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.automation/discord-link-ingest/interest-profile.md
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# Discord Link Ingest Interest Profile
Updated: 2026-06-28
Updated: 2026-06-30
Source: discrawl read-only analysis of Yuta/toymaker Discord messages.
## Author IDs considered
@@ -24,6 +24,13 @@ Use for sources that are central to one of these durable themes:
- Developer tooling that changes Yuta's automation/dev workflow materially
- Quality engineering, security, supply-chain, infra reliability for AI/software systems
- Technical writeups with implementation details likely to be referenced later
- Loop-engineering style agent operations: discovery, handoff, independent verification, persistence, scheduling, evaluator separation, and state/log design for autonomous jobs
- 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
- 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
- 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
- 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
- Agent identity/security standards and operational controls, especially MCP authorization, Cross App Access/XAA, least privilege, audit logs, and supply-chain risks around agents
- 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
- Niche, exciting design/hack/Hacker News-like material, especially when it exposes an unusual technique, tool, interface, or way of thinking
- Public-interest/public-sector technology, civic infrastructure, accessibility (a11y), inclusive design, and systems that make services more usable or equitable
- Papers or research with clear relevance to LLMs, agents, evaluation, knowledge systems, automation, accessibility, or public-interest technology
.automation/discord-link-ingest/state.md
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# Discord Link Ingest State
last_checked_at: 2026-06-29T16:18:54Z
last_message_created_at: 2026-06-28T07:26:20.859000000Z
lookback_used: incremental_since_last_message_created_at
last_checked_at: 2026-06-30T13:06:00Z
last_message_created_at: 2026-06-30T12:21:28.417000000Z
lookback_used: incremental_since_last_message_created_at_with_git_share_auto_update
channels:
chat: '1028287639918497822'
tw: '1477793137064935675'
## Last run summary — 2026-06-29T16:18:54Z
## Last run summary — 2026-06-30T13:06:00Z
- Messages scanned: 0 new messages after `2026-06-28T07:26:20.859000000Z` in monitored channels.
- URLs found: 0
- Raw articles saved: 0
- Wiki pages created/updated: 0
- Discrawl status: archive current; last_sync_at `2026-06-28T07:46:17Z`; share repo needs update but read-only ingest did not mutate it.
- Rubric note: no new evidence; interest profile unchanged.
## Previous run summary — 2026-06-29T15:16:46Z
- Messages scanned: 0 new messages after `2026-06-28T07:26:20.859000000Z` in monitored channels.
- URLs found: 0
- Raw articles saved: 0
- Wiki pages created/updated: 0
- Discrawl status: archive current; last_sync_at `2026-06-28T07:46:17Z`; share repo needs update but read-only ingest did not mutate it.
- Rubric note: no new evidence; interest profile unchanged.
## Previous run summary — 2026-06-29T14:14:32Z
- Messages scanned: 0 new messages after `2026-06-28T07:26:20.859000000Z` in monitored channels.
- URLs found: 0
- Raw articles saved: 0
- Wiki pages created/updated: 0
- Discrawl status: archive current; last_sync_at `2026-06-28T07:46:17Z`; share repo needs update but read-only ingest did not mutate it.
- Rubric note: no new evidence; interest profile unchanged.
## Previous run summary — 2026-06-29T13:12:27Z
- Messages scanned: 0 new messages after `2026-06-28T07:26:20.859000000Z` in monitored channels.
- URLs found: 0
- Raw articles saved: 0
- Wiki pages created/updated: 0
- Discrawl status: archive current; last_sync_at `2026-06-28T07:46:17Z`; share repo needs update but read-only ingest did not mutate it.
- Rubric note: no new evidence; interest profile unchanged.
## Manual ingest summary — 2026-06-29
- Trigger: current Discord reply, `Ingest リバエン`, source `https://github.com/bethington/ghidra-mcp`.
- Raw articles saved: 1 (`raw/articles/ghidra-mcp-2026.md`)
- Wiki pages created: 2 (`entities/ghidra-mcp.md`, `concepts/ai-assisted-reverse-engineering.md`)
- Wiki pages updated: 1 (`index.md`)
- Rubric note: reverse-engineering/security developer tools with concrete MCP/agent workflows should score high when they show reusable practice, quality enforcement, or unusual automation patterns.
