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  "title": "atproto dev chat IV recap",
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              "plaintext": "i am human and i err! this was rendered from memory and discord chat, pls comment/DM me if you see mistakes or misrepresentations"
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                    "plaintext": "dev tokens and Device Code Grant Flow"
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                    "plaintext": "Everything Account"
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                    "plaintext": "relays & collectiondir"
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                    "plaintext": "following feeds"
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                    "plaintext": "\"blocks don't remove follow records\""
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                    "plaintext": "legal resources for PDS operators"
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              "plaintext": "Discussion started broadly with prior art and discovery of labelers."
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              "plaintext": "@byarielm.fyi asked \"what's the difference between Skyware and Ozone?\""
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              "plaintext": "The general answer: Skyware (archived repo!) is a minimal labeler implementation — it issues labels and sends them all to the client (no incremental backfill). Ozone is a full multi-user moderation interface for human review. And Osprey is the newest piece: an automation and data analysis engine for pattern detection at scale."
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              "plaintext": "@thisismissem.social explained that Osprey \"receives the events from a source, e.g., the firehose, and then based on the rules you've stored (a DSL) it can then apply those to data as it comes in. Osprey also stores all the events in a big database, which then allows you to write new rules and investigate patterns.\""
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              "plaintext": "@byarielm.fyi summarized: \"Skyware is kinda the base code you need for a labeler, Ozone provides UI and some extra db/moderation stuff, and Osprey is more pattern/rule formatting for labellers?\""
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              "plaintext": "Signup UX & prompt=create"
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              "plaintext": "@flo-bit.dev raised the signup UX question: should apps let users enter email and password on the app's own page (easier to understand, but worse for password managers — this is what Bluesky does), or redirect them to a PDS with prompt=create?"
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              "plaintext": "The problem that was raised is that prompt=create isn't standard and not all PDSs support it — single-user PDSs and those with registration disabled can't handle it. Updates to both the PDS and the OAuth flow itself are needed. There is reportedly energy on the Bluesky team around this."
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              "plaintext": "@thisismissem.social shared her OAuth working group proposal, which addresses some of these authorization management concerns."
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              "plaintext": "Brief discussion of the device code grant flow pattern (as it relates to dev tokens for atproto apps): start the flow on one device, poll for completion, and get the token back. The open question is how DPoP works with device code grant flow (still in draft), and what happens for devices without a display."
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              "plaintext": "Yeah, totally fair, that framing was weird. Here's the fixed version:"
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              "plaintext": "@sharpiepls.com offered an accessible analogy for explaining the relevance of PLC to new users: PDSes are houses and the PLC is like a post office. Migrating packs up your old house and builds a new one somewhere else — then you tell the post office your new address, and all your mail gets routed there instead. The group riffed on analogies further — one compared rotation keys to 2FA backup keys, @byarielm.fyi suggested \"it's like lock-and-key matching but more like fingerprints that are actually unique,\" and @psingletary.com offered the image of BFF heart necklaces — one half yours, one half somewhere else."
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              "plaintext": "The challenge, as @sharpiepls.com put it: \"getting people to tune in long enough to even understand what the PLC is — is very hard ... people's eyes glazing over.\" @geesawra.industries noted simply: \"asymmetric crypto is hard.\" @zzstoatzz.io suggested that there's a \"depth of the iceberg\" that you don't need to invoke when getting relative normies ramped up and that the ultimate focus should be clearly explaining human outcomes."
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              "plaintext": "Brief but fun thread: @geesawra.industries floated the idea of putting dotfiles on your PDS — \"ultimate nerd snipe.\" @quillmatiq.com named the vision: \"everything account.\" @evan.jarrett.net pointed out the real draw would be if the data could be encrypted/private, and @same.supply noted that .dotfiles are usually already public on git anyway."
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              "plaintext": "A pragmatic conversation about when you need a lexicon and when you don't. @flo-bit.dev acknowledged that Blento \"still doesn't have a lexicon\" and @psingletary.com formalized the vibe: \"Not Everything Needs A Lexicon.\" @quillmatiq.com agreed — \"we can also start sans lexicon and move when we're ready, doesn't need to be a blocker.\""
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              "plaintext": "The \"circle of life\" problem: @evan.jarrett.net \"tried to write documentation and then it got outdated like 3 commits later.\" This resonated broadly."
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              "plaintext": "Worth noting was the reminder that well-articulated opinions and confusions from newcomers are super valuable signal to maintainers, and that tools like Claude can help you articulate yourself and open a github issue/discussion in a way that matches project norms."
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              "plaintext": "The following feed is \"a stupidly complex data problem at scale\" — and according to a post from @why.bsky.team, it represents roughly half of Bluesky's production workload. The basic flow: a post lands, a background task injects it into every follower's feed (a sorted set). Straightforward in concept, crushing at scale."
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              "plaintext": "@evan.jarrett.net clarified this is specifically about \"the non-algorithmic one, because you have to show every post for every follower that everyone has.\" Mastodon's approach: generate the following feed on demand and suspend it after inactivity. Bluesky uses ScyllaDB and does not suspend feed generation for inactive users — which contributes to the workload."
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              "plaintext": "For app developers wanting to build their own following feed without all this infrastructure, there's a cheat: take {bsky follows} minus {those without your app's *.xyz records} — essentially filtering your following list to only people who use your app."
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              "plaintext": "An important gotcha surfaced in the following feed discussion: blocking someone on Bluesky does not delete the follow record from your repo. @geesawra.industries noted that \"the good old 'block, unblock to force unfollow' trick doesn't work around here.\""
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              "plaintext": "@verdverm.com posed the deeper question: \"why should block activity force some unfollow? Or generalized, why does writing a record in one repo force a write in another repo?\" — highlighting a fundamental design tension in how repos interact."
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              "plaintext": "@taurean.bryant.land offered a practical angle: using the follow graph as a follow recommendation system to build a new social graph, rather than trying to force cross-repo writes."
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              "plaintext": "Community Showcase"
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              "plaintext": "arabica — @pdewey.com explained their coffee journaling alpha built on ATProto."
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              "plaintext": "drydown — @taurean.bryant.land shared their fragrance review app built on ATProto. @sharpiepls.com expressed interest in discussing creator use cases together."
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              "plaintext": "ATmosphereConf — @psingletary.com ran a poll: 42% virtual, 33% IRL, 17% \"what's that?\", 8% nah. The conference is in Vancouver, March 26-29, 2026. Several attendees expressed they'd attend virtually due to not feeling comfortable leaving the US right now."
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              "plaintext": "atproto table at local events — @sharpiepls.com mentioned hosting an ATProto table at their local event the following week."
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              "plaintext": "OG/link preview issues — one call member raised issues with Bluesky's handling of Open Graph previews for dynamically generated images. @sri.xyz pointed to the cardyb endpoint that Bluesky uses for link extraction. another shared gizo, their link card generator service."
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              "plaintext": "concord — @distributed.camp shared that @dollspace.gay built an IRC client that uses ATProto auth."
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              "plaintext": "Legal Obligations for PDS Operators"
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              "plaintext": "Osprey for ATProto ∙ OAuth Authorization Management URI (draft) ∙ Bluesky Cookbook ∙ atcute node-client-public-example ∙ Adversarial PLC directory migration ∙ Sharpie's PDS migration vlog ∙ The AT Stack (guide) ∙ collectiondir (Indigo) ∙ Lexicon Garden ∙ atproto-website issues ∙ Why on following feed workload ∙ Jaz — Imperfection ∙ arabica (alpha) ∙ arabica on Tangled ∙ drydown ∙ ATmosphereConf 2026 ∙ cardyb ∙ gizo ∙ concord ∙ thisismissem on infra/apps/moderation"
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              "plaintext": "This week's call opened with a moderation stack walkthrough — Skyware for minimal labeling, Ozone for multi-user human review, and Osprey for rules-based pattern detection at scale. Signup UX got airtime too: prompt=create isn't universally supported across PDSs, and the OAuth flow needs updates to make account creation smoother for non-technical users."
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              "plaintext": "The longest thread was about explaining credible exit to less technical people. @sharpiepls.com offered an accessible framing for explaining the human consequences of PLC/hosts in general, but the group acknowledged the general difficulty of eyes glazing over fast when technical details are invoked. The consensus: focus on human outcomes/requirements!"
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              "plaintext": "On infrastructure, the following feed emerged as \"a stupidly complex data problem at scale\" — roughly half of Bluesky's production workload. The Postgres-to-Scylla migration went poorly and large accounts may be lossy. For app developers, there's a cheat: filter bsky follows to only those with your app's records. A related gotcha: blocks don't remove follow records, raising the question of why writing to one repo should force a write in another."
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              "plaintext": "Discussion of new community projects included arabica.social (coffee journaling) and drydown.social (fragrance reviews). The call closed on legal obligations for PDS operators — the goal being to make compliance simple enough that a student hosting a project isn't scared off by regulations."
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              "plaintext": "Quick links: Osprey ∙ Adversarial PLC migration ∙ Jaz on imperfection ∙ arabica ∙ drydown ∙ ATmosphereConf 2026 ∙ Lexicon Garden"
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  },
  "publishedAt": "2026-02-24T02:05:28.765Z"
}