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2026-07-03 00:38:05 +09:00

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Wiki Log

Chronological record of all wiki actions. Append-only. Format: ## [YYYY-MM-DD] action | subject Actions: ingest, update, query, lint, create, archive, delete

[2026-06-28] create | Wiki initialized

  • Domain: LLM Wiki の試用・運用メモ
  • Structure created with SCHEMA.md, index.md, log.md, raw/, entities/, concepts/, comparisons/, queries/

[2026-06-28] ingest | Karpathy LLM Wiki gist

  • Source saved: raw/articles/karpathy-llm-wiki-2026.md
  • Created: concepts/llm-wiki-pattern.md
  • Created: concepts/rag-vs-compiled-wiki.md
  • Created: concepts/wiki-maintenance-loop.md
  • Created: entities/obsidian.md
  • Scanned #chat and #tw since 2026-06-27T11:58:52Z via discrawl read-only SQL.
  • Source saved: raw/articles/nashsu-llm-wiki-2026.md
  • Source saved: raw/articles/hermes-research-llm-wiki-skill-2026.md
  • Source saved: raw/articles/howm-2026.md
  • Source saved: raw/articles/academic-research-skills-2026.md
  • Source saved: raw/articles/refactoring-english-effective-design-doc-2026.md
  • Source saved: raw/articles/github-automated-my-job-better-leader-2026.md
  • Source saved: raw/articles/chinatalk-transfer-station-economy-2026.md
  • Source saved: raw/articles/rem-cli-macos-reminders-2026.md
  • Created: entities/llm-wiki-app.md
  • Updated: concepts/llm-wiki-pattern.md
  • Updated: concepts/wiki-maintenance-loop.md
  • Updated: index.md
  • Skipped wiki-page updates for broader workflow/security links that were useful as raw sources but outside the current wiki's tight LLM Wiki domain.

[2026-06-28] ingest | OSoMe and Maria Ressa

  • Source saved: raw/articles/osome-observatory-on-social-media-2026.md
  • Source saved: raw/articles/osome-tools-2026.md
  • Source saved: raw/articles/maria-ressa-nobel-facts-2026.md
  • Source saved: raw/articles/maria-ressa-stop-the-lies-2026.md
  • Created: entities/osome.md
  • Created: entities/maria-ressa.md
  • Created: concepts/information-integrity.md
  • Updated: SCHEMA.md
  • Updated: index.md

[2026-06-28] update | OSoMe and Maria Ressa wording

  • Updated: entities/osome.md
  • Updated: entities/maria-ressa.md
  • Updated: concepts/information-integrity.md
  • Updated: index.md
  • Adjusted prose to use more natural Japanese, reduce unnecessary katakana/English, and avoid forcing an LLM Wiki framing where the topic stands on its own.

[2026-06-28] ingest | David Erdos Cambridge Law profile

  • Source saved: raw/articles/david-erdos-cambridge-law-profile-2026.md
  • Created: entities/david-erdos.md
  • Created: concepts/data-protection-and-expression.md
  • Updated: SCHEMA.md
  • Updated: index.md

[2026-06-28] update | Schema domain and taxonomy

  • Updated: SCHEMA.md
  • Replaced the narrow “LLM Wiki trial/operations memo” domain with Yuta's broader interest profile: AI agents, automation, knowledge systems, quality/security, design/hack/Hacker News-like material, public-interest technology, accessibility, and information integrity.
  • Updated tag taxonomy and page thresholds so future ingest does not force every topic into an LLM Wiki framing.

[2026-06-28] ingest | Japanese symbols that speak without words

  • Source saved: raw/articles/arun-japan-symbols-2026.md
  • Created: concepts/inclusive-design.md
  • Created: concepts/meaning-making-marks.md
  • Updated: index.md
  • Also restored missing index entry for concepts/digital-gardening-cms.md while updating the catalog.

[2026-06-28] ingest | Ravi Naik AWO profile

  • Source saved: raw/articles/ravi-naik-awo-profile-2026.md
  • Created: entities/ravi-naik.md
  • Created: concepts/ai-developer-liability.md
  • Updated: concepts/data-protection-and-expression.md
  • Updated: index.md

[2026-06-28] ingest | Principles for Digital Gardening

  • Source saved: raw/articles/principles-for-digital-gardening-2026.md
  • Created: concepts/digital-gardening-cms.md
  • Updated: entities/obsidian.md
  • Updated: index.md

[2026-06-28] ingest | TBS SNS metric farms and election disinformation

  • Source saved: raw/articles/tbs-sns-metric-farms-election-disinformation-2026.md
  • Created: concepts/sns-metric-manipulation.md
  • Updated: concepts/information-integrity.md
  • Updated: entities/maria-ressa.md
  • Updated: index.md

[2026-06-28] ingest | TOKIUM self-evolving AI research automation

  • Source saved: raw/articles/tokium-self-evolving-ai-researcher-2026.md
  • Created: concepts/ai-research-automation.md
  • Updated: concepts/wiki-maintenance-loop.md
  • Updated: index.md

[2026-06-29] ingest | Ghidra MCP

  • Source saved: raw/articles/ghidra-mcp-2026.md
  • Created: entities/ghidra-mcp.md
  • Created: concepts/ai-assisted-reverse-engineering.md
  • Updated: index.md
  • Discord context: Ingest リバエン; archive lookup did not yet include the current message, so raw provenance records the current chat context without a Discord message id.