## Previous run summary — 2026-06-29T12:10:26Z
- Messages scanned: 0 new messages after `2026-06-28T07:26:20.859000000Z` in monitored channels.
- URLs found: 0
- Raw articles saved: 0
- Wiki pages created/updated: 0
- Discrawl status: archive current; last_sync_at `2026-06-28T07:46:17Z`; share repo needs update but read-only ingest did not mutate it.
- Rubric note: no new evidence; interest profile unchanged.
## Previous run summary — 2026-06-29T11:08:07Z
- Messages scanned: 0 new messages after `2026-06-28T07:26:20.859000000Z` in monitored channels.
- URLs found: 0
- Raw articles saved: 0
- Wiki pages created/updated: 0
- Discrawl status: archive current; last_sync_at `2026-06-28T07:46:17Z`; share repo needs update but read-only ingest did not mutate it.
- Rubric note: no new evidence; interest profile unchanged.
## Earlier run summary — 2026-06-29T09:03:18Z to 2026-06-28T14:15:26Z
Repeated hourly checks found no new messages after `2026-06-28T07:26:20.859000000Z`; no URLs, raw sources, wiki updates, or rubric changes.
## Last ingest summary — 2026-06-28
- Messages scanned: 110
- URL-containing messages: 103
- Normalized unique URLs found: 613
- Non-X/non-twitter URLs: 73
- Raw articles saved: 8
- Messages scanned: 8 new local-archive messages in #chat and #tw after `2026-06-30T11:21:36.408000000Z`.
- 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.
- URL mentions found: 42 before dedupe, 39 normalized unique URLs; most were X/Twitter digest links plus direct #chat links.
- Durable candidates fetched: 6 attempted; 4 saved as raw, 1 Reddit extraction failed, 1 Ramp/Revelio primary source could not be resolved cleanly.
- Raw articles saved: 4
- `raw/articles/agent-oriented-cli-zenn-2026.md` — score 4 — https://zenn.dev/chot/articles/dca4889fa27d27
- `raw/articles/microsoft-learn-agent-architecture-sdlc-2026.md` — score 3 — https://learn.microsoft.com/ja-jp/training/modules/design-agent-architecture-integration/
- `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
- `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
- Wiki pages created: 1
- Wiki pages updated: 3 (`concepts/llm-wiki-pattern.md`, `concepts/wiki-maintenance-loop.md`, `index.md`)
- Link-only / failed extraction: Obsidian Headless help (`defuddle` returned empty), alphaxiv 2606.25331 (`defuddle` returned empty), many X/t.co/media/news links below strict threshold.
- `concepts/agent-oriented-cli-design.md`
- Wiki pages updated: 3
- `concepts/loop-engineering.md`
- `concepts/ai-agent-identity-security.md`
- `concepts/ai-developer-liability.md`
- Index updated: `index.md`
- Automation profile updated: `.automation/discord-link-ingest/interest-profile.md`
- 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.
## Processed high-signal URLs
## Current run processed / notable URLs
- https://github.com/nashsu/llm_wiki
- https://hermes-agent.nousresearch.com/docs/user-guide/skills/bundled/research/research-llm-wiki
- https://github.com/emacsmirror/howm
- https://github.com/Imbad0202/academic-research-skills
- https://refactoringenglish.com/excerpts/write-an-effective-design-doc/
- https://github.blog/developer-skills/github/i-automated-my-job-and-it-made-me-a-better-leader/
- https://www.chinatalk.media/p/how-to-buy-cheap-claude-tokens-in
- https://github.com/BRO3886/rem
- https://obsidian.md/ja/help/headless
- https://www.alphaxiv.org/abs/2606.25331
### Raw saved
## Rubric note
- https://zenn.dev/chot/articles/dca4889fa27d27 → `raw/articles/agent-oriented-cli-zenn-2026.md`
- https://learn.microsoft.com/ja-jp/training/modules/design-agent-architecture-integration/ → `raw/articles/microsoft-learn-agent-architecture-sdlc-2026.md`
- https://www.imes.boj.or.jp/research/abstracts/japanese/kk45-1-2.html → `raw/articles/boj-ai-legal-risk-financial-institutions-2026.md`
- https://d1.awsstatic.com/events/Summits/reinvent2023/STG314_Dive-deep-on-Amazon-S3.pdf → `raw/articles/amazon-s3-deep-dive-reinvent-2023.md`
First ingest confirmed unusually dense interest in LLM Wiki / knowledge-management tooling (`llm_wiki`, Hermes bundled skill docs, howm, Obsidian Headless) from #chat. Keep scoring this cluster high, but continue strict wiki-page updates: create/update pages only for sources that directly change the LLM Wiki operating model; save adjacent workflow/security/dev-tool links as raw-only unless they connect to existing pages.
