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@@ -25,11 +25,14 @@ Use for sources that are central to one of these durable themes:
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- Quality engineering, security, supply-chain, infra reliability for AI/software systems
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- Technical writeups with implementation details likely to be referenced later
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- Loop-engineering style agent operations: discovery, handoff, independent verification, persistence, scheduling, evaluator separation, and state/log design for autonomous jobs
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- Framework-level workflow orchestration for agents: typed graph execution, reusable node/tool/agent primitives, durable pause/resume, human-in-the-loop interrupts, retry/concurrency controls, branch/session isolation, and telemetry that makes loops observable and replayable
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- AI-agent operator observability and control surfaces: monitoring multiple coding agents, local process/port/session visibility, rate-limit/context tracking, approval flows, and mobile/terminal dashboards for agent operations
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- Minimal, observable agent harnesses that expose context/session/tool/process state clearly, especially when they document trade-offs around provider abstraction, terminal/tmux workflows, sub-agents, MCP, permissions, or worktree-based isolation
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- Agent-oriented CLI/tool design that reduces model guesswork with CLI-owned usage guides, JSON-first output, actionable errors, search/read separation, stale-state metadata, safe defaults, and few flags
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- Code-to-knowledge and code-to-documentation systems that generate repo Wikis, C4 architecture views, diagrams, or durable onboarding material from source code, especially when they address documentation drift and review workflows
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- Agent identity/security standards and operational controls, especially MCP authorization, Cross App Access/XAA, least privilege, audit logs, and supply-chain risks around agents
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- Agent-oriented CLI/tool design that reduces model guesswork with CLI-owned usage guides, JSON-first output, actionable errors, search/read separation, stale-state metadata, safe defaults, few flags, discoverable command trees, job controls, and bundled agent skills
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- Implementation-derived quality metrics that turn test traces, routes, APIs/RPCs, coverage denominators, evaluator outputs, or runtime evidence into durable feedback loops for development and release decisions
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- Code-to-knowledge and code-to-documentation systems that generate repo Wikis, C4 architecture views, diagrams, or durable onboarding material from source code, especially when they address documentation drift, agent instruction-file integration, scheduled diff-based updates, traceability, and review workflows
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- Agent identity/security standards and operational controls, especially MCP authorization, Cross App Access/XAA, least privilege, audit logs, command-execution guards, sandbox/approval boundaries, and supply-chain risks around agents
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- Browser-agent harnesses with concrete tool surfaces: DOM/network/console/screenshot/page-interaction access, local browser MCP servers, tab/session boundaries, performance checks, and accessibility checks that make UI debugging verifiable by agents
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- Human-gated AI security workflows that reduce maintainer burden: vulnerability discovery, verification, patch drafting, responsible disclosure, release monitoring, and false-positive suppression before any report leaves the operator's workspace
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- Niche, exciting design/hack/Hacker News-like material, especially when it exposes an unusual technique, tool, interface, or way of thinking
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- Public-interest/public-sector technology, civic infrastructure, accessibility (a11y), inclusive design, and systems that make services more usable or equitable
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@@ -1,91 +1,80 @@
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# Discord Link Ingest State
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last_checked_at: 2026-06-30T13:06:00Z
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last_message_created_at: 2026-06-30T12:21:28.417000000Z
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last_checked_at: 2026-07-02T15:04:21Z
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last_message_created_at: 2026-07-02T14:22:19.033000000Z
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lookback_used: incremental_since_last_message_created_at_with_git_share_auto_update
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channels:
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chat: '1028287639918497822'
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tw: '1477793137064935675'
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## Last run summary — 2026-06-30T13:06:00Z
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## Last run summary - 2026-07-02T15:04:21Z
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- Messages scanned: 8 new local-archive messages in #chat and #tw after `2026-06-30T11:21:36.408000000Z`.
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- Discrawl auto-update: `discrawl status --json` reported share `needs_update=true`; subsequent read-only SQL pulled/imported the git share and increased archive message count to 163,989.
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- URL mentions found: 42 before dedupe, 39 normalized unique URLs; most were X/Twitter digest links plus direct #chat links.
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- Durable candidates fetched: 6 attempted; 4 saved as raw, 1 Reddit extraction failed, 1 Ramp/Revelio primary source could not be resolved cleanly.