[2026-06-29] ingest | F3 future-proof file format

  • Source saved: raw/articles/f3-file-format-2026.md
  • Created: entities/f3-file-format.md
  • Created: concepts/extensible-data-file-formats.md
  • Updated: entities/ghidra-mcp.md
  • Updated: SCHEMA.md
  • Updated: index.md
  • Discord context: repository link shared with tldr, followed by Ingest.
  • Scanned #chat and #tw after 2026-06-28T07:26:20.859000000Z via discrawl read-only SQL with git-share auto-update enabled.
  • Source saved: raw/articles/loop-engineering-anthropic-playbook-2026.md
  • Source saved: raw/articles/github-issueops-state-machines-2026.md
  • Source saved: raw/articles/redhat-virtiofs-host-vm-file-sharing-2026.md
  • Source saved: raw/articles/okta-cross-app-access-partners-2026.md
  • Source saved: raw/articles/daida-ai-claude-code-plugin-2026.md
  • Source saved: raw/articles/cachyos-ananicy-rules-2026.md
  • Created: concepts/loop-engineering.md
  • Created: concepts/ai-agent-identity-security.md
  • Updated: concepts/wiki-maintenance-loop.md
  • Updated: index.md
  • Skipped or link-only: X/Twitter/t.co links without durable fetchable source, self-repo/private git links, general news/sports/culture links, MacRumors Play acquisition, Nix Chinese mirror, and YouTube live link.
  • Scanned 13 messages in #chat and #tw after 2026-06-29T16:50:42.181000000Z via discrawl read-only SQL with git-share auto-update enabled; found 84 normalized unique URLs.
  • Source saved: raw/articles/edcb-tools-2026.md
  • No wiki concept/entity page update: scored as useful raw material for Yuta's EDCB/MCP tooling, but too project-specific for a durable page on this run.
  • Link-only/skipped: private or missing yutakobayashidev/edcb repository link; X/Twitter digest links including Comfy MCP, Cursor iOS, Claude Code subagent, LangChain dynamic subagents, Next.js, KIDS Act, and scams/football/politics items were treated as discovery context only.
  • Scanned 6 messages in #chat and #tw after 2026-06-29T22:21:53.194000000Z via discrawl read-only SQL with git-share auto-update enabled; found 38 normalized unique URLs.
  • Source saved: raw/articles/wikipedia-sanger-canvassing-ban-2026.md
  • Updated: concepts/information-integrity.md
  • Link-only/skipped: Japan Times prediction-market article kept as link-only because it is regulatory/business context but below current wiki threshold; X/Twitter digest links about OpenClaw mobile, T3 Connect, Warp, Drizzle, GLM-5.2, security incidents, markets, sports, and general news were treated as discovery context only unless durable non-X primary sources appear.
  • Scanned 4 new local-archive messages in #tw after 2026-06-30T00:21:46.580000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,883.
  • Found 48 normalized unique URLs. Most were X/Twitter news/digest links; durable non-X sources were discovered by resolving/searching the linked context rather than ingesting Discord transcripts.
  • Source saved: raw/articles/horizon-agentic-hardware-design-2026.md
  • Source saved: raw/articles/wolftpm-pqc-tpm-2-0-v1-85-2026.md
  • Created: concepts/agentic-hardware-design.md
  • Updated: concepts/loop-engineering.md
  • Updated: index.md
  • Link-only/skipped: Claude Code changelog kept link-only because the fetched official changelog did not expose the referenced 2.1.196 entry cleanly during this run; Hosted X MCP, noisy-vs-quiet-internet, design commentary, macro/market/geopolitics/sports, and most X-only items stayed below raw-ingest threshold.
  • Scanned 4 new local-archive messages in #tw after 2026-06-30T01:21:44.582000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,889.
  • Found 46 normalized unique URLs. Most were X/Twitter digest/news links; exact t.co expansion was blocked by the local shortener safety guard, so durable destinations were identified by title/context web search and fetched directly.
  • Source saved: raw/articles/japan-domestic-physical-ai-policy-2026.md — score 2, fallback source for the linked Nikkei physical-AI item because the Nikkei page exposed only newsletter/paywall text to defuddle.
  • Source saved: raw/articles/ses-meosphere-2026.md — score 2, primary SES page for meoSphere/MEO network context.
  • No wiki concept/entity pages updated: both sources were useful raw material but below the threshold for durable page updates this run.
  • Link-only/skipped: Nikkei exact article and Asahi smart-farm article were not cleanly extractable; semiconductor-materials, quiet/うるさい internet, smartphone-farm, Subway queue/UX, movie-poster market-structure, Taiwan/history, politics, macro/markets, sports, and general breaking-news X links stayed below the strict raw-ingest threshold unless a durable non-X source was found.
  • Scanned 4 new local-archive messages in #tw after 2026-06-30T02:22:07.280000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,893.
  • Found 47 normalized unique URLs. Most were X/Twitter digest/news links; high-signal non-X destinations were found by title/context search and fetched with defuddle.
  • Source saved: raw/articles/aws-finops-agent-preview-2026.md — score 2, AWS FinOps Agent setup/automation walkthrough.
  • Source saved: raw/articles/waseda-cyborg-insect-diving-suit-2026.md — score 2, disaster/infrastructure inspection cyborg-insect research.
  • Source saved: raw/articles/jaxa-amsr3-data-products-2026.md — score 2, public earth-observation data infrastructure release.
  • Source saved: raw/articles/cicd-sensor-2026.md — score 4, CI/CD runtime security sensor for supply-chain attack detection and audit evidence.
  • Source saved: raw/articles/cursor-ios-mobile-agent-ui-2026.md — score 2, mobile UI for cloud/local coding agents.
  • Created: concepts/ci-cd-runtime-security.md
  • Updated: index.md
  • Link-only/skipped: Betterleaks was kept link-only because its public README includes a fake token-like example that tripped the local write safety scanner; routine Apple/Edge patch links, entertainment subsidy news, macro/markets/trade items, X-only AI model chatter, AI小島社長, and phishing/Remcos article context stayed below the wiki-update threshold.
  • Scanned 4 new local-archive messages in #tw after 2026-06-30T03:21:46.667000000Z via discrawl read-only SQL with git-share auto-update enabled; discrawl status reported share needs_update=true; subsequent read-only SQL pulled/imported 166,383 rows and increased archive message count to 163,906.
  • Found 44 normalized unique URLs, mostly X/Twitter digest links. Durable non-X sources were selected from the message context and fetched directly.
  • Source saved: raw/articles/emeditor-local-ai-lm-studio-2026.md — score 2, local/private AI integration in a text editor via LM Studio/OpenAI-compatible provider.
  • Source saved: raw/articles/mhlw-medical-info-security-guideline-7-2026.md — score 2, public-sector healthcare information-system security guideline hub.
  • Source saved: raw/articles/wakayama-satellite-ai-leak-survey-2026.md — score 2, civic infrastructure AI/satellite leak-survey implementation note.
  • No wiki concept/entity pages updated: all saved sources were useful raw material, but below the strict threshold for page updates this run.
  • Link-only/skipped: X hosted MCP and World Fair were kept as link-only/event or X-only signals pending durable docs; GLM/LongCat/DeepSeek/Sonnet model chatter, Azure OpenAI school-content-filter complaints, Toyota moviLink routing, macro/markets/policy, sports, and general news stayed below raw-ingest threshold.
  • Scanned 4 new local-archive messages in #tw after 2026-06-30T04:21:29.765000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,910.
  • Found 41 normalized unique URLs, mostly X/Twitter digest links plus short links highlighted in the digest. Durable destinations were selected by title/context search and fetched directly, not from Discord transcript content.
  • Source saved: raw/articles/oracle-ebs-cve-2026-46817-active-exploitation-2026.md — score 2, active exploitation report for CVE-2026-46817 in Oracle E-Business Suite.
  • Source saved: raw/articles/meti-physical-ai-multimodal-foundation-model-2026.md — score 2, METI/NEDO announcement for domestic multimodal foundation model work toward physical AI.
  • Source saved: raw/articles/abtop-ai-coding-agent-monitor-2026.md — score 4, local monitor for Claude Code, Codex CLI, and OpenCode sessions.
  • Source saved: raw/articles/openclaw-ios-native-app-2026.md — score 2, mobile OpenClaw app and gateway approval surface.
  • Created: entities/abtop.md
  • Updated: concepts/loop-engineering.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/interest-profile.md
  • Link-only/skipped: Noetra's own page extracted only a stub, so the METI primary release was saved instead; X-only posts about agent channel UX, Rust compiler self-introduction, Russian auth/fraud threads, bank-domain/PeopleSoft commentary, VRM avatar standards, sports, macro/policy, and device rumors stayed below wiki-update threshold.
  • Scanned 6 new local-archive messages in #chat and #tw after 2026-06-30T05:21:32.201000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,920.
  • Found 30 normalized unique URLs, mostly X/Twitter digest links plus two no-URL #chat status messages. Durable non-X sources were selected from the linked context and fetched with defuddle.
  • Source saved: raw/articles/kiro-ide-1-0-agent-focus-2026.md — score 4, Amazon Kiro IDE 1.0 / Agent Focus coverage from Impress Watch.
  • Source saved: raw/articles/arena-ai-leaderboard-business-2026.md — score 4, TechCrunch report on Arena turning public model evaluation into a commercial evaluation layer.
  • Created: entities/kiro.md
  • Created: concepts/ai-evaluation-infrastructure.md
  • Updated: concepts/loop-engineering.md
  • Updated: index.md
  • Link-only/skipped: X-only avatar international-standard thread, Noetra funding chatter already covered by a prior METI physical-AI source, duplicate Oracle EBS exploit link already saved, long-form generation harness discussion without durable source, Russia auth/localization thread, sports/macro/general news, and medical self-support anecdote stayed below raw-ingest threshold.

[2026-06-30] ingest | Discord-discovered code docs, OSS security workflow, and avatar standards

