[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-bluesky-for-you-feed-scales-to-72k-users-on-30-mo-summary":3,"summaries-facets-categories":95,"summary-related-bluesky-for-you-feed-scales-to-72k-users-on-30-mo-summary":4500},{"id":4,"title":5,"ai":6,"body":13,"categories":55,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":60,"navigation":78,"path":79,"published_at":80,"question":57,"scraped_at":80,"seo":81,"sitemap":82,"source_id":83,"source_name":84,"source_type":85,"source_url":86,"stem":87,"tags":88,"thumbnail_url":57,"tldr":92,"tweet":57,"unknown_tags":93,"__hash__":94},"summaries\u002Fsummaries\u002Fbluesky-for-you-feed-scales-to-72k-users-on-30-mo--summary.md","Bluesky For You Feed Scales to 72K Users on $30\u002Fmo Home Server",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",4362,1719,13304,0.00122505,{"type":14,"value":15,"toc":48},"minimark",[16,21,25,28,32,35,38,42,45],[17,18,20],"h2",{"id":19},"lean-architecture-powers-72k-users","Lean Architecture Powers 72K Users",[22,23,24],"p",{},"Build custom Bluesky feeds with a single Go server on consumer hardware: 16-core gaming PC with 96GB RAM and 4TB NVMe. Ingest the Bluesky firehose, store 90 days of data (419GB SQLite), and serve personalized feeds. Public requests hit a $7\u002Fmo OVH VPS, which tunnels via Tailscale to the home server—avoiding complex cloud setups while handling real traffic.",[22,26,27],{},"This setup proves you don't need Kubernetes or hyperscalers for social-scale recommendation; SQLite handles 419GB writes from firehose without sharding, as long as you prune to 90 days.",[17,29,31],{"id":30},"likes-driven-recommendations-without-ml-hype","Likes-Driven Recommendations Without ML Hype",[22,33,34],{},"Core algorithm: Recommend posts liked by users whose like patterns match yours. No neural nets—just graph-like similarity on likes. spacecowboy tested multiple approaches, landing on the cheapest viable one that retains quality.",[22,36,37],{},"Trade-off: Relies on recent (90-day) data for recency, but scales horizontally if needed. Existing rig could support Bluesky's full 1M daily actives without changes.",[17,39,41],{"id":40},"_30mo-economics-beat-cloud-vendors","$30\u002FMo Economics Beat Cloud Vendors",[22,43,44],{},"Breakdown: $20 electricity for home PC, $7 VPS, $3 domains. No engineers beyond one maintainer. Handles 72K users today; bottlenecks are algorithmic, not infra. Lesson: Start with Tailscale + VPS proxy for global access to local compute—cuts costs 100x vs. AWS equivalents while matching scale.",[22,46,47],{},"Proves custom feeds democratize algorithms: Anyone can compete with platform defaults using off-the-shelf parts.",{"title":49,"searchDepth":50,"depth":50,"links":51},"",2,[52,53,54],{"id":19,"depth":50,"text":20},{"id":30,"depth":50,"text":31},{"id":40,"depth":50,"text":41},[56],"Software Engineering",null,"md",false,{"content_references":61,"triage":73},[62,68],{"type":63,"title":64,"author":65,"url":66,"context":67},"other","Serving the For You feed","spacecowboy","https:\u002F\u002Fatproto.com\u002Fblog\u002Fserving-the-for-you-feed","cited",{"type":69,"title":70,"url":71,"context":72},"tool","For You Feed","https:\u002F\u002Fbsky.app\u002Fprofile\u002Fdid:plc:3guzzweuqraryl3rdkimjamk\u002Ffeed\u002Ffor-you","mentioned",{"relevance":74,"novelty":75,"quality":75,"actionability":75,"composite":76,"reasoning":77},5,4,4.35,"Category: Software Engineering. The article provides a detailed, practical guide on building a scalable recommendation feed using consumer