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- Raw articles saved: 4
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- `raw/articles/agent-oriented-cli-zenn-2026.md` — score 4 — https://zenn.dev/chot/articles/dca4889fa27d27
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- `raw/articles/microsoft-learn-agent-architecture-sdlc-2026.md` — score 3 — https://learn.microsoft.com/ja-jp/training/modules/design-agent-architecture-integration/
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- `raw/articles/boj-ai-legal-risk-financial-institutions-2026.md` — score 3 — https://www.imes.boj.or.jp/research/abstracts/japanese/kk45-1-2.html
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- `raw/articles/amazon-s3-deep-dive-reinvent-2023.md` — score 2 — https://d1.awsstatic.com/events/Summits/reinvent2023/STG314_Dive-deep-on-Amazon-S3.pdf
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- Wiki pages created: 1
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- `concepts/agent-oriented-cli-design.md`
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- Wiki pages updated: 3
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- `concepts/loop-engineering.md`
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- `concepts/ai-agent-identity-security.md`
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- `concepts/ai-developer-liability.md`
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- Index updated: `index.md`
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- Automation profile updated: `.automation/discord-link-ingest/interest-profile.md`
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- Rubric note: direct #chat shares about AI-agent toolmaking remain strong score-4 signals when they contain concrete implementation trade-offs; highlighted digest links about agent SDLC governance and Japanese AI legal-risk framing can update existing pages when a clean durable source is found. Generic deep infrastructure decks can be raw-only unless they connect to an active wiki concept.
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- Messages scanned: 3 new local-archive messages after `2026-07-02T13:22:07.820000000Z` — 0 in #chat and 3 in #tw.
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- Discrawl auto-update: `discrawl status --json` initially reported share `needs_update=true`; the read-only SQL query pulled/imported the git share and increased archive message count from 164,603 to 164,616. Final status generated at `2026-07-02T15:04:21Z` reported 164,616 messages.
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- URL mentions found: 50 mentions / 38 normalized unique URLs; 31 were not already present in the prior state URL list.
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- Raw articles saved: 0.
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- Wiki pages created: 0.
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- Wiki pages updated: 0.
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- Extraction errors: 0. No candidate crossed the score >=2 raw-ingest threshold, so no defuddle/web extraction was attempted.
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## Current run processed / notable URLs
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### Raw saved
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### Raw saved and wiki-updated
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- https://zenn.dev/chot/articles/dca4889fa27d27 → `raw/articles/agent-oriented-cli-zenn-2026.md`
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- https://learn.microsoft.com/ja-jp/training/modules/design-agent-architecture-integration/ → `raw/articles/microsoft-learn-agent-architecture-sdlc-2026.md`
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- https://www.imes.boj.or.jp/research/abstracts/japanese/kk45-1-2.html → `raw/articles/boj-ai-legal-risk-financial-institutions-2026.md`
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- https://d1.awsstatic.com/events/Summits/reinvent2023/STG314_Dive-deep-on-Amazon-S3.pdf → `raw/articles/amazon-s3-deep-dive-reinvent-2023.md`
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- None.
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### Link-only high-signal discovery context
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### Link-only / skipped
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- https://www.reddit.com/r/ClaudeAI/comments/1ujila1/anthropic_embedded_spyware_in_claude_code_and/ — direct #chat link, but Reddit extraction returned 403/empty and the claim is discussion-level/unverified.
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- Ramp/Revelio Labs AI-adoption/employment item from `https://t.co/ScBfS63kn3` — search surfaced X/a derivative article but not a clean primary source in this run.
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- GitHub Projects old-Android/Termux/Home-Assistant item from `https://t.co/zhvM7Y0eBS` — no clean durable source found during this run.
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- #tw digest X links about US employment/macro markets, Tesla deliveries, OpenAI/government stake prediction-market chatter, Claude Fable 5 operations chatter, Japanese note auto-translation/search/LLM surfacing, Kyiv/Damascus attacks, iDeCo password-storage concerns, UN AI science-panel summary, Claude Code + build123d CAD workflow, astronomy visuals, Solana/Spiko RWA, Skyroot launch patch, and mosquito-control research were treated as discovery context only.