  • Scanned 4 new local-archive messages in #tw after 2026-06-30T07:05:05.323000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,939.
  • Found 44 normalized URL mentions before dedupe, mostly X/Twitter digest links plus four t.co highlighted links. Durable destinations were selected from message context and web search, then fetched with defuddle or raw GitHub README fetch.
  • Source saved: raw/articles/litho-deepwiki-rs-code-documentation-2026.md — score 4, Rust/AI tool generating C4 architecture diagrams and Wiki-style docs from code.
  • Source saved: raw/articles/scrutineer-oss-security-workflow-2026.md — score 4, AI-assisted OSS vulnerability scan, verification, patch, disclosure, and release-watch workflow designed not to flood maintainers.
  • Source saved: raw/articles/aist-avatar-standardization-committee-2026.md — score 4, AIST domestic committee for avatar UI international standardization in XR/metaverse services.
  • Source saved: raw/articles/aflac-personal-data-breach-2026.md — score 2, large Japanese insurance personal-data breach with bank-account data exposure.
  • Source saved: raw/articles/javascript-trademark-oracle-deno-2025.md — score 2, JavaScript trademark cancellation dispute and Oracle/Node.js evidence issue.
  • Created: entities/litho.md
  • Created: entities/scrutineer.md
  • Created: concepts/avatar-standardization.md
  • Updated: concepts/digital-gardening-cms.md
  • Updated: concepts/ci-cd-runtime-security.md
  • Updated: concepts/inclusive-design.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/interest-profile.md
  • Link-only/skipped: Kiro/OpenClaw/physical-AI items were duplicates or already represented by prior raw sources; politics, sports, macro/geopolitics, DRAM/PS6 pricing chatter, school-study-time headline, and most X-only commentary stayed below raw-ingest threshold.
  • Scanned 9 new local-archive messages in #chat and #tw after 2026-06-30T07:21:42.933000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,950.
  • Found 92 URL mentions / 54 normalized unique URLs. 53 were X/Twitter links; one direct .zip site link was not fetched because the terminal security guard flagged the lookalike TLD.
  • Source saved: raw/articles/openai-codex-agent-approvals-security-2026.md — score 4, Codex sandbox, approvals, and network policy controls used as durable source for local AI-agent safety.
  • Source saved: raw/articles/accessibility-conference-chiba-2026.md — score 4, Accessibility Conference CHIBA page with information-assurance streaming, venue accessibility details, Ontenna, and Ekimatope examples.
  • Source saved: raw/articles/pfn-plamo-3-prime-release-2026.md — score 2, PFN PLaMo 3.0 Prime release kept as raw context for domestic/government AI adoption discussion.
  • Updated: concepts/ai-agent-identity-security.md
  • Updated: concepts/inclusive-design.md
  • Link-only/skipped: OONI/LALIGA blocking, PFN municipal proof-of-concept, ConoHa AI-agent deployment skill, X_VORDER_RUNWAY, local LLM hardware/cost chatter, market/geopolitics/sports/consumer trend links, and X-only commentary stayed below page-update threshold or lacked a fetchable durable primary source this run.
  • Scanned 4 new local-archive messages in #tw after 2026-06-30T09:21:40.818000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,955.
  • Found 49 URL mentions / 33 normalized unique URLs, all X/Twitter discovery links. Durable sources were selected from the message context and web search, then fetched with defuddle.
  • Source saved: raw/articles/wikipedia-fake-russian-history-zhemao-2022.md — score 3, Zhemao / 折毛事件 as a reusable knowledge-base integrity failure mode.
  • Source saved: raw/articles/state-of-terminal-history-2024.md — score 2, terminal UI and escape-sequence history kept as raw technical-culture context.
  • Source saved: raw/articles/poplar-japan-post-children-books-post-office-trial-2026.md — score 2, Poplar/Japan Post postal-window book sales trial kept as raw civic/book-access context.
  • Updated: concepts/information-integrity.md
  • Link-only/skipped: OpenAI Codex, PFN/PLaMo, and Aflac links were duplicates already represented by raw sources; crypto/stablecoin regulation, ride-share/political procedure, heat-wave, consumer brand/product, Binance, science/nature, and most X-only commentary stayed below current threshold.
  • Scanned 5 new local-archive messages in #chat and #tw after 2026-06-30T10:22:05.808000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,971.
  • Found 42 URL mentions / 34 normalized unique URLs, mostly X/Twitter digest links plus one direct #chat article link.
  • Source saved: raw/articles/pi-coding-agent-2025.md — score 4, minimal AI coding-agent harness with provider abstraction, explicit context/session control, terminal UI, and tmux-first process management.
  • Source saved: raw/articles/github-desktop-3-6-worktrees-copilot-2026.md — score 3, GitHub Desktop worktree and Copilot SDK update relevant to agent-era multi-branch workflows.
  • Source saved: raw/articles/nissan-peoplesoft-breach-2026.md — score 2, enterprise PeopleSoft breach exposing payroll/banking data; kept raw as security-operations context.
  • Source saved: raw/articles/splunk-secure-gateway-rce-2026.md — score 2, official Splunk Secure Gateway RCE advisory; kept raw as security-operations context.
  • Created: entities/pi-coding-agent.md
  • Updated: concepts/loop-engineering.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/interest-profile.md
  • Link-only/skipped: music/event/VTuber announcements, macro/geopolitics items, X-only commentary, Sakana hiring, common-test reactions, AI poster commentary, and most security/news posts without durable reuse stayed below the strict wiki threshold.
  • Scanned 8 new local-archive messages in #chat and #tw after 2026-06-30T11:21:36.408000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 163,989.
  • Found 42 URL mentions / 39 normalized unique URLs, mostly X/Twitter discovery links plus direct #chat links.
  • Source saved: raw/articles/agent-oriented-cli-zenn-2026.md — score 4, practical AI-agent-oriented CLI design notes: CLI-owned usage guide, JSON-first output, actionable errors, search/read split, and fewer flags.
  • Source saved: raw/articles/microsoft-learn-agent-architecture-sdlc-2026.md — score 3, Microsoft Learn module on agent architecture, GitHub workflow integration, PR governance, observability, tool governance, and secret boundaries.
  • Source saved: raw/articles/boj-ai-legal-risk-financial-institutions-2026.md — score 3, Bank of Japan IMES abstract on private-law risks and governance for AI use in financial institutions.
  • Source saved: raw/articles/amazon-s3-deep-dive-reinvent-2023.md — score 2, AWS re:Invent S3 deep-dive slides kept as raw architecture/scale-design context.
  • Created: concepts/agent-oriented-cli-design.md
  • Updated: concepts/loop-engineering.md
  • Updated: concepts/ai-agent-identity-security.md
  • Updated: concepts/ai-developer-liability.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/interest-profile.md
  • Link-only/skipped: Reddit Claude Code spyware discussion failed extraction and was treated as unverified discussion only; Ramp/Revelio AI-employment source was not resolved to a clean primary source; old-Android/Termux/Home-Assistant context lacked a fetchable durable source; X video, macro/geopolitics, sports, routine security headlines, and media-only links stayed below threshold.
  • Scanned 15 new local-archive messages in #chat and #tw after 2026-06-30T12:21:28.417000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 164,041.
  • Found 45 URL mentions / 30 normalized unique URLs, mostly X/Twitter digest links plus direct #chat links.
  • Source saved: raw/articles/tangled-spindle-microvm-ci-runners-2026.md — score 3, Tangled Spindle microVM CI runner design with NixOS workflow images, vsock guest agent, cache proxies, network namespace isolation, and DNS/private-range filtering.
  • Source saved: raw/articles/vercel-dockerfile-fluid-compute-2026.md — score 2, Vercel Dockerfile-based container deployment on Fluid compute kept as raw deployment-platform context.
  • Source saved: raw/articles/revelio-ramp-ai-investment-employment-2026.md — score 2, Ramp/Revelio analysis of AI spending and employment growth kept as raw AI-labor-market context.
  • Source saved: raw/articles/synacktiv-ntlm-reflection-mitigations-system-shells-2026.md — score 2, Synacktiv NTLM reflection mitigation-bypass research kept as raw Windows security context.
  • Updated: concepts/ci-cd-runtime-security.md
  • Updated: index.md
  • Link-only/skipped: private/local git commit for this wiki loop, duplicate abtop repository, X-only digest links, paywalled Nikkei editorial, Splatoon/entertainment links, NVIDIA MPO support page, and t.co short links that were not safely resolved stayed below the current wiki threshold.

[2026-06-30] ingest | Discord-discovered Vercel function limits and Stripe agent skills index

  • Scanned 7 new local-archive messages in #chat and #tw after 2026-06-30T14:00:31.879000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count to 164,058.
  • Found 53 URL mentions / 39 normalized unique URLs; most were X/Twitter digest links, with two direct #chat links.
  • Source saved: raw/articles/vercel-functions-5gb-package-size-2026.md — score 2, Vercel Functions public beta raising Node.js/Python package size to 5GB on Fluid compute, relevant to serverless AI/browser/media workloads but kept raw-only.
  • Source saved: raw/articles/stripe-well-known-agent-skills-index-2026.md — score 3, Stripe's .well-known/skills/index.json advertises official agent skills and linked guidance files, extending agent-oriented tooling from CLI help into web documentation discovery.
  • Updated: concepts/agent-oriented-cli-design.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: X-only model-evaluation, GitHub Advisory Database backlog, Vercel operator commentary, crypto/market/game/media links, and routine product/news posts stayed below strict wiki thresholds.
  • Scanned 12 new local-archive messages in #chat and #tw after 2026-06-30T15:02:05.479000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count from 164,058 to 164,073.
  • Found 55 URL mentions / 45 normalized unique URLs, mostly X/Twitter digest links plus direct #chat links.
  • Source saved: raw/articles/github-dependabot-npmrc-scope-2026.md — score 2, Dependabot npm private-registry .npmrc inference replacement with explicit scope configuration.
  • Source saved: raw/articles/guardfall-ai-coding-agent-shell-bypass-2026.md — score 4, shell-interpretation bypass class for AI coding-agent command guards.
  • Source saved: raw/articles/ios-ai-chatbot-llm-key-leakage-2026.md — score 3, iOS LLM app API-key/token/backend credential exposure study coverage.
  • Source saved: raw/articles/cyark-project-eternal-gaussian-splatting-heritage-2026.md — score 2, Gaussian-splatting heritage-preservation / interactive-documentary example.
  • Created: concepts/ai-agent-command-safety.md
  • Updated: concepts/ai-agent-identity-security.md
  • Updated: concepts/ai-developer-liability.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Updated: .automation/discord-link-ingest/interest-profile.md
  • Link-only/skipped: YouTube links without durable technical context, Open USD / stablecoin and New Glenn return-flight links below current wiki threshold, Harbor x LangChain unresolved from search context, OpenClaw duplicate context, and X-only politics/game/market/general-news links.

