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Open TG 2402 for the original public archive record.","url":"https://t.me/qwgai/2402"}],"related_patterns":[{"slug":"agent-ready-software-exposes-capabilities","title":"Agent-ready software exposes capabilities","count":7,"url":"/patterns/agent-ready-software-exposes-capabilities/"},{"slug":"skills-become-portable-capability-layer","title":"Skills become a portable capability layer","count":5,"url":"/patterns/skills-become-portable-capability-layer/"},{"slug":"agent-protocols-become-interoperability-layer","title":"Agent protocols become an interoperability layer","count":3,"url":"/patterns/agent-protocols-become-interoperability-layer/"}]},{"id":7,"label":"Evals","commentary":"Evaluation is the recurring constraint: judges, benchmarks, feedback, reliability, and the widening verification bottleneck.","size":52,"share":0.031138,"confidence_mean":0.78438,"date_range":{"first":"2025-01-09","last":"2026-07-14"},"representative_posts":[{"message_id":1463,"date":"2026-02-16","excerpt":"Representative source post in the Evals island. 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Open TG 1529 for the original public archive record.","url":"https://t.me/qwgai/1529"}],"related_patterns":[{"slug":"agent-ready-software-exposes-capabilities","title":"Agent-ready software exposes capabilities","count":6,"url":"/patterns/agent-ready-software-exposes-capabilities/"},{"slug":"verification-bandwidth-is-the-scarce-resource","title":"Verification bandwidth is the scarce resource","count":5,"url":"/patterns/verification-bandwidth-is-the-scarce-resource/"},{"slug":"goal-scoped-loops-replace-manual-continuation","title":"Goal-scoped loops replace manual continuation","count":5,"url":"/patterns/goal-scoped-loops-replace-manual-continuation/"}]},{"id":13,"label":"RAG + retrieval","commentary":"Retrieval clusters with long context and search, but repeatedly returns to a harder question: how knowledge gets updated.","size":39,"share":0.023353,"confidence_mean":0.97952,"date_range":{"first":"2025-03-03","last":"2026-07-15"},"representative_posts":[{"message_id":1521,"date":"2026-02-22","excerpt":"Representative source post in the RAG + retrieval island. 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Open TG 1280 for the original public archive record.","url":"https://t.me/qwgai/1280"}],"related_patterns":[{"slug":"company-memory-needs-write-loops","title":"Company memory needs write loops","count":9,"url":"/patterns/company-memory-needs-write-loops/"},{"slug":"agent-ready-software-exposes-capabilities","title":"Agent-ready software exposes capabilities","count":6,"url":"/patterns/agent-ready-software-exposes-capabilities/"},{"slug":"verification-bandwidth-is-the-scarce-resource","title":"Verification bandwidth is the scarce resource","count":3,"url":"/patterns/verification-bandwidth-is-the-scarce-resource/"}]},{"id":14,"label":"Runtime + sandbox","commentary":"Execution boundaries matter as much as reasoning: sandboxes, runtimes, isolation, permissions, and safe tool use.","size":39,"share":0.023353,"confidence_mean":0.97046,"date_range":{"first":"2025-11-06","last":"2026-07-14"},"representative_posts":[{"message_id":1807,"date":"2026-04-01","excerpt":"Representative source post in the Runtime + sandbox island. 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Open TG 2462 for the original public archive record.","url":"https://t.me/qwgai/2462"}],"related_patterns":[{"slug":"agent-ready-software-exposes-capabilities","title":"Agent-ready software exposes capabilities","count":11,"url":"/patterns/agent-ready-software-exposes-capabilities/"},{"slug":"agent-security-moves-to-runtime-boundaries","title":"Agent security moves to runtime boundaries","count":5,"url":"/patterns/agent-security-moves-to-runtime-boundaries/"},{"slug":"verification-bandwidth-is-the-scarce-resource","title":"Verification bandwidth is the scarce resource","count":4,"url":"/patterns/verification-bandwidth-is-the-scarce-resource/"}]},{"id":15,"label":"Browser agents","commentary":"Browser use is its own operational domain: navigation, extraction, UI actions, web evidence, and the brittleness between them.","size":37,"share":0.022156,"confidence_mean":0.97771,"date_range":{"first":"2025-05-21","last":"2026-07-13"},"representative_posts":[{"message_id":979,"date":"2025-12-16","excerpt":"Representative source post in the Browser agents island. 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Open TG 1608 for the original public archive record.","url":"https://t.me/qwgai/1608"}],"related_patterns":[{"slug":"model-answers-become-task-interfaces","title":"Model answers become task interfaces","count":8,"url":"/patterns/model-answers-become-task-interfaces/"},{"slug":"agent-ready-software-exposes-capabilities","title":"Agent-ready software exposes capabilities","count":8,"url":"/patterns/agent-ready-software-exposes-capabilities/"},{"slug":"skills-become-portable-capability-layer","title":"Skills become a portable capability layer","count":4,"url":"/patterns/skills-become-portable-capability-layer/"}]},{"id":16,"label":"Claude models","commentary":"Claude model releases separate from Claude Code: capability shifts, price/performance, reasoning modes, and model behavior.","size":32,"share":0.019162,"confidence_mean":0.98624,"date_range":{"first":"2025-02-28","last":"2026-07-15"},"representative_posts":[{"message_id":2081,"date":"2026-04-17","excerpt":"Representative source post in the Claude models island. 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Open TG 1028 for the original public archive record.","url":"https://t.me/qwgai/1028"}],"related_patterns":[{"slug":"company-memory-needs-write-loops","title":"Company memory needs write loops","count":2,"url":"/patterns/company-memory-needs-write-loops/"},{"slug":"agent-protocols-become-interoperability-layer","title":"Agent protocols become an interoperability layer","count":2,"url":"/patterns/agent-protocols-become-interoperability-layer/"},{"slug":"agent-ready-software-exposes-capabilities","title":"Agent-ready software exposes capabilities","count":2,"url":"/patterns/agent-ready-software-exposes-capabilities/"}]},{"id":17,"label":"MCP + protocols","commentary":"MCP and adjacent protocols form a compact interoperability island connecting agents, tools, data, and interfaces.","size":32,"share":0.019162,"confidence_mean":0.96875,"date_range":{"first":"2025-02-23","last":"2026-03-26"},"representative_posts":[{"message_id":37,"date":"2025-02-23","excerpt":"Representative source post in the MCP + protocols island. 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