hardware, which directly addresses the needs of product builders looking for cost-effective solutions. It offers specific insights into architecture and cost breakdowns that can be immediately applied by developers and founders.",true,"\u002Fsummaries\u002Fbluesky-for-you-feed-scales-to-72k-users-on-30-mo-summary","2026-04-26 17:23:15",{"title":5,"description":49},{"loc":79},"7c0324b57ce95f02","Simon Willison's Weblog","article","https:\u002F\u002Fsimonwillison.net\u002F2026\u002FApr\u002F24\u002Fserving-the-for-you-feed\u002F#atom-everything","summaries\u002Fbluesky-for-you-feed-scales-to-72k-users-on-30-mo--summary",[89,90,91],"devops","cloud","software-engineering","Run a recommendation feed for 72,000 Bluesky users using one Go process on SQLite in a living room PC (16 cores\u002F96GB RAM\u002F4TB NVMe), proxying via $7 VPS over Tailscale, for $30\u002Fmo total—scalable to 1M 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This eliminates custom hacks like FUSE wrappers or periodic sync scripts, providing low-latency read\u002Fwrite access indistinguishable from local disks for AI\u002FML, data engineering, and DevOps workloads. Under the hood, it leverages S3's metadata for directory structures and supports standard file operations without data migration—your existing buckets work immediately.",[22,4519,4520,4521,4525],{},"To implement, grant IAM roles with s3:PutObject, s3:GetObject, etc., permissions scoped to the bucket prefix, then mount via AWS CLI or SDK: ",[4522,4523,4524],"code",{},"aws s3files mount s3:\u002F\u002Fyour-bucket \u002Fmnt\u002Fpoint",". 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Ideal for read-heavy ML feature stores or log processing, less so for high-write transactional DBs.",[17,4537,4539],{"id":4538},"avoid-common-pitfalls-security-cost-data-risks","Avoid Common Pitfalls: Security, Cost, Data Risks",[22,4541,4542],{},"Misconfigurations amplify S3's pitfalls: Broad IAM policies expose buckets publicly—use least-privilege with bucket policies denying public access and encrypting at-rest\u002Ftransit. Costs spike from unoptimized PUTs (e.g., frequent small writes); batch operations and use Intelligent-Tiering to mitigate, monitoring via CloudWatch for >$0.023\u002FGB PUT fees.",[22,4544,4545,4546,4549],{},"Data loss hits from concurrent writes without locks—implement app-level semaphores or use S3 atomic operations. Test mounts in staging: unmount with ",[4522,4547,4548],{},"aws s3files unmount \u002Fmnt\u002Fpoint"," to verify no corruption. Always enable versioning and MFA-delete on production buckets.",{"title":49,"searchDepth":50,"depth":50,"links":4551},[4552,4553,4554],{"id":4513,"depth":50,"text":4514},{"id":4528,"depth":50,"text":4529},{"id":4538,"depth":50,"text":4539},[458],{"content_references":4557,"triage":4558},[],{"relevance":74,"novelty":75,"quality":75,"actionability":75,"composite":76,"reasoning":4559},"Category: DevOps & Cloud. The article provides a detailed explanation of how AWS S3 Files can be used to enhance AI\u002FML workflows by transforming S3 buckets into file systems, addressing a specific pain point for developers looking to streamline data access. It includes practical implementation steps and highlights potential pitfalls, making it actionable for the target audience.","\u002Fsummaries\u002Fmount-s3-buckets-as-file-systems-with-aws-s3-files-summary","2026-04-18 18:01:01","2026-04-19 