[2026-06-30] ingest | Discord-discovered agent evaluation stack and AI-branded extension risk

  • Scanned 6 new local-archive messages in #chat and #tw after 2026-06-30T16:04:47.253000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count from 164,073 to 164,091.
  • Found 68 URL mentions / 47 normalized unique URLs, mostly X/Twitter digest links plus one YouTube link.
  • Source saved: raw/articles/harbor-langchain-agent-eval-stack-2026.md — score 3, LangChain article on Harbor-backed agent evaluation with reproducible sandboxes, task environments, verifier scripts, LangSmith sandboxing, tracing, datasets, and experiments.
  • Source saved: raw/articles/fake-perplexity-chrome-extension-search-tracking-2026.md — score 2, BleepingComputer/Microsoft coverage of an AI-branded fake Chrome extension intercepting search traffic and over-requesting redirection/filtering permissions.
  • Updated: concepts/ai-evaluation-infrastructure.md
  • Link-only/skipped: Vercel Container Registry X post was kept as link-only because only a short X/card summary was extractable; Google media-model launch, Linear automation, Supabase x OpenCode in Minecraft, Shu RSC notes, event-streaming commentary, political/geopolitical/game links, YouTube, and duplicate GuardFall context stayed below strict raw/wiki thresholds or lacked fetchable durable primary sources.
  • Scanned 10 new local-archive messages in #chat and #tw after 2026-06-30T16:21:51.387000000Z via discrawl read-only SQL with git-share auto-update enabled; share import increased archive message count from 164,091 to 164,105.
  • Found 65 URL mentions / 44 normalized unique URLs, mostly X/Twitter discovery links plus direct #chat links. Durable sources were fetched with defuddle or direct page extraction.
  • Source saved: raw/articles/knowledgework-e2e-coverage-metrics-2026.md — score 4, E2E page/RPC coverage metrics derived from implementation surfaces and Playwright traces.
  • Source saved: raw/articles/comfy-cli-agent-friendly-workflows-2026.md — score 3, Comfy CLI setup/generate/run workflow docs with JSON output, discoverability, job control, and agent skills.
  • Source saved: raw/articles/claude-science-ai-workbench-2026.md — score 4, Anthropic scientific AI workbench with auditable artifacts, domain connectors, compute management, and reviewer agents.
  • Source saved: raw/articles/signal-backup-recovery-key-phishing-2026.md — score 2, Signal Secure Backups recovery-key phishing context.
  • Source saved: raw/articles/sourcegraph-batch-changes-2026.md — score 2, Sourcegraph multi-repository Batch Changes reference used as fallback for X-only Agentic Batch Changes context.
  • Created: concepts/e2e-coverage-metrics.md
  • Created: entities/claude-science.md
  • Updated: concepts/agent-oriented-cli-design.md
  • Updated: concepts/ai-research-automation.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/interest-profile.md
  • Link-only/skipped: X-only Cursor iOS post duplicated an existing raw source; YouTube links, Google media-model tweets, Quick Share/AirDrop tweets without a fetched durable source, Xbox/game, market/politics/geopolitics, and most other X-only items stayed below the strict wiki threshold.
  • Scanned 10 new local-archive messages in #chat and #tw after 2026-06-30T17:36:41.165000000Z via discrawl read-only SQL with git-share auto-update enabled; discrawl status --json reported share needs_update=true, and the subsequent read-only SQL pulled/imported the share, increasing archive message count from 164,105 to 164,129.
  • Found 97 URL mentions / 67 normalized unique URLs: 86 x.com mentions, 10 t.co short links, and 1 direct GitHub Blog link.
  • Source saved: raw/articles/github-code-coverage-merge-protection-2026.md — score 3, GitHub Code Quality branch rulesets can block PR merges when coverage falls below configured thresholds, with evaluate mode before enforcement.
  • Source saved: raw/articles/anthropic-claude-sonnet-5-2026.md — score 3, official Sonnet 5 launch post with agentic/cost-performance/safety/cyber evaluation framing.
  • Source saved: raw/articles/github-copilot-claude-sonnet-5-2026.md — score 2, GitHub Copilot availability for Sonnet 5 across IDE, CLI, cloud-agent, mobile, and policy-controlled organization surfaces.
  • Updated: concepts/e2e-coverage-metrics.md
  • Updated: concepts/ai-evaluation-infrastructure.md
  • Link-only/skipped: Claude Science was a duplicate of an existing raw/page; Sourcegraph Agentic Batch Changes was already represented by the prior Sourcegraph Batch Changes raw source; Google generative-media, NASA, crypto/Solana, sports, politics/geopolitics, and most X-only model/news commentary stayed below strict raw/wiki thresholds or lacked a safely resolved durable primary source.

[2026-06-30] ingest | Discord-discovered ACME DNS-PERSIST-01 security source

  • Scanned 5 new local-archive messages in #chat and #tw after 2026-06-30T19:22:39.320000000Z via discrawl read-only SQL with git-share auto-update enabled; discrawl status --json reported share needs_update=true, and the read-only SQL pulled/imported the share, increasing archive message count from 164,129 to 164,144.
  • Found 54 URL mentions / 41 normalized unique URLs; all normalized links in the messages were X/Twitter links.
  • Source saved: raw/articles/letsencrypt-dns-persist-01-2026.md — score 2, Let’s Encrypt explanation of DNS-PERSIST-01 as persistent ACME DNS authorization bound to a CA and ACME account, with security tradeoffs around DNS credentials versus ACME account-key protection.
  • Wiki pages created: 0; wiki pages updated: 0. The source is useful security/dev-infra reference material, but not yet enough to create a new concept page under the current strict threshold.
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Artificial Analysis Controlled Voice/Speech Arena was notable for voice-model evaluation but Defuddle returned no markdown body and web extraction was unavailable; PromptQL/company-brain secrecy had only X/schedule context; Sonnet 5 ecosystem rollout posts were duplicates of existing Anthropic/GitHub raw sources; sports, markets, geopolitics, NASA procurement, Supreme Court, AutCraft, and most X-only commentary stayed below threshold.
  • Scanned 6 new local-archive messages in #chat and #tw after 2026-06-30T20:34:05.235000000Z via discrawl read-only SQL with git-share auto-update enabled; discrawl status --json reported share needs_update=true, and the read-only SQL pulled/imported the share, increasing archive message count from 164,144 to 164,158.
  • Found 69 URL mentions / 59 normalized unique URLs; all normalized links in the Discord messages were X/Twitter discovery links.
  • Source saved: raw/articles/google-adk-go-2-0-agent-workflows-2026.md — score 4, official Google Developers Blog source for ADK Go 2.0 graph workflow engine, HITL, durable resume, retry, and telemetry.
  • Source saved: raw/articles/celestrak-gp-data-omm-formats-2026.md — score 2, CelesTrak GP/TLE/OMM data-format and query guidance kept as raw satellite-data infrastructure reference.
  • Created: entities/google-adk.md
  • Updated: concepts/loop-engineering.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Updated: .automation/discord-link-ingest/interest-profile.md
  • Link-only/skipped: BleepingComputer PyPI-malware item could not be resolved to a clean durable article from search; Artificial Analysis Speech Arena still produced no markdown body; Sonnet 5 ecosystem, Brave/Dropbox/Zendesk/Kent C. Dodds agent-product posts, quantum/brain-interface/NASA/cultural-infrastructure/geopolitics/markets/sports links stayed below strict raw/wiki thresholds unless a durable primary source was cleanly found.
  • Scanned 6 new local-archive messages in #chat and #tw after 2026-06-30T21:22:14.103000000Z via discrawl read-only SQL with git-share auto-update enabled; discrawl status --json reported share needs_update=true, and the read-only SQL pulled/imported the share, increasing archive message count from 164,158 to 164,170.
  • Found 54 URL mentions / 41 normalized unique URLs, mostly X/Twitter discovery links plus one direct YouTube link.
  • Source saved: raw/articles/google-tabfm-zero-shot-tabular-foundation-model-2026.md — score 2, Google Research TabFM as a zero-shot foundation model for tabular classification/regression, with synthetic-data training, row/column attention, TabArena evaluation, GitHub/Hugging Face release, and planned BigQuery AI.PREDICT integration.
  • Source saved: raw/articles/nasa-neo-surveyor-integration-2026.md — score 2, NASA NEO Surveyor integration/testing source covering infrared asteroid discovery, L1 survey strategy, data processing at IPAC, Minor Planet Center reporting, and public-archive outputs.
  • Wiki pages created: 0; wiki pages updated: 0. Both sources are useful raw references, but below the current strict threshold for durable page updates.
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Expo SDK 57 was considered but expo.dev fetching was blocked by the local lookalike-TLD guard; Ecocoro lacked a clean durable non-X primary source; Google ADK Go 2.0 and Sonnet 5 ecosystem posts were duplicates of existing raw sources; Rocket Lab/iQPS, Linear outage, model/product chatter, semiconductor/market/geopolitics/sports/culture links, quantum-mechanics X threads, and the direct YouTube link stayed below raw/wiki thresholds.

