Agent-Led Trust and Safety\n
- Is the Agent a User or a New Persona?
- Where Does the Agent Live?
- Tabletop Exercise: The Agent That Deleted Everything
- Define the Constraint or Control the Experience
- Discerning Attackers from the Vicious Loop
- Traces, Sampling, and What Comes Next
\n

",{"_290":5417,"_5068":5418,"_26":5070},{"_290":5415,"_5068":5416,"_26":5070},{"_290":5413,"_5068":5414,"_26":5070},"LQVUPCaL9UGi","27ad23dc-58b9-4366-a3b9-c73d40aedc73","b1g4i5zPtZuC","bb70f536-1ca5-41d7-a309-caac2d603997","jEm7YVjUEauk","ce3e9b60-7fbe-4ea5-8476-dff553f4686d","items",[5475,5476,5477],"recent",[5423,5424,5425],{"_5426":5461,"_95":5462,"_5397":-5,"_5430":5463,"_53":5464,"_14":5465,"_5434":5435,"_67":5466,"_5437":5438},{"_5426":5447,"_95":5448,"_5397":-5,"_5430":5449,"_53":5450,"_14":5451,"_5434":5435,"_67":5452,"_5437":5438},{"_5426":5427,"_95":5428,"_5397":5429,"_5430":5431,"_53":5432,"_14":5433,"_5434":5435,"_67":5436,"_5437":5438},"content",[5439],17,"https://cdn.sanity.io/images/50q6fr1p/production/28801f05c737cc57c3c04d467a0a54838fc70ad0-1200x630.png","objectID","9d8377ac-25e6-47b7-8e40-22ee9a7cb43e","2026-08-27T16:38:00.000Z","understanding-code-by-treating-it-as-a-graph","templateType","default","Is the Key to Understanding Code Treating it as a Graph?","typeName","blogArticle",{"_290":5440,"_26":292,"_293":5441,"_295":5442,"_297":298},"d8cde6678d08",[5443],[],{"_290":5444,"_26":312,"_313":5445,"_315":5446},"27e674f3e7de",[],"Treating software as a graph may be the key to quickly understanding and maintaining software in the age of AI. Open-source creator Vitali Avagyan explains.",[5453],20,"7f2db4aa-8e93-45db-a467-a326acd92cfb","2026-10-02T19:09:00.000Z","long-horizon-agents-part-2-memory-is-more-than-recall","Long-Horizon Agents, Part 2: Memory Is More than Recall",{"_290":5454,"_26":292,"_293":5455,"_295":5456,"_297":298},"82f5581705a2",[5457],[],{"_290":5458,"_26":312,"_313":5459,"_315":5460},"4283a07b60d3",[],"Agents need persistent memory to become performant for long-horizon jobs. Amir Zohrenejad surveys the state of agentic memory and covers what’s missing.",[5467],16,"616147c4-aa4e-4ab9-83ae-f20398e6871d","2026-10-20T16:48:00.000Z","how-to-orchestrate-multiple-agents-from-the-terminal","How to Orchestrate Multiple Agents from the Terminal",{"_290":5468,"_26":292,"_293":5469,"_295":5470,"_297":298},"19b8b2c958d1",[5471],[],{"_290":5472,"_26":312,"_313":5473,"_315":5474},"0cbb628f4fd2",[],"Open-source creator Gaurav Gosain explains how his work with terminal multiplexers led him to build multi-agent orchestration.",{"_5426":5509,"_95":5510,"_5397":5496,"_5430":5418,"_53":5511,"_14":5512,"_67":5513,"_5437":5500},{"_5426":5494,"_95":5495,"_5397":5496,"_5430":5416,"_53":5497,"_14":5498,"_67":5499,"_5437":5500},{"_5426":5478,"_95":5479,"_5397":5480,"_5430":5414,"_5481":5482,"_53":5483,"_14":5484,"_67":5485,"_5437":27},[5486],1056.5995,"https://image.mux.com/4jMAtMC7uNlI01kBXJ00i6R00SWSPhae005l/thumbnail.png","poster","mux","2026-10-26T15:35:00.000Z","the-mythical-agent-month","The Mythical Agent-Month",{"_290":5487,"_26":292,"_293":5488,"_295":5489,"_297":298},"exwes0",[5490],[],{"_290":5491,"_26":312,"_313":5492,"_315":5493},"exwes0s",[],"Wes McKinney, cofounder of Kenn Software, creator of pandas, and co-creator of Apache Arrow, revisits The Mythical Man-Month for the age of agent factories: why coordination is part of the work, and why judgment and taste matter more as agents take on more of the building.",[5501],"40:36","https://cdn.sanity.io/images/50q6fr1p/production/3e9f4710b6abe02488e6cc34e8ff0d0fc29a41a7-3000x3000.png","2025-05-14T07:10:00.000Z","o11ycast/ep-81-observability-3-0-and-beyond-with-hazel-weakly-and-matt-klein","O11ycast Ep. #81, Observability 3.0-vNext-final-DRAFT with Hazel Weakly and Matt Klein","podcastEpisode",{"_290":5502,"_26":292,"_293":5503,"_295":5504,"_297":298},"ebbbec9023fb",[5505],[],{"_290":5506,"_26":312,"_313":5507,"_315":5508},"565c6b24e6d30",[],"In episode 81 of o11ycast, Charity Majors and Martin Thwaites dive into a lively discussion with Hazel Weakly and Matt Klein on the evolving landscape of observability. The guests explore the concept of observability versioning, the challenges of cost and ROI, and the future of observability tools, including the potential convergence with AI and business intelligence.",[5514],"41:25","2026-04-08T07:10:00.000Z","o11ycast/ep-89-software-is-the-killer-app-for-ai-with-bryan-cantrill","O11ycast Ep. #89, Software Is the Killer App for AI with Bryan Cantrill",{"_290":5515,"_26":292,"_293":5516,"_295":5517,"_297":298},"4d433522b258",[5518],[],{"_290":5519,"_26":312,"_313":5520,"_315":5521},"aec569e955d0",[],"On episode 89 of o11ycast, Ken Rimple and Charity Majors are joined by Bryan Cantrill. They dive into the origins of observability, the realities behind AI productivity gains, and the tension between cloud convenience and infrastructure control. The discussion highlights how major tech shifts often look obvious only in hindsight.",{"_290":5523,"_26":292,"_293":5524,"_295":5525,"_297":298},"216f99acef52",[5526],[],{"_290":5527,"_26":312,"_313":5528,"_315":5396},"6ed5469b034d",[],{"_99":21,"_5080":5530},"VHTTFyv5E2QrBnUR21YPJ9","ua","Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)","hideBanner",{"_5553":5554,"_5555":5556,"_5557":5558,"_5559":5560},"ENV",{"_5537":5538,"_5539":5540,"_5541":5542,"_5543":5544,"_5545":5546,"_5547":5548,"_5549":5550,"_5551":5538,"_5552":5538},"SANITY_DATASET","production","ALGOLIA_INDEX","heavybit-library","ALGOLIA_APPLICATION_ID","0QCKBC1FMK","ALGOLIA_SITEWIDE_INDEX","heavybit-sitewide","ALGOLIA_JOBS_INDEX","heavybit-jobs","MUX_ENV_KEY","dRI98bL8ze03gYDL6-Ogle2Js","ALGOLIA_SEARCH_API_KEY","7733fdd199ec7af7ee2923ec39c3f036","MODE","VITE_CONTEXT","footer",{"_5710":5711,"_5712":5713,"_5202":5714},"globalConfig",{"_5392":5707},"header",{"_5596":5597,"_5598":5599},"skills",{"_5561":5562,"_5563":5564,"_5565":5566,"_5567":5568,"_5569":5564,"_5570":5571,"_5572":5573,"_5574":5575,"_5576":5577,"_5578":5579,"_5580":5581,"_5582":5583,"_5584":5585},"cardButtonText","View skill","connectHeading","Connect your agent","connectSteps","Add the endpoint below to your harness: Claude Code, Codex, Claude, Cursor, ChatGPT, or another that supports MCP.\nSign in to your Heavybit account with Google or GitHub when your agent asks. It's free, and your first sign-in creates the account.\nTell your agent what you're working on. It finds the right skill, or you can ask for one by name.","crucibleCta",{"_5017":5586,"_5135":5564,"_5110":5571,"_67":5587},"crucibleLabel","crucibleUrl","https://crucible.heavybit.com/mcp","drawsFromLabel","Built from what these operators shared","explainerBody","A skill is a set of working instructions your agent loads when you need it, built from the strategies operators shared in the Heavybit Library. It guides the work and you still do it. Heavybit reads and approves every skill before it ships, and keeps updating skills as new content enters the Library. Skills are plain text, so you or your agent can read any skill in full before acting on it. Your agent decides how to apply a skill, so check its work; if a skill gets something wrong, ask your agent to report it or email platform@heavybit.com.","explainerHeading","What a skill is","searchPlaceholder","Search skills: pricing, launch, SOC 2...","skillEyebrow","Heavybit Skill","sourcesHeading","Built from the Heavybit Library","sourcesIntro","The operators behind this skill shared what they know in these talks, podcasts, and articles. Every one is free in the Heavybit Library.",[5588],"Connect your agent to Crucible, Heavybit's MCP server",{"_290":5589,"_26":292,"_293":5590,"_295":5591,"_297":298},"intro",[5592],[],{"_290":5593,"_26":312,"_313":5594,"_315":5595},"intro0",[],"One endpoint gives your agent every Heavybit Skill, a search of the Heavybit Library, and a direct line to Heavybit. Sign in free with Google or GitHub. Skills load when your agent needs them, so there is nothing to download or update.","announcementBar",{"_5699":5700,"_5701":-5,"_5702":33,"_5703":5704,"_315":5705,"_89":5706},"headerNavLinks",[5600,5601,5602,5603,5604],{"_290":5680,"_5606":5681,"_5135":5682,"_5110":5683,"_5609":12,"_67":5684},{"_290":5665,"_5606":5666,"_5135":5667,"_5110":5668,"_5609":12,"_67":5669},{"_290":5647,"_5606":5648,"_5135":5649,"_5110":5650,"_5609":12,"_67":5651},{"_290":5611,"_5606":5612,"_5135":5613,"_5110":5614,"_5609":12,"_67":5615},{"_290":5605,"_5606":-5,"_5135":5607,"_5110":5608,"_5609":33,"_67":5610},"3702498a502c","dropdown","Contact","/press","mobileOnly","Navigate to contact page","4bec0dd665d4",[5616,5617,5618,5619,5620,5621,5622],"Library","/library","Navigate to library page",{"_290":5644,"_5135":5645,"_5110":5646,"_67":5645},{"_290":5640,"_5135":5641,"_5110":5642,"_67":5643},{"_290":5636,"_5135":5637,"_5110":5638,"_67":5639},{"_290":5632,"_5135":5633,"_5110":5634,"_67":5635},{"_290":5629,"_5135":5630,"_5110":5631,"_67":5630},{"_290":5626,"_5135":5627,"_5110":5628,"_67":5627},{"_290":5623,"_5135":5624,"_5110":5625,"_67":5624},"66773779036c","DevToolsDigest","/devtoolsdigest","2ead3bd14715","Reports","/reports","ac06751f0372","Collections","/library/collections","1f3fb936f3b9","Podcast Network","/library/podcasts","Navigate to podcasts page","6526c69f5260","Videos","/library?filter=videos","Watch educational videos in Heavybit's Library","63e48d609548","Articles","/library?filter=articles","Read educational articles in Heavybit's Library","76b0479bfae2","Skills","/library/skills","716b76469486",[5652,5653,5654],"Community","/community","Navigate to community page",{"_290":5662,"_5135":5663,"_5110":5664,"_67":5663},{"_290":5659,"_5135":5660,"_5110":5661,"_67":5660},{"_290":5655,"_5135":5656,"_5110":5657,"_67":5658},"23077fca0e2f","DevGuild","/devguild","Navigate to devguild page","1fb7c9c465d0","Advisors","/community/advisors","3a177efc4649","Events","/events","90b68b861c06",[5670,5671],"Portfolio","/portfolio","Navigate to portfolio page",{"_290":5676,"_5135":5677,"_5110":5678,"_67":5679},{"_290":5672,"_5135":5673,"_5110":5674,"_67":5675},"e50fa43ad2e7","Jobs","/jobs","Portfolio Company Jobs","d481fcbbd3af","Spotlights","/portfolio/spotlights","Navigate to spotlights page","a8d641babed2",[5685,5686,5687],"About","/about","Navigate to about page",{"_290":5695,"_5135":5696,"_5110":5697,"_67":5698},{"_290":5691,"_5135":5692,"_5110":5693,"_67":5694},{"_290":5688,"_5135":5689,"_5110":5608,"_67":5690},"84e68f9f5c33","News","Navigate to press page","3d279775d73b","FAQ","/faq","Navigate to FAQ page","964627410473","Team","/team","Navigate to team page","buttonText","RSVP","end","show","start","2026-10-20T21:46:59.960Z","🐺 [Oct 28] GitBlame: Werewolf Happy Hour @GitHub Universe","https://luma.com/gitblame-werewolf",{"_26":5397,"_73":5708},{"_5068":5709,"_26":5070},"image-32fdfae4fd13b8f9a3c5bf6b13a635068cb0ecbb-1332x529-png","emailSubscription",{"_5017":5782,"_5783":5784},"footerColumns",[5746,5747,5748],[5715,5716,5717,5718,5719],{"_290":5741,"_5721":5742,"_89":5743},{"_290":5736,"_5721":5737,"_89":5738},{"_290":5731,"_5721":5732,"_89":5733},{"_290":5726,"_5721":5727,"_89":5728},{"_290":5720,"_5721":5722,"_89":5723},"639729864c2d","icon",{"_26":5066,"_73":5724},"https://www.tiktok.com/@heavybitindustries",{"_5068":5725,"_26":5070},"image-48ac9473e30341c4bee9f6634b77b6f8f1dd6b2f-849x980-webp","a100f6448036",{"_26":5066,"_73":5729},"https://www.instagram.com/heavybitindustries/",{"_5068":5730,"_26":5070},"image-b38b7ee9ccd05f61ca43d5b29fe7058f822f87eb-512x512-webp","fae1cc0df5c6",{"_26":5066,"_73":5734},"https://www.youtube.com/c/heavybit",{"_5068":5735,"_26":5070},"image-6c548d2e815d1fb3b3077c9b8be1ec251e1bc418-512x512-png","5348b028f0d41c3dac62b3dd2b5531ee",{"_26":5066,"_73":5739},"https://www.linkedin.com/company/heavybit",{"_5068":5740,"_26":5070},"image-01bd92eb06873bdc30b1cb5f9c78b1ef5a9559d4-512x512-png","ee025c96397c",{"_26":5066,"_73":5744},"https://twitter.com/heavybit",{"_5068":5745,"_26":5070},"image-9d618da0948299428b29e5d499af3fa5369a24d2-20x20-svg",{"_290":5774,"_5750":5682,"_5419":5775},{"_290":5762,"_5750":5649,"_5419":5763},{"_290":5749,"_5750":5613,"_5419":5751},"ea618aa34610","heading",[5752,5753,5754,5755],{"_290":5759,"_5135":5760,"_5110":5614,"_67":5761},{"_290":5758,"_5135":5633,"_5110":5634,"_67":5635},{"_290":5757,"_5135":5624,"_5110":5625,"_67":5624},{"_290":5756,"_5135":5645,"_5110":5646,"_67":5645},"5656520aaacf","96a97ceba3a2","e1673433290e","c82a64edc4dd","Blog","Navigate to browse on library page","a584a6acf07b",[5764,5765,5766,5767],{"_290":5773,"_5135":5663,"_5110":5664,"_67":5663},{"_290":5772,"_5135":5656,"_5110":5657,"_67":5658},{"_290":5771,"_5135":5673,"_5110":5674,"_67":5675},{"_290":5768,"_5135":5769,"_5110":5770,"_67":5769},"e22bfa6b2330","Inclusion","/community/diversity-and-inclusion","feb038ce46a1","e2d5641ef7de","4358699f4ca4","30a87ef6e7c1",[5776,5777,5778],{"_290":5781,"_5135":5667,"_5110":5668,"_67":5669},{"_290":5780,"_5135":5696,"_5110":5697,"_67":5698},{"_290":5779,"_5135":5689,"_5110":5608,"_67":5690},"398a9b50e214","42666d0b3987","3dfef1283ab5","Unlock success from technical pioneers in software infrastructure. We send the best strategies, tools, and industry updates directly to your inbox.","targetURL","https://share.hsforms.com/1_KYaR4lAQm-C8_9H7r4MIwqdoyu"]

Agent-Led Trust and Safety

Speakers