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- The most watchlist-worthy items were the UN AI science-panel summary, note auto-translation/search distribution observations, and Claude Code/build123d CAD workflow, but all were X-only in this run. They should become raw candidates only if durable primary sources recur or direct non-X sources appear.
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### Skipped or below current threshold
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### Processed normalized Discord URLs this run
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- X video/status-only links, routine macro/geopolitics/sports/news, media-only items, and routine security headlines without new durable pattern stayed below the current wiki threshold.
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- https://x.com/PolymarketMoney/status/2072660074523451473
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- https://x.com/WSJ/status/2072660498344992793
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- https://x.com/id13298072/status/2072667103396806925
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- https://x.com/Polymarket/status/2072674402219467185
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- https://x.com/ReutersJapan/status/2072674509958586479
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- https://x.com/47news_official/status/2072663338379878773
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- https://x.com/PolymarketMoney/status/2072670859005944169
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- https://x.com/zerohedge/status/2072674425510453388
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- https://x.com/PolymarketMoney/status/2072679182312886729
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- https://x.com/Kalshi/status/2072671461207048669
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- https://x.com/zerohedge/status/2072682743335415976
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- https://x.com/zerohedge/status/2072682814068203937
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- https://x.com/cordx56/status/2072671438671339660
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- https://x.com/s01/status/2072663970285224217
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- https://x.com/hayakawagomi/status/2072662921080185234
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- https://x.com/sm_hn/status/2072682449763762488
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- https://x.com/nemchan_nel/status/2072675187154403577
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- https://x.com/nemchan_nel/status/2072677867188854819
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- https://x.com/fladdict/status/2072671808642584747
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- https://x.com/nemchan_nel/status/2072678640249380953
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- https://x.com/rockfish31/status/2072663357992337588
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- https://x.com/rockfish31/status/2072678331540181410
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- https://x.com/rockfish31/status/2072674299081794020
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- https://x.com/AJEnglish/status/2072671807212072990
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- https://x.com/AJEnglish/status/2072676836597711188
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- https://x.com/AJEnglish/status/2072678735107465508
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- https://x.com/47news_official/status/2072679203695362097
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- https://x.com/_nat/status/2072682262181900777
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- https://x.com/yousukezan/status/2072674717480489285
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- https://x.com/bioshok3/status/2072660374445543463
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- https://x.com/sh1ma/status/2072671686504407210
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- https://x.com/sh1ma/status/2072671696209998318
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- https://x.com/id29472803/status/2072682454209478715
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- https://x.com/id29472803/status/2072682461591372095
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- https://x.com/solana/status/2072663082544050212
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- https://x.com/solana/status/2072663085643657667
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- https://x.com/id1142050709623341056/status/2072683227601666126
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- https://x.com/Rainmaker1973/status/2072675491543158882
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## Previously processed high-signal URLs
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## Dedupe note
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- https://zenn.dev/chot/articles/dca4889fa27d27
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- https://learn.microsoft.com/ja-jp/training/modules/design-agent-architecture-integration/
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- https://www.imes.boj.or.jp/research/abstracts/japanese/kk45-1-2.html
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- https://d1.awsstatic.com/events/Summits/reinvent2023/STG314_Dive-deep-on-Amazon-S3.pdf
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- https://mariozechner.at/posts/2025-11-30-pi-coding-agent/
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- https://github.blog/changelog/2026-06-26-github-desktop-3-6-worktrees-and-deeper-copilot-integration/
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- https://www.theregister.com/security/2026/06/29/nissan-says-oracle-peoplesoft-break-in-may-have-spilled-payroll-records-ssns/5263534
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- https://advisory.splunk.com/advisories/SVD-2026-0601
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- https://gigazine.net/news/20220630-fake-russian-history-chinese-wikipedia/
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- https://gigazine.net/news/20240630-state-of-terminal/