[2026-07-01] ingest | Discord-discovered package supply-chain security sources

  • Scanned 4 new local-archive messages in #tw after 2026-06-30T22:21:51.058000000Z via discrawl read-only SQL with git-share auto-update enabled; discrawl status --json initially reported share needs_update=true, and the read-only SQL pulled/imported the share, increasing archive message count from 164,170 to 164,183.
  • Found 49 URL mentions / 31 normalized unique URLs; all normalized links in the Discord messages were X/Twitter discovery links.
  • Source saved: raw/articles/checkmarx-operation-navy-ghost-pyrogram-supply-chain-2026.md — score 4, Checkmarx Operation Navy Ghost report on malicious PyPI pyrogram forks, Telegram-based C2/exfiltration, and bot/server credential risk.
  • Source saved: raw/articles/zdi-june-2026-security-update-review-2026.md — score 2, Zero Day Initiative June 2026 security update review kept as raw security-operations context for Adobe ColdFusion / Campaign Classic / Microsoft patch prioritization.
  • Created: concepts/open-source-package-supply-chain-attacks.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Ecocoro remained link-only because no clean durable non-X primary source was found; Anthropic Sonnet 5 ecosystem posts were duplicates of existing raw sources; ChatGPT personal-finance expansion, sports, markets, semiconductor commentary, quantum/black-hole theory threads, NASA social post, and general AI commentary stayed below strict raw/wiki thresholds.

[2026-07-01] ingest | Discord-discovered human-verified ads and agent transcript retention

  • Scanned 5 new local-archive messages in #tw after 2026-06-30T23:21:16.443000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true, and the read-only SQL pulled/imported the share, increasing archive message count from 164,183 to 164,189.
  • Found 70 URL mentions / 60 normalized unique URLs, mostly X/Twitter discovery links plus short links embedded in the #tw digest.
  • Source saved: raw/articles/hakuhodo-human-verified-ad-2026.md — score 4, Hakuhodo DY / Ads for Humanity announcement on World ID-based human-verified ad delivery for the AI-agent era.
  • Source saved: raw/articles/theregister-claude-code-transcript-retention-2026.md — score 3, Claude Code transcript cleanup/default retention issue as a loop-engineering persistence and disclosure failure mode.
  • Source saved: raw/articles/figure-bmw-humanoid-production-2026.md — score 2, Figure 02 BMW production deployment metrics and hardware-reliability learnings kept as raw physical-AI reference.
  • Source saved: raw/articles/diffusionblocks-block-wise-training-2026.md — score 2, arXiv DiffusionBlocks abstract kept as raw ML-training reference after alphaXiv discovery context.
  • Created: concepts/human-verified-advertising.md
  • Updated: concepts/loop-engineering.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Ecocoro Preview 1 still lacked a clean durable primary source via search/Defuddle; Anthropic Sonnet 5 and Claude Science context duplicated existing raw sources/pages; Figure/BMW and DiffusionBlocks were retained raw but not upgraded to pages; market, sports, earthquake, macro, Open USD, Microsoft layoff, product-cost, and general commentary stayed below strict wiki threshold.

[2026-07-01] ingest | Discord-discovered enterprise-device vulnerabilities and Tenor API shutdown

  • Scanned 9 new local-archive messages in #tw after 2026-07-01T00:22:05.332000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true, and the read-only SQL pulled/imported the share, increasing archive message count from 164,189 to 164,200.
  • Found 118 URL mentions / 68 normalized unique URLs, mostly X/Twitter discovery links plus short links embedded in the #tw digest.
  • Source saved: raw/articles/rapid7-brother-mfp-vulnerabilities-2025.md — score 2, Rapid7 disclosure for 8 vulnerabilities across 748 Brother/Fujifilm/Ricoh/Toshiba/Konica Minolta printer/scanner/MFP models, including default-admin-password derivation and service credential exposure.
  • Source saved: raw/articles/itmedia-google-tenor-api-shutdown-2026.md — score 2, Tenor API shutdown and migration impact for GIF integrations in X, Discord, WhatsApp, Bluesky, and related services.
  • Wiki pages created: 0; wiki pages updated: 0. Both sources are useful raw operational/dependency-risk references, but below the current strict threshold for durable page updates.
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Claude Science and avatar-standardization links were duplicates of existing raw/wiki coverage; e-Tax OSS-library gap and WHO traditional-medicine critique were notable but unresolved beyond X context; Claude Fable/Mythos/Sonnet reactions, QPS launch, autonomous-vehicle sightings, market/infrastructure incidents, sports/culture, and general commentary stayed below raw/wiki threshold.

[2026-07-01] ingest | Discord-discovered accessibility operations and Tomcat auth bypass

  • Scanned 4 new local-archive messages in #tw after 2026-07-01T02:21:57.023000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,202 to 164,214. Final status generated at 2026-07-01T04:51:36Z reported 164,214 messages.
  • Found 60 URL mentions / 44 normalized unique URLs, mostly X/Twitter discovery links plus short links embedded in the #tw digest.
  • Source saved: raw/articles/smashing-accessibility-operational-capability-2026.md — score 4, Smashing Magazine article arguing that accessibility in AI-generated UI should be treated as an operational capability with design-system, PR-review, CI, and real-user testing loops.
  • Source saved: raw/articles/tomcat-cve-2026-55957-auth-bypass-2026.md — score 2, Apache Tomcat 11 security page section for CVE-2026-55957, an authentication bypass with JNDIRealm and GSSAPI authenticated bind.
  • Updated: concepts/inclusive-design.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Anthropic Fable/Mythos export-regulation links and Claude Science/GeneBench chatter duplicated or did not exceed the current strict threshold; Gemini Omni Flash, Yageo/MLCC supply-chain discussion, Mobile Suica outage, Git for Windows support change, iOS update, welfare/help-mark posts, Hololive/Shueisha campaign, USB cable fieldnote, and general AI/market/culture commentary stayed link-only or below raw/wiki threshold.

[2026-07-01] ingest | Discord-discovered jailbreak severity framework and knowledge archives

  • Scanned 4 new local-archive messages in #tw after 2026-07-01T04:21:53.591000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,214 to 164,224. Final status generated at 2026-07-01T05:57:54Z reported 164,224 messages.
  • Found 44 URL mentions / 25 normalized unique Discord URLs, mostly X/Twitter discovery links in the #tw digest.
  • Source saved: raw/articles/anthropic-redeploying-fable-5-jailbreak-framework-2026.md — score 4, Anthropic's Fable 5 / Mythos 5 redeployment post introducing stronger cyber classifiers and a shared AI jailbreak severity framework.
  • Source saved: raw/articles/wired-whole-earth-catalog-online-archive-2026.md — score 2, WIRED Japan article on Whole Earth Catalog and related publications becoming available through a consolidated Internet Archive-backed digital collection.
  • Source saved: raw/articles/mic-060-mobile-numbers-2026.md — score 2, MIC official source for Japan adding 060 mobile numbers, retained as public-infrastructure / brittle-validation context.
  • Created: concepts/ai-jailbreak-severity-framework.md
  • Updated: concepts/ai-evaluation-infrastructure.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: X MCP remained link-only because no durable article URL resolved; avatar-standardization and MLCC supply-chain threads were continuations of existing/recent link-only context; mobile Suica, sports/market/general news, and E-ink commentary stayed below strict raw/wiki threshold.

[2026-07-01] ingest | Discord-discovered local-character ransomware notice

  • Scanned 4 new local-archive messages in #tw after 2026-07-01T05:21:54.264000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,224 to 164,229. Final status generated at 2026-07-01T07:01:02Z reported 164,229 messages.
  • Found 51 URL mentions / 35 normalized unique Discord URLs, mostly X/Twitter discovery links plus four t.co links. Direct t.co resolution was blocked by the local shortener safety guard, so durable destinations were identified via title/context web search and fetched directly where worthwhile.
  • Source saved: raw/articles/gotouchi-chara-ransomware-contact-data-2026.md — score 2, Japan Local Character Association notice for ransomware infection of an event-contact NAS and possible exposure of character-staff contact data.
  • Wiki pages created: 0; wiki pages updated: 0. The source is useful raw security/civic-operations context, but too narrow for a durable concept update this run.
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Anthropic Fable 5 redeployment links duplicated an existing raw/page; Mobile Suica outage and Nintendo Mario Kart update were current-use/news links below raw threshold; macro/geopolitics/sports/game-operational X links and Fable community reactions stayed below strict wiki thresholds.