### Link-only high-signal discovery context
- 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.
- 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.
- GitHub Projects old-Android/Termux/Home-Assistant item from `https://t.co/zhvM7Y0eBS` — no clean durable source found during this run.
### Skipped or below current threshold
- 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.
## Previously processed high-signal URLs
- https://zenn.dev/chot/articles/dca4889fa27d27
- https://learn.microsoft.com/ja-jp/training/modules/design-agent-architecture-integration/
- https://www.imes.boj.or.jp/research/abstracts/japanese/kk45-1-2.html
- https://d1.awsstatic.com/events/Summits/reinvent2023/STG314_Dive-deep-on-Amazon-S3.pdf
- https://mariozechner.at/posts/2025-11-30-pi-coding-agent/
- https://github.blog/changelog/2026-06-26-github-desktop-3-6-worktrees-and-deeper-copilot-integration/
- https://www.theregister.com/security/2026/06/29/nissan-says-oracle-peoplesoft-break-in-may-have-spilled-payroll-records-ssns/5263534
- https://advisory.splunk.com/advisories/SVD-2026-0601
- https://gigazine.net/news/20220630-fake-russian-history-chinese-wikipedia/
- https://gigazine.net/news/20240630-state-of-terminal/
- https://prtimes.jp/main/html/rd/p/000001248.000031579.html
- https://forest.watch.impress.co.jp/docs/news/2120998.html
- https://techcrunch.com/2026/06/29/arena-the-ai-leaderboard-everyone-uses-is-now-a-100m-business/
- https://thehackernews.com/2026/06/oracle-e-business-suite-flaw-cve-2026.html
- https://www.meti.go.jp/press/2026/06/20260630005/20260630005.html
- https://github.com/graykode/abtop
- https://www.macrumors.com/2026/06/29/openclaw-ios-app/
- https://forest.watch.impress.co.jp/docs/topic/special/2119037.html
- https://www.mhlw.go.jp/stf/shingi/0000516275_00006.html
- https://www.city.wakayama.wakayama.jp/_res/projects/default_project/_page_/001/066/652/1221-2.pdf
- https://arxiv.org/html/2606.28279v1
- https://www.wolfssl.com/wolftpm-add-tpm-2-0-v1-85-pqc-post-quantum-support/
- https://github.com/yutakobayashidev/edcb-tools
- https://www.404media.co/wikipedia-cofounder-larry-sanger-banned-from-site-for-canvassaing/
- https://www.sbbit.jp/article/cont1/177512
- https://www.ses.com/network-and-technology/meo/meosphere
- https://github.com/cicd-sensor/cicd-sensor
- https://dev.classmethod.jp/articles/aws-finops-agent-preview/
- https://github.com/sopaco/deepwiki-rs
- https://nesbitt.io/2026/06/25/scrutineer.html
- https://unit.aist.go.jp/rihsa/daax/d_cns_standardization.html
- https://www.itmedia.co.jp/news/articles/2606/30/news133.html
- https://gigazine.net/news/20250630-oracle-deno-javascript/
- https://developers.openai.com/codex/agent-approvals-security
- https://a11y-chiba.com/2026/
- https://www.preferred.jp/ja/news/pr20260622
## Earlier rubric note
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.