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- https://prtimes.jp/main/html/rd/p/000001248.000031579.html
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- https://forest.watch.impress.co.jp/docs/news/2120998.html
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- https://techcrunch.com/2026/06/29/arena-the-ai-leaderboard-everyone-uses-is-now-a-100m-business/
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- https://thehackernews.com/2026/06/oracle-e-business-suite-flaw-cve-2026.html
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- https://www.meti.go.jp/press/2026/06/20260630005/20260630005.html
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- https://github.com/graykode/abtop
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- https://www.macrumors.com/2026/06/29/openclaw-ios-app/
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- https://forest.watch.impress.co.jp/docs/topic/special/2119037.html
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- https://www.mhlw.go.jp/stf/shingi/0000516275_00006.html
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- https://www.city.wakayama.wakayama.jp/_res/projects/default_project/_page_/001/066/652/1221-2.pdf
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- https://arxiv.org/html/2606.28279v1
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- https://www.wolfssl.com/wolftpm-add-tpm-2-0-v1-85-pqc-post-quantum-support/
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- https://github.com/yutakobayashidev/edcb-tools
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- https://www.404media.co/wikipedia-cofounder-larry-sanger-banned-from-site-for-canvassaing/
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- https://www.sbbit.jp/article/cont1/177512
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- https://www.ses.com/network-and-technology/meo/meosphere
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- https://github.com/cicd-sensor/cicd-sensor
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- https://dev.classmethod.jp/articles/aws-finops-agent-preview/
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- https://github.com/sopaco/deepwiki-rs
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- https://nesbitt.io/2026/06/25/scrutineer.html
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- https://unit.aist.go.jp/rihsa/daax/d_cns_standardization.html
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- https://www.itmedia.co.jp/news/articles/2606/30/news133.html
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- https://gigazine.net/news/20250630-oracle-deno-javascript/
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- https://developers.openai.com/codex/agent-approvals-security
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- https://a11y-chiba.com/2026/
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- https://www.preferred.jp/ja/news/pr20260622
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Dedupe is primarily enforced by scanning `raw/articles` frontmatter `source_url:` values. The state file records recent notable discovery URLs so repeated X/Twitter digest links can be suppressed between runs.
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## Earlier rubric note
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## Stable rubric notes
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First ingest confirmed unusually dense interest in LLM Wiki / knowledge-management tooling (`llm_wiki`, Hermes bundled skill docs, howm, Obsidian Headless) from #chat. Subsequent catch-up runs confirmed repeated durable interest in autonomous agent loops, verification/evaluator separation, MCP/agent identity security, practical dev-infra sources, information-integrity / knowledge-governance sources, public/civic infrastructure uses of AI, private/local AI workflows, and AI-agent operator observability. Recent runs add evidence for: agent-native work surfaces such as Kiro; AI evaluation as operational/commercial infrastructure; code-to-doc/Wiki generators such as Litho; human-gated AI security workflows that avoid maintainer overload; avatar/XR standardization when it connects interface design, public standards, and user representation; local agent sandbox/network controls; accessibility implementations that convert sensory information across vibration, light, text, sign language, and public-space displays; minimal, observable agent harnesses that make context/session/process state inspectable; and agent-oriented CLI design that makes usage guides, structured output, errors, and stale-state hints explicit for coding agents.
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Repeated durable interests confirmed so far: LLM Wiki / knowledge-management tooling; autonomous agent loops; verification/evaluator separation; MCP/agent identity security; practical dev-infra; information-integrity and knowledge-governance sources; public/civic infrastructure uses of AI; private/local AI workflows; agent operator observability; agent-oriented CLI design; service-owned agent-readable skill indexes; command-execution bypass research; credential-leakage failure modes; agent-evaluation stacks; implementation-derived quality metrics; graph/HITL/resume workflow orchestration; package supply-chain compromise reports; human-verification advertising; transcript-retention sources when they expose infrastructure tradeoffs; accessibility as an operational capability; AI-safety triage/evaluation frameworks; agent-skill registries with trust boundaries; concrete harness-engineering reliability primitives; AI-crawler economics; request-level agent-payment infrastructure; code-to-repo-wiki maintenance loops; browser-agent harnesses with DOM/network/console/accessibility surfaces; local-government climate-adaptation AI; CI/CD and GitHub Actions security checklists; public secret-leak monitoring; creative-coding/computational-craft and analytics-engineering quality case studies as raw-only watchlist items unless they recur.
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This run reinforces the rule that direct X digest links stay link-only unless they expose durable primary sources, repeated operational evidence, or enough extractable technical substance to survive outside the timeline.
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