[2026-07-01] ingest | Discord-discovered GeneBench-Pro scientific judgment benchmark

  • Scanned 4 new local-archive messages in #tw after 2026-07-01T06:21:34.891000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,229 to 164,235. Final status generated at 2026-07-01T08:08:13Z reported 164,235 messages.
  • Found 46 URL mentions / 39 normalized unique Discord URLs, mostly X/Twitter discovery links plus five t.co links.
  • Source saved: raw/articles/openai-genebench-pro-2026.md — score 4, OpenAI's GeneBench-Pro benchmark for judgment-heavy computational biology tasks, synthetic data-generation control, deterministic grading, external expert review, and trace-level evaluation of scientific agent reasoning.
  • Updated: concepts/ai-evaluation-infrastructure.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Maestro MCP / Claude mobile UI test automation looked relevant but the .dev source fetch hit the unattended local safety approval path; Leanstral 1.5 official docs produced no readable extracted body; AGNTCon + MCPCon was aligned but event-like; Fable/Mythos links duplicated existing sources; Mobile Suica, macro/yen, Ukraine facility, TOKYO ATLAS, Mario Kart, MoonBit/Jadx/Valkey, and general model-selection chatter stayed below strict thresholds.

[2026-07-01] ingest | Discord-discovered agent skill registries and test-harness references

  • Scanned 21 new local-archive messages in #chat and #tw after 2026-07-01T07:21:42.936000000Z. discrawl status --json initially reported share needs_update=true; the read-only SQL pulled/imported the git share and increased archive message count from 164,256 to 164,267. Final status generated at 2026-07-01T11:15:30Z reported 164,267 messages.
  • Found 199 URL mentions / 123 normalized unique Discord URLs, mostly X/Twitter discovery links plus direct #chat links.
  • Source saved: raw/articles/awesome-openclaw-skills-2026.md — score 3, OpenClaw/ClawHub skill registry index with install commands, category discovery, and explicit unaudited-skill security warnings.
  • Source saved: raw/articles/five-hundred-ai-agent-projects-2026.md — score 2, broad catalog of runnable AI-agent project examples kept as raw survey/reference material.
  • Source saved: raw/articles/realworld-framework-comparison-spec-2026.md — score 3, common API spec, backend tests, frontend E2E suite, and many framework implementations useful as generated-code / framework-comparison benchmark material.
  • Source saved: raw/articles/atcoder-ai-training-opt-out-2026.md — score 2, AtCoder AI training-data sale and opt-out policy kept as raw context for code-data supply and scraping-incentive debates.
  • Updated: concepts/agent-oriented-cli-design.md
  • Updated: concepts/e2e-coverage-metrics.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Smashing accessibility link duplicated an existing raw/page; Exploitarium stayed link-only because no clean durable non-X source resolved; Cloudflare Containers + k3s, AI cost/limit commentary, Claude Fable availability, JR/Suica incidents, AtCoder/chokudai X commentary, YouTube/media links, maker/event/game/culture, macro/geopolitics, and most X-only posts stayed below strict raw/wiki thresholds.

[2026-07-01] ingest | Discord-discovered agent harness engineering and Unity agent access terms

  • Scanned 4 new local-archive messages in #tw after 2026-07-01T10:21:51.110000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,267 to 164,293. Final status generated at 2026-07-01T12:23:53Z reported 164,293 messages.
  • Found 48 URL mentions / 22 normalized unique Discord URLs, all X/Twitter links in the #tw digest.
  • Source saved: raw/articles/awesome-harness-engineering-2026.md — score 4, curated map of agent harness reliability primitives: context/memory, guardrails, workflow specs, evals, observability, benchmarks, and reference implementations.
  • Source saved: raw/articles/unity-terms-agentic-access-2026.md — score 3, official Unity Terms of Service update restricting AI agents, LLMs, and MCP clients/servers to Unity-operated or Unity-designated frameworks when interacting with the platform.
  • Source saved: raw/articles/henrico-data-center-electricity-costs-2026.md — score 2, 404 Media excerpt on Henrico County's 25% electricity cost increase and 37 existing data centers, retained as raw public-infrastructure / AI-compute externality context.
  • Created: concepts/agent-harness-engineering.md
  • Updated: concepts/loop-engineering.md
  • Updated: concepts/ai-agent-identity-security.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: RealWorld was a duplicate of the previous run's raw/page update; Unity reaction threads, Copilot cost/usage-limit commentary, AI policy frustration, VocaDuo/music/IP posts, camera/product nostalgia links, and remaining X-only posts stayed below the strict threshold.

[2026-07-01] ingest | Discord-discovered Mastra and BoringTun sources

  • Scanned 5 new local-archive messages in #chat and #tw after 2026-07-01T11:21:47.101000000Z. discrawl status --json initially reported share needs_update=true; the read-only SQL path pulled/imported the git share and increased archive message count from 164,293 to 164,304. Final status generated at 2026-07-01T13:32:46Z reported 164,304 messages.
  • Found about 50 URL mentions / 32 normalized unique Discord URLs, mostly X/Twitter digest links plus one direct #chat GitHub repo link.
  • Source saved: raw/articles/mastra-typescript-agent-framework-2026.md — score 4, TypeScript AI application framework with model routing, agents, graph workflows, HITL suspend/resume, MCP server support, evals, and observability.
  • Source saved: raw/articles/cloudflare-boringtun-wireguard-2026.md — score 2, Cloudflare's portable Rust WireGuard implementation and CLI/library, retained as raw infra/security reference from a direct #chat link.
  • Created: entities/mastra.md
  • Updated: concepts/loop-engineering.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Microsoft/MCP learning-route tweets had relevant context but no single durable source was clear enough for raw ingest; Awesome Harness Engineering and Henrico data-center electricity-cost links duplicated existing raw sources; PayPay/card handling, insurance-card transition, education-policy, space/robotics, Oxlint, PostgreSQL, keyboard/gadget, photo/project posts, and remaining X-only digest links stayed below the strict threshold.

[2026-07-01] ingest | Discord-discovered agent telemetry privacy and AI crawler governance

  • Scanned 6 new local-archive messages in #chat and #tw after 2026-07-01T13:02:05.556000000Z. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,304 to 164,314. Final status generated at 2026-07-01T14:40:22Z reported 164,314 messages.
  • Found 56 URL mentions / 34 normalized unique URLs, mostly X/Twitter digest links plus two direct #chat links.
  • Source saved: raw/articles/claude-code-telemetry-audit-2026.md — score 4, detailed Claude Code 2.1.196 telemetry / analytics / error-reporting audit with endpoint, opt-out, repo/CI identity, Datadog, and stack-trace privacy findings.
  • Source saved: raw/articles/cloudflare-ai-traffic-options-2026.md — score 4, official Cloudflare AI traffic classification/control update separating Search, Agent, and Training crawlers and changing new-domain defaults for ad pages.
  • Source saved: raw/articles/vercel-services-run-multiple-frameworks-2026.md — score 2, Vercel Services changelog for multi-framework services, private service bindings, service graph/log filtering, and local multi-service dev.
  • Created: concepts/ai-agent-telemetry-privacy.md
  • Created: concepts/ai-crawler-governance.md
  • Updated: concepts/ai-agent-identity-security.md
  • Updated: concepts/loop-engineering.md
  • Updated: concepts/information-integrity.md
  • Updated: concepts/human-verified-advertising.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Maestro MCP looked relevant from #tw context and search results, but no clean body was fetched in this unattended run; Meta AI cloud, GitHub/Copilot status, PlayStation distribution, Node import-text, Oxlint/Mastra duplicates, JPYC/Unifi Pay, education/human-rights/insurance-card tweets, and remaining X-only posts stayed link-only or below strict raw/wiki thresholds.

[2026-07-01] ingest | Discord-discovered Cursor sandbox escape and Cloudflare content economics

  • Scanned 9 new local-archive messages in #chat and #tw after 2026-07-01T14:09:13.083000000Z. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,314 to 164,337. Final status generated at 2026-07-01T15:44:54Z reported 164,337 messages.
  • Found 106 URL mentions / 68 normalized unique URLs, mostly X/Twitter digest links plus one direct #chat YouTube link.
  • Source saved: raw/articles/cursor-duneslide-sandbox-escape-2026.md — score 4, The Hacker News report on Cursor DuneSlide CVE-2026-50548/CVE-2026-50549: prompt-injection-driven sandbox helper overwrite and symlink fallback escape paths.
  • Source saved: raw/articles/cloudflare-content-independence-day-2025.md — score 4, Cloudflare's Content Independence Day argument for blocking unpaid AI crawlers by default and valuing content by contribution to AI knowledge gaps rather than traffic.
  • Updated: concepts/ai-agent-command-safety.md
  • Updated: concepts/ai-crawler-governance.md
  • Updated: concepts/information-integrity.md
  • Updated: concepts/human-verified-advertising.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: Maestro MCP stayed link-only because .dev source fetching hit unattended safety approval; the direct #chat YouTube link could not be extracted with the current web extractor; Rolldown v1.1.4, FFmpeg AAC encoder refresh, Liveblocks/Slack collaboration posts, PlayStation distribution, macro/geopolitics/sports/culture, and most X-only digest links stayed below strict raw/wiki thresholds.