01:22:18",{"title":4503,"description":49},{"loc":4560},"73f55123201134f9","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Faws-s3-files-explained-the-smarter-way-to-turn-s3-buckets-into-file-systems-3459560f7046?source=rss----98111c9905da---4","summaries\u002Fmount-s3-buckets-as-file-systems-with-aws-s3-files-summary",[89,90],"AWS S3 Files mounts buckets directly as file systems on EC2, containers, and Lambda—eliminating FUSE hacks and sync scripts for AI\u002FML workflows, but misconfigurations risk exposing, corrupting, or losing data.",[],"H0SyvLhuPk2hJvF0qRUF-tBjKgYnnAhPe4UoY1GB-uc",{"id":4574,"title":4575,"ai":4576,"body":4581,"categories":4607,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4608,"navigation":78,"path":4614,"published_at":4615,"question":57,"scraped_at":4616,"seo":4617,"sitemap":4618,"source_id":4619,"source_name":4620,"source_type":85,"source_url":4621,"stem":4622,"tags":4623,"thumbnail_url":57,"tldr":4624,"tweet":57,"unknown_tags":4625,"__hash__":4626},"summaries\u002Fsummaries\u002Fzero-leak-debt-kill-100-leaked-secrets-platform-wi-summary.md","Zero Leak Debt: Kill 100+ Leaked Secrets Platform-Wide",{"provider":7,"model":8,"input_tokens":4577,"output_tokens":4578,"processing_time_ms":4579,"cost_usd":4580},3867,1345,10526,0.00142325,{"type":14,"value":4582,"toc":4603},[4583,4587,4590,4593,4597,4600],[17,4584,4586],{"id":4585},"leak-debt-persists-for-years-undermining-platforms","Leak Debt Persists for Years, Undermining Platforms",[22,4588,4589],{},"Leaked secrets accumulate as 'leak debt,' remaining active long after exposure—transaction keys from 2022 continued processing payments undetected. Every platform accumulates this debt differently based on stack, but it kills security and reliability. The author shares hands-on experience eliminating 100+ live leaks across local development, CI\u002FCD pipelines, and production environments, revealing a universal pattern: sprawl leads to chaos until teams commit to zero tolerance.",[22,4591,4592],{},"Static secrets create ongoing risks because they expire unexpectedly or demand manual rotation, amplifying vulnerabilities. Platforms suffer uniquely—GitOps teams battle repo exposures, service meshes grapple with identity issues—but all chase the same outcome: secrets that self-manage without human intervention.",[17,4594,4596],{"id":4595},"ruthless-audit-and-prevention-path-to-zero-debt","Ruthless Audit and Prevention Path to Zero Debt",[22,4598,4599],{},"Transition from chaos requires three steps: discover the mess through comprehensive scans, audit ruthlessly to prioritize live threats (e.g., still-valid 2022 keys), and enforce prevention via dynamic tools. Teams adopt stack-specific solutions like HashiCorp Vault for centralized management, AWS or GCP Secrets Manager for cloud-native rotation, Sealed Secrets for GitOps, or SPIFFE for service meshes.",[22,4601,4602],{},"This isn't a generic checklist but proven patterns from production battles: replace static secrets entirely to eliminate leak debt. Outcomes include no leaks, automatic rotation, and zero manual interventions, securing platforms end-to-end. The content cuts off mid-journey but emphasizes sharing these learnings for peer teams facing identical sprawl.",{"title":49,"searchDepth":50,"depth":50,"links":4604},[4605,4606],{"id":4585,"depth":50,"text":4586},{"id":4595,"depth":50,"text":4596},[458],{"content_references":4609,"triage":4610},[],{"relevance":75,"novelty":4611,"quality":75,"actionability":75,"composite":4612,"reasoning":4613},3,3.8,"Category: DevOps & Cloud. The article addresses a specific pain point regarding the management of leaked secrets, which is crucial for maintaining security in AI-powered products. It provides actionable steps for auditing and preventing leak debt, making it relevant for developers and product builders.","\u002Fsummaries\u002Fzero-leak-debt-kill-100-leaked-secrets-platform-wi-summary","2026-04-15 14:55:38","2026-04-15 15:38:58",{"title":4575,"description":49},{"loc":4614},"71dc58e232e9091c","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fmost-leaked-secrets-live-for-years-the-hidden-leak-debt-killing-your-platform-47e74da51697?source=rss----5517fd7b58a6---4","summaries\u002Fzero-leak-debt-kill-100-leaked-secrets-platform-wi-summary",[89,90],"Leaked secrets from 2022 still process payments as 'leak debt'; ruthlessly audit across local dev, CI\u002FCD, and production to reach zero static secrets that never leak, expire unexpectedly, or need manual rotation.",[],"aAiDRQtMgTlLYI0tXHkxL7K0c8mpVbfv0twLMuEUIDE",{"id":4628,"title":4629,"ai":4630,"body":4635,"categories":4672,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4673,"navigation":78,"path":4686,"published_at":4687,"question":57,"scraped_at":4688,"seo":4689,"sitemap":4690,"source_id":4691,"source_name":4692,"source_type":85,"source_url":4693,"stem":4694,"tags":4695,"thumbnail_url":57,"tldr":4697,"tweet":57,"unknown_tags":4698,"__hash__":4699},"summaries\u002Fsummaries\u002Fmrc-openai-s-protocol-for-resilient-ai-training-ne-summary.md","MRC: OpenAI's Protocol for Resilient AI Training Networks",{"provider":7,"model":8,"input_tokens":4631,"output_tokens":4632,"processing_time_ms":4633,"cost_usd":4634},8465,1915,20569,0.00214365,{"type":14,"value":4636,"toc":4667},[4637,4641,4644,4647,4650,4654,4657,4660,4664],[17,4638,4640],{"id":4639},"multipath-mechanisms-eliminate-congestion-and-enable-fast-recovery","Multipath Mechanisms Eliminate Congestion and Enable Fast Recovery",[22,4642,4643],{},"In large AI training clusters, network congestion, link failures, and jitter cause GPU idle time, amplifying costs as clusters scale to millions of data transfers per step. MRC builds on RoCEv2 for hardware-accelerated RDMA over Ethernet and SRv6 for static source routing, shifting intelligence to NICs while switches follow pre-configured paths blindly. This avoids interference from dynamic routing.",[22,4645,4646],{},"Adaptive packet spraying distributes packets across hundreds of paths at the NIC level, achieving higher bandwidth, reduced tail latency, and packet-level load balancing—unlike single-path RoCEv2. For failures, MRC detects issues in microseconds and reroutes: if an 8-port 800Gb\u002Fs NIC loses one port, it drops to 7\u002F8 capacity but recalculates paths instantly, notifies peers to avoid the failed plane, and restores it within a minute upon recovery. Conventional fabrics take seconds to tens of seconds, often crashing jobs; MRC keeps training alive with minimal performance hit.",[22,4648,4649],{},"AMD's NSCC congestion control integrates via UEC specs, preserving RDMA semantics while adding multipath support.",[17,4651,4653],{"id":4652},"multi-plane-architecture-cuts-tiers-costs-and-latency","Multi-Plane Architecture Cuts Tiers, Costs, and Latency",[22,4655,4656],{},"MRC reimagines NICs as multiple smaller links (e.g., one 800Gb\u002Fs interface split into eight 100Gb\u002Fs to eight switches), enabling a two-tier Clos network for 131,000 GPUs versus three-to-four tiers in 800Gb\u002Fs designs. Longest paths cross three switches instead of five-to-seven, slashing latency.",[22,4658,4659],{},"For full bisection bandwidth, this uses 2\u002F3 the optics and 3\u002F5 the switches of three-tier networks, reducing power, cost, and failure blast radius. A tier-1 switch failure (e.g., rebooting four during training) no longer halts jobs.",[17,4661,4663],{"id":4662},"production-on-named-hardware-across-openai-clusters","Production on Named Hardware Across OpenAI Clusters",[22,4665,4666],{},"Deployed on 400\u002F800Gb\u002Fs RDMA NICs like NVIDIA ConnectX-8, AMD Pollara\u002FVulcano, Broadcom Thor Ultra; SRv6 switches include NVIDIA Spectrum-4\u002F5 (Cumulus\u002FSONiC) and Broadcom Tomahawk 5 (Arista EOS). Powers NVIDIA GB200 supercomputers in OpenAI's Stargate (OCI Abilene, TX) and Microsoft's Fairwater (Atlanta\u002FWisconsin), training ChatGPT and Codex models without job interruptions from failures.",{"title":49,"searchDepth":50,"depth":50,"links":4668},[4669,4670,4671],{"id":4639,"depth":50,"text":4640},{"id":4652,"depth":50,"text":4653},{"id":4662,"depth":50,"text":4663},[458],{"content_references":4674,"triage":4683},[4675,4679],{"type":4676,"title":4677,"url":4678,"context":67},"paper","Resilient AI Supercomputer Networking using MRC and SRv6","https:\u002F\u002Fcdn.openai.com\u002Fpdf\u002Fresilient-ai-supercomputer-networking-using-mrc-and-srv6.pdf",{"type":63,"title":4680,"url":4681,"context":4682},"MRC Supercomputer Networking Technical Details","https:\u002F\u002Fopenai.com\u002Findex\u002Fmrc-supercomputer-networking\u002F","recommended",{"relevance":4611,"novelty":4611,"quality":75,"actionability":50,"composite":4684,"reasoning":4685},3.05,"Category: AI & LLMs. The article discusses OpenAI's MRC protocol, which is relevant to AI infrastructure but lacks direct applicability for product builders looking for actionable insights. While it presents some new technical details about network optimization for AI training, it does not provide practical steps or frameworks that the audience can implement.","\u002Fsummaries\u002Fmrc-openai-s-protocol-for-resilient-ai-training-ne-summary","2026-05-07 07:50:02","2026-05-07 11:24:11",{"title":4629,"description":49},{"loc":4686},"30072e6e8b386729","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F07\u002Fopenai-introduces-mrc-multipath-reliable-connection-a-new-open-networking-protocol-for-large-scale-ai-supercomputer-training-clusters\u002F","summaries\u002Fmrc-openai-s-protocol-for-resilient-ai-training-ne-summary",[4696,89,90],"machine-learning","OpenAI's MRC extends RoCE with multipath spraying, microsecond failure recovery via SRv6, and multi-plane designs to deliver predictable performance in 131k-GPU clusters, using 2\u002F3 fewer optics and 3\u002F5 fewer switches than traditional setups.",[],"KdXLeYDvcUKvnCysl_vP3n1iwjXIrS3pZkFGBbn7k9g",{"id":4701,"title":4702,"ai":4703,"body":4708,"categories":4736,"created_at":57,"date_modified":57,"description":49,"extension":58,"faq":57,"featured":59,"kicker_label":57,"meta":4737,"navigation":78,"path":4750,"published_at":4751,"question":57,"scraped_at":4752,"seo":4753,"sitemap":4754,"source_id":4755,"source_name":4756,"source_type":85,"source_url":4757,"stem":4758,"tags":4759,"thumbnail_url":57,"tldr":4760,"tweet":57,"unknown_tags":4761,"__hash__":4762},"summaries\u002Fsummaries\u002Fmrc-enables-100k-gpu-clusters-with-resilient-multi-summary.md","MRC Enables 100k+ GPU Clusters with Resilient Multipath Networking",{"provider":7,"model":8,"input_tokens":4704,"output_tokens":4705,"processing_time_ms":4706,"cost_usd":4707},4244,1621,21683,0.00163665,{"type":14,"value":4709,"toc":4731},[4710,4714,4717,4721,4724,4728],[17,4711,4713],{"id":4712},"multipath-routing-fixes-core-bottlenecks-in-ai-training","Multipath Routing Fixes Core Bottlenecks in AI Training",[22,4715,4716],{},"MRC (Multipath Reliable Connection) eliminates congestion in AI supercomputers by distributing packets across hundreds of network paths simultaneously, rather than single paths. This delivers faster, more predictable GPU-to-GPU data transfers critical for training massive models. On failures—links, switches, or paths—MRC reroutes in microseconds, versus seconds or tens of seconds for standard 800 Gb\u002Fs fabrics. Result: Training jobs survive reboots and maintenance without stalls. OpenAI's multi-plane design connects over 100,000 GPUs using only two Ethernet switch tiers, slashing component count, power use, and costs compared to conventional three- or four-tier setups.",[17,4718,4720],{"id":4719},"proven-at-scale-on-frontier-supercomputers","Proven at Scale on Frontier Supercomputers",[22,4722,4723],{},"Deployed across OpenAI's largest NVIDIA GB200 clusters—including Oracle Cloud in Abilene, Texas, and Microsoft's Fairwater—MRC handled a real-world test during frontier model training for ChatGPT and Codex. Four tier-1 switches rebooted without coordinating with running jobs, proving zero-disruption resilience. This lets operators maintain networks mid-training, boosting uptime for trillion-parameter models where network stalls previously cost hours or days.",[17,4725,4727],{"id":4726},"open-standards-accelerate-adoption","Open Standards Accelerate Adoption",[22,4729,4730],{},"Specification released via Open Compute Project (OCP MRC 1.0), with contributions from AMD, Broadcom, Intel, Microsoft, and NVIDIA. Builders can implement now for Ethernet-based AI fabrics, avoiding proprietary lock-in while hitting supercomputer-scale performance.",{"title":49,"searchDepth":50,"depth":50,"links":4732},[4733,4734,4735],{"id":4712,"depth":50,"text":4713},{"id":4719,"depth":50,"text":4720},{"id":4726,"depth":50,"text":4727},[103],{"content_references":4738,"triage":4748},[4739,4741,4745],{"type":4676,"title":4740,"url":4678,"context":72},"Resilient AI Supercomputer Networking Using MRC and SRv6",{"type":63,"title":4742,"publisher":4743,"url":4744,"context":72},"OCP MRC 1.0","Open Compute Project","https:\u002F\u002Fwww.opencompute.org\u002Fdocuments\u002Focp-mrc-1-0-pdf",{"type":63,"title":4746,"author":4747,"url":4681,"context":67},"MRC Supercomputer Networking","OpenAI",{"relevance":4611,"novelty":4611,"quality":75,"actionability":50,"composite":4684,"reasoning":4749},"Category: AI & LLMs. The article discusses a new networking protocol that addresses bottlenecks in AI supercomputing, which is relevant to AI engineering. However, it lacks direct actionable insights for product builders on how to implement or leverage this technology in their own projects.","\u002Fsummaries\u002Fmrc-enables-100k-gpu-clusters-with-resilient-multi-summary","2026-05-06 19:13:21","2026-05-07 11:24:04",{"title":4702,"description":49},{"loc":4750},"f78d6045a31221d2","The Decoder","https:\u002F\u002Fthe-decoder.com\u002Fopenai-built-a-networking-protocol-with-amd-broadcom-intel-microsoft-and-nvidia-to-fix-ai-supercomputer-bottlenecks\u002F","summaries\u002Fmrc-enables-100k-gpu-clusters-with-resilient-multi-summary",[89,90,4696],"OpenAI's MRC protocol spreads packets across hundreds of paths for microsecond failure recovery, connecting 100,000+ GPUs via just 2 switch tiers—cutting power, cost, and downtime in AI training supercomputers.",[],"d8WPJs0TXWmWsbEegxo4Fx6Dz7CsETV0KeqJqcZnOgw"]