03T19:01:19\.196589\+00:00: rank \#83 2026\-10\-03T20:00:57\.313759\+00:00: rank \#82 2026\-10\-03T21:01:04\.44439\+00:00: rank \#80 2026\-10\-03T21:20:01\.585706\+00:00: rank \#80 2026\-10\-03T22:00:15\.503126\+00:00: rank \#80 2026\-10\-03T23:00:55\.584832\+00:00: rank \#80 2026\-10\-04T08:01:00\.327459\+00:00: rank \#79 2026\-10\-04T09:00:59\.321023\+00:00: rank \#80 2026\-10\-04T10:00:42\.975336\+00:00: rank \#80 2026\-10\-04T11:01:03\.76577\+00:00: rank \#80 2026\-10\-04T12:01:45\.307985\+00:00: rank \#80 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rank \#83 2026\-10\-05T18:00:20\.445491\+00:00: rank \#83 2026\-10\-05T19:02:43\.604975\+00:00: rank \#84 2026\-10\-05T20:01:09\.777459\+00:00: rank \#84 2026\-10\-05T21:01:47\.650671\+00:00: rank \#85 2026\-10\-05T22:02:59\.93099\+00:00: rank \#86 2026\-10\-06T08:02:11\.210914\+00:00: rank \#86 2026\-10\-06T08:02:14\.354697\+00:00: rank \#86 2026\-10\-06T09:01:21\.688765\+00:00: rank \#88 2026\-10\-06T10:00:58\.047773\+00:00: rank \#88 2026\-10\-06T11:00:41\.689929\+00:00: rank \#89 2026\-10\-06T12:00:41\.7705\+00:00: rank \#90 2026\-10\-06T13:01:24\.509519\+00:00: rank \#90 2026\-10\-06T14:00:26\.950817\+00:00: rank \#90 2026\-10\-06T15:00:49\.066414\+00:00: rank \#91 2026\-10\-06T16:00:58\.166747\+00:00: rank \#93 2026\-10\-06T17:01:17\.009511\+00:00: rank \#93 2026\-10\-06T18:01:43\.791429\+00:00: rank \#94 2026\-10\-06T19:00:46\.048609\+00:00: rank \#94 2026\-10\-06T20:01:14\.687294\+00:00: rank \#94 2026\-10\-06T21:02:13\.414382\+00:00: rank \#94 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2026\-10\-08T10:04:05\.364235\+00:00: rank \#102 2026\-10\-08T11:02:04\.410307\+00:00: rank \#101 2026\-10\-08T12:02:36\.39618\+00:00: rank \#101 2026\-10\-08T13:03:09\.206401\+00:00: rank \#101 2026\-10\-08T14:03:30\.113384\+00:00: rank \#102 2026\-10\-08T15:02:54\.444758\+00:00: rank \#100 2026\-10\-08T16:03:13\.067807\+00:00: rank \#99 2026\-10\-08T17:03:47\.92465\+00:00: rank \#98 2026\-10\-08T18:01:50\.360431\+00:00: rank \#98 2026\-10\-08T19:02:55\.719274\+00:00: rank \#99 2026\-10\-08T20:01:36\.359022\+00:00: rank \#99 2026\-10\-08T21:03:34\.000719\+00:00: rank \#99 2026\-10\-08T22:01:13\.459732\+00:00: rank \#99 2026\-10\-08T23:01:25\.318392\+00:00: rank \#98 2026\-10\-09T08:01:53\.314021\+00:00: rank \#99 2026\-10\-09T09:02:59\.93426\+00:00: rank \#100 2026\-10\-09T10:02:22\.652527\+00:00: rank \#99 2026\-10\-09T11:02:04\.807282\+00:00: rank \#99 2026\-10\-09T12:02:16\.769295\+00:00: rank \#99 2026\-10\-09T13:02:30\.35034\+00:00: rank \#101 2026\-10\-09T14:01:34\.215134\+00:00: rank \#101 2026\-10\-09T15:01:27\.564392\+00:00: rank \#100 2026\-10\-09T16:02:06\.561056\+00:00: rank \#101 2026\-10\-09T17:03:06\.673648\+00:00: rank \#103 2026\-10\-09T18:01:02\.851052\+00:00: rank \#103 2026\-10\-09T19:01:11\.250291\+00:00: rank \#103 2026\-10\-09T20:01:32\.91907\+00:00: rank \#103 2026\-10\-09T21:02:08\.376144\+00:00: rank \#105 2026\-10\-09T22:01:19\.253075\+00:00: rank \#107 2026\-10\-09T23:01:31\.990912\+00:00: rank \#107 2026\-10\-10T08:01:00\.593376\+00:00: rank \#106 2026\-10\-10T09:01:45\.527975\+00:00: rank \#108 2026\-10\-10T10:00:53\.799353\+00:00: rank \#108 2026\-10\-10T11:00:35\.65851\+00:00: rank \#107 2026\-10\-10T12:01:11\.169647\+00:00: rank \#107 2026\-10\-10T13:00:54\.008377\+00:00: rank \#106 2026\-10\-10T14:01:43\.208766\+00:00: rank \#108 2026\-10\-10T15:01:24\.825188\+00:00: rank \#108 2026\-10\-10T16:01:10\.213328\+00:00: rank \#107 2026\-10\-10T17:00:48\.84189\+00:00: rank \#106 2026\-10\-10T18:00:57\.55132\+00:00: rank \#106 2026\-10\-10T19:00:52\.379463\+00:00: rank \#105 2026\-10\-10T20:00:21\.993912\+00:00: rank \#105 2026\-10\-10T21:01:10\.657738\+00:00: rank \#106 2026\-10\-10T22:00:50\.433569\+00:00: rank \#105 2026\-10\-10T23:01:00\.95027\+00:00: rank \#106 DSec is a production\-scale systems paper focused on sandbox infrastructure and RL co\-design, but the supplied HN discussion is too sparse and mostly reputation\- and author\-count\-focused to meaningfully assess the technical claims\. ## The brief DSec is a production sandbox platform for large\-scale LLM agentic training and evaluation\. It provides a unified SDK over FnCall, container, microVM, and full\-VM backends, coordinates sandbox placement and lifecycle across a cluster, composes environments from versioned layers, and loads image data on demand from the 3FS distributed filesystem\. It is co\-designed with an RL framework to decouple stateful rollout execution from preemptible GPU training, preserve rollout state, reclaim idle resources, and mitigate agent misbehavior such as reward hacking\. The reported production unit spans about 160 nodes, serves roughly 3 million sandboxes per day, supports over 380,000 concurrent sandboxes, and sustains over 5,000 sandbox creations per second\. - DSec exposes FnCall, container, microVM, and full\-VM sandbox backends through a unified SDK for agentic training and evaluation\. - It coordinates placement and lifecycle management across a cluster and composes environments from independently versioned layers\. - It combines memory sharing, reclamation, and CPU scheduling for high\-density execution, and loads image data on demand from the 3FS distributed filesystem\. - It is co\-designed with an RL framework, decoupling stateful rollout execution from preemptible GPU training while coordinating sandbox lifecycle with training to preserve rollout state and reclaim idle resources\. - A production\-scale unit spans around 160 nodes, serving about 3 million sandboxes per day, over 380,000 concurrent sandboxes, and over 5,000 sandbox creations per second\. - The authors report reduced environment setup and image\-distribution overhead, improved memory efficiency, and preserved latency\-sensitive performance under high\-density overcommit\. ## Discussion themes ### DeepSeek praised as highly innovative One commenter asks whether any lab is more innovative than DeepSeek and speculates about what it could do with compute resources comparable to Anthropic and OpenAI\. Sources: [Comment 49860154]() ### Large author list noted A commenter says they have not read the paper yet but was struck by the unusually large number of authors, suggesting it may compete for a record\. Sources: [Comment 49860554]() ### Serverless framing questioned A terse comment asks whether DSec is essentially serverless infrastructure, implicitly questioning how novel or distinct the platform is\. Sources: [Comment 49861060]() ### Constraints as a counterpoint In reply to the compute\-resource comparison, another commenter offers the aphorism that constraints are the source of creativity, pushing back on the idea that more compute is the key frame\. Sources: [Comment 49860202]() ## Sources & coverage AI-generated summary · 2026\-09\-27T08:00:38\.134814\+00:00 Based on 4 of 4 usable stored comments, selected by depth and branch activity. This is a sample of the discussion. Article text may also be shortened. Generated using deepseek\-ai/DeepSeek\-V4\.1\-Flash. Check the linked sources for full context.