[2026-07-01] ingest | Discord-discovered Cloudflare Monetization Gateway

  • Scanned 6 new local-archive messages in #chat and #tw after 2026-07-01T15:21:57.379000000Z. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,337 to 164,348. Final status generated at 2026-07-01T16:52:10Z reported 164,348 messages.
  • Found 56 URL mentions / 34 normalized unique URLs, mostly X/Twitter digest links plus one direct #chat Cloudflare blog link.
  • Source saved: raw/articles/cloudflare-monetization-gateway-x402-2026.md — score 4, Cloudflare Monetization Gateway / x402 proposal for request-level payments on web pages, datasets, APIs, and MCP tools used by agentic buyers.
  • Created: concepts/agentic-web-monetization.md
  • Updated: concepts/ai-crawler-governance.md
  • Updated: concepts/ai-agent-identity-security.md
  • Updated: concepts/information-integrity.md
  • Updated: concepts/human-verified-advertising.md
  • Updated: index.md
  • Updated: .automation/discord-link-ingest/state.md
  • Link-only/skipped: xAI Voice Agent Builder, GitHub Copilot CLI model auto-selection, VS Code agent/browser permissions, Fable-vs-Sonnet comparisons, Cloudflare Workers/VOICEVOX experiments, weather/geopolitics/sports links, and remaining X-only digest items stayed link-only or below strict raw/wiki thresholds.

[2026-07-01] ingest | Discord-discovered browser-agent and Claude Desktop security sources

  • Scanned 5 new local-archive messages in #chat and #tw after 2026-07-01T16:22:07.772000000Z. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,348 to 164,354. Final status generated at 2026-07-01T18:01:31Z reported 164,354 messages.
  • Found 58 URL mentions / 32 normalized unique Discord URLs, all X/Twitter discovery links except one no-URL #chat note.
  • Source saved: raw/articles/github-copilot-browser-tools-ga-2026.md — score 4, GitHub Changelog source for Copilot browser tools in VS Code reaching GA, with real-browser agent actions, isolated agent tabs, private human tabs, blocked sensitive device permissions, and enterprise controls.
  • Source saved: raw/articles/theregister-claude-desktop-double-agent-2026.md — score 4, The Register / Pentera Labs report on poisoning synced Claude Desktop preferences and MCP/tool access to turn a trusted assistant into a command-execution path.
  • Source saved: raw/articles/koi-promptjacking-claude-desktop-rce-2026.md — score 4, Koi report on official Claude Desktop extensions as unsandboxed MCP executors and AppleScript command injection via web prompt injection.
  • Source saved: raw/articles/xai-voice-agent-builder-2026.md — score 3, xAI Voice Agent Builder page for no-code phone/SIP voice agents with tool connectors, MCP, knowledge base, guardrails, call playback, and compliance claims.
  • Wiki pages created: 0.
  • Wiki pages updated: concepts/ai-agent-command-safety.md, concepts/ai-agent-identity-security.md, concepts/agent-harness-engineering.md.
  • Link-only/skipped: Zed v1.9 was notable from search snippets but .dev fetching hit the unattended local safety guard, so it stayed link-only; GitHub Copilot CLI model auto-selection and VS Code Web permissions were incremental/duplicate context; Meta Compute market debate, World Cup betting/VAR, Xi'an incident posts, weather alerts, Ukraine/EU/drone export posts, and most remaining X-only links stayed below strict raw/wiki thresholds.

[2026-07-01] ingest | Discord-discovered OpenWiki and GitHub issue triage updates

  • Scanned 5 new local-archive messages in #tw after 2026-07-01T17:44:22.262000000Z. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,354 to 164,370.
  • Found 54 URL mentions / 45 normalized unique Discord URLs, all X/Twitter discovery links in an hourly digest.
  • Source saved: raw/articles/langchain-openwiki-repo-documentation-agent-2026.md — score 4, LangChain OpenWiki release for codebase Wiki generation, agent instruction-file references, scheduled git-diff updates, and LangSmith tracing.
  • Source saved: raw/articles/github-duplicate-issue-detection-mcp-fields-2026.md — score 3, GitHub duplicate issue detection plus MCP server issue field read/write for structured agent triage.
  • Source saved: raw/articles/google-cloud-workbench-vscode-extension-2026.md — score 2, Google Cloud Workbench Notebooks VS Code extension; kept raw-only as a local-IDE/cloud-notebook workflow signal.
  • Created: entities/openwiki.md
  • Updated: concepts/loop-engineering.md, concepts/digital-gardening-cms.md, entities/litho.md, index.md, .automation/discord-link-ingest/state.md, .automation/discord-link-ingest/interest-profile.md.
  • Link-only/skipped: Webflow ChatGPT app, ClickUp Brain², Fable 5 event chatter, AT&T/OpenClaw podcast posts, Tesla/industry-history threads, security digest tweets without fetched primary source, geopolitics, sports, weather, and local incident links stayed link-only or below strict raw/wiki thresholds.

[2026-07-01] ingest | Discord-discovered Copilot guardrails and Notion agent workspace updates

  • Scanned 5 new local-archive messages in #tw and #chat after 2026-07-01T18:22:26.992000000Z. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,370 to 164,381. Final status generated at 2026-07-01T20:17:59Z reported 164,381 messages.
  • Found 55 URL mentions / 39 normalized unique Discord URLs.
  • Source saved: raw/articles/github-copilot-vision-ga-2026.md — score 3, GitHub Changelog source for Copilot Vision GA across VS Code, github.com, and Copilot CLI, including image/PDF support and ~24h Business/Enterprise attachment retention.
  • Source saved: raw/articles/github-copilot-ai-credit-session-limits-2026.md — score 4, GitHub Changelog source for Copilot CLI/SDK AI credit session limits that bound unattended model calls, subagents, compaction, and background work.
  • Source saved: raw/articles/notion-developer-platform-agents-workers-2026.md — score 4, Notion releases source for External Agents API, Workers, CLI, Agent SDK, MCP, and Markdown API as a workspace-native agent surface.
  • Source saved: raw/articles/google-nano-banana-2-lite-gemini-omni-flash-2026.md — score 2, Google blog source for fast/low-cost Nano Banana 2 Lite and Gemini Omni Flash; kept raw-only as generative-media iteration context.
  • Created: entities/notion.md
  • Updated: concepts/agent-harness-engineering.md, concepts/agent-oriented-cli-design.md, concepts/digital-gardening-cms.md, concepts/loop-engineering.md, index.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: OpenCode 2.0 skill hot-reload tweet lacked a durable primary source in this run; Robinhood agentic finance links were notable but Reuters extraction returned 401; Webflow ChatGPT app, media-only #chat status link, Fable 5 reactions, Sony/digital-preservation tweets, Tesla robotaxi anecdotes, weather/disaster/geopolitics, and sports links stayed link-only or below strict thresholds.

[2026-07-01] ingest | Discord-discovered Shopify eval flywheel and Argo CD runtime risk

  • Scanned 4 new local-archive messages in #tw after 2026-07-01T19:51:55.954000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,381 to 164,396. Final status generated at 2026-07-01T21:23:22Z reported 164,396 messages.
  • Found 50 URL mentions / 33 normalized unique Discord URLs, all X/Twitter discovery links in the #tw digest.
  • Source saved: raw/articles/shopify-flow-agent-model-optimization-flywheel-2026.md — score 4, Shopify Engineering source for tool-calling Flow agent fine-tuning, production mirroring, LLM-judge diagnostics, slice analysis, and weekly retraining from real merchant feedback.
  • Source saved: raw/articles/thehackernews-argo-cd-repo-server-unpatched-rce-2026.md — score 3, The Hacker News / Synacktiv report on unpatched Argo CD repo-server code execution, Redis cache poisoning, and network-policy mitigations.
  • Source saved: raw/articles/texas-tribune-san-marcos-data-center-ban-2026.md — score 2, Texas Tribune source on San Marcos using zoning to ban data centers amid water, power, local-control, and state-preemption conflicts.
  • Wiki pages created: 0.
  • Wiki pages updated: concepts/ai-evaluation-infrastructure.md, concepts/ci-cd-runtime-security.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: Claude Fable 5 access/redeployment links duplicated existing Anthropic raw/page coverage; OpenCode hot-reload skill context was interesting but stayed link-only because only X/GitHub issue/changelog context was found and no merged durable release source was clear; Robinhood chain/agent-payment announcements, sports, earthquake/geopolitics/trade, and remaining market/news links stayed below the strict wiki threshold.

[2026-07-01] ingest | Discord-discovered Claude Code agent ops and AWS FDE deployment harness

  • Scanned 5 new local-archive messages in #tw after 2026-07-01T20:21:48.236000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,396 to 164,402. Final status generated at 2026-07-01T22:30:14Z reported 164,402 messages.
  • Found 63 URL mentions / 50 normalized unique Discord URLs, all X/Twitter discovery links in the #tw digest.
  • Source saved: raw/articles/claude-code-changelog-agent-ops-2-1-198-2026.md — score 4, official Claude Code changelog block for background-agent notifications, auto commit/push/draft PR, task-panel correctness, AWS upstream support, permission/sandbox fixes, auto-resume, and streaming watchdog behavior.
  • Source saved: raw/articles/aws-forward-deployed-engineering-agentic-ai-2026.md — score 3, About Amazon primary source for AWS Forward Deployed Engineering, agentic deployment lifecycle, governed/versioned knowledge graphs, runbooks, documentation, internal champions, and customer-governed security boundaries.
  • Wiki pages created: 0.
  • Wiki pages updated: concepts/agent-harness-engineering.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: FPF Epstein transparency webinar remained event-like; Scattered Spider extradition was readable but did not add durable mechanics to existing security pages; Theo Fable 5 feedback collection was X-only; duplicate Shopify/Argo CD links, Fable 5 availability reactions, Robinhood/crypto market chatter, geopolitics/disaster, PlayStation store/disc-production news, and Neanderthal/general science links stayed below the strict wiki threshold.

[2026-07-01] ingest | Discord-discovered BLE community watch civic-tech source

  • Scanned 5 new local-archive messages in #tw after 2026-07-01T21:22:17.317000000Z; no new #chat messages in scope. 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 164,402 to 164,416. Final status generated at 2026-07-01T23:34:11Z reported 164,416 messages.
  • Found 63 URL mentions / 55 normalized unique Discord URLs, mostly X/Twitter discovery links in the #tw digest.
  • Source saved: raw/articles/softbank-takamatsu-ble-community-watch-2026.md — score 2, SoftBank News source on a Takamatsu/Kagawa BLE-tag and smartphone community-watch service for dementia-related missing-person searches, including privacy safeguards, My Number identity check for requesters, fixed/mobile detectors, field validation, and participant UX.
  • Wiki pages created: 0.
  • Wiki pages updated: 0. The source was kept raw-only because it is a useful civic-tech/public-interest signal but not yet enough to justify a standalone page under the current strict threshold.
  • Link-only/skipped: repeated Fable 5/Claude Code ecosystem links duplicated recently ingested Claude Code and Anthropic sources; X Live Studio and Starship links were product/media/event-like; steipete's aiDotEngineer transcript workflow and Patrick Collison's Book of Kells AI/micropayment experiment were interesting but X-only with no durable primary page fetched; Ukraine/security, semiconductor-market, model-cost, and math/physics threads stayed below raw threshold.

[2026-07-02] ingest | Discord-discovered Safari MCP browser harness and carbon-capture limits

  • Scanned 4 new local-archive messages in #tw after 2026-07-01T22:22:10.986000000Z; no new #chat messages in scope. discrawl status --json initially reported share needs_update=true; read-only SQL pulled/imported the git share and increased archive message count from 164,416 to 164,431. Final status generated at 2026-07-02T00:41:26Z reported 164,431 messages.
  • Found 50 URL mentions / 41 normalized unique Discord URLs, mostly X/Twitter discovery links plus five t.co links surfaced in the #tw digest.
  • Source saved: raw/articles/safari-mcp-server-webkit-2026.md — score 4, WebKit source for Safari Technology Preview's local MCP server exposing DOM, network, console, screenshots, page interactions, performance, and accessibility checks to coding agents.
  • Source saved: raw/articles/propublica-carbon-capture-limits-2026.md — score 2, ProPublica/Drilled investigation of carbon capture and storage scale limits, kept raw-only as public-interest climate-tech / infrastructure evidence.
  • Created: entities/safari-mcp-server.md
  • Updated: concepts/agent-harness-engineering.md, concepts/ai-agent-identity-security.md, index.md, .automation/discord-link-ingest/state.md, .automation/discord-link-ingest/interest-profile.md.
  • Link-only/skipped: Reuters immigration-study link, Microsoft open-source AI curriculum, and Japanese adult-guardianship article could not be resolved to clean durable sources via search in this run; Cursor DuneSlide duplicated an existing raw/page; Fable 5 usage/cost posts, AI compute market chatter, sports, rain-alert/live-camera links, Patrick Collison Book of Kells post, and Peter Steinberger transcript workflow stayed link-only or below strict raw/wiki thresholds.

[2026-07-02] ingest | Discord-discovered adult guardianship public-interest source

  • Scanned 4 new local-archive messages in #tw after 2026-07-01T23:22:00.597000000Z; no new #chat messages in scope. 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 164,431 to 164,442. Final status generated at 2026-07-02T01:48:35Z reported 164,442 messages.
  • Found 34 normalized unique Discord URLs, mostly X/Twitter discovery links plus three t.co links.
  • Source saved: raw/articles/kyodo-adult-guardianship-mayor-petition-2026.md — score 2, Kyodo/47NEWS source on rising mayor-initiated adult guardianship petitions, disputed consent, family access restrictions, and reform limits; kept raw-only as public-interest/civic-administration evidence.
  • Wiki pages created: 0. Wiki pages updated: 0.
  • Link-only/skipped: Cursor sandbox escape and Argo CD repo-server RCE duplicated existing raw/page coverage; Fable 5 operational reactions were X-only or already covered by Anthropic/Fable sources; Unity AI tool restriction context duplicated existing Unity terms raw; chemical sensitivity Diet-statement map produced no extractable body via defuddle and stayed link-only; Sony physical-media/cultural-preservation, AI compute-market, security incident headlines, weather/geopolitics/sports, and remaining X-only posts stayed below the strict raw/wiki threshold.
  • Scanned 8 new local-archive messages in #tw after 2026-07-02T00:22:19.098000000Z; no new #chat messages in scope. 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 164,442 to 164,457. Final status generated at 2026-07-02T02:57:26Z reported 164,457 messages.
  • Found 107 URL mentions / 72 normalized unique Discord URLs, mostly X/Twitter discovery links in two hourly #tw digests.
  • Source saved: raw/articles/google-zkp-age-assurance-2026.md — score 3, Google source for open-sourced Zero-Knowledge Proof libraries for age assurance, EU eIDAS/EUDI Wallet context, and privacy-preserving attribute proof.
  • Source saved: raw/articles/chrome-usermedia-element-2026.md — score 2, Chrome for Developers source on declarative browser-controlled camera/microphone capability elements, permission recovery, trusted user intent, and anti-deceptive styling constraints.
  • Source saved: raw/articles/openarm-physical-ai-arm-2026.md — score 2, GitHub README for OpenArm, an open-source 7DOF humanoid arm with standardized cell, reproducible physical-AI evaluation conditions, teleoperation, simulation, datasets, and low-cost bimanual hardware.
  • Source saved: raw/articles/w3c-accessible-names-descriptions-2026.md — score 3, W3C APG source on accessible names/descriptions, visible labels, native naming techniques, ARIA pitfalls, and testing expectations for assistive technologies.
  • Wiki pages created: 0.
  • Wiki pages updated: concepts/data-protection-and-expression.md, concepts/inclusive-design.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: AI-generated GitHub Actions YAML security-check article, charsim, and Google pro-Russian influence-operation report were notable but not resolved to clean durable sources; Cloudflare Monetization Gateway, avatar standardization, and Argo CD were duplicates of existing raw/page coverage; Fable 5 operational reactions, market/FX/semiconductor chatter, PlayStation physical-disc preservation discourse, geopolitics/weather/sports, and most remaining X-only commentary stayed below strict raw/wiki thresholds.

[2026-07-02] ingest | Discord-discovered regional climate LLM and AI-generated CI security checks

  • Scanned 4 new local-archive messages in #tw after 2026-07-02T02:22:14.547000000Z; no new #chat messages in scope. 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 164,457 to 164,463. Final status generated at 2026-07-02T04:02:52Z reported 164,463 messages.
  • Found 53 URL mentions / 38 normalized unique Discord URLs, mostly X/Twitter discovery links in one #tw digest plus four t.co outbound links.
  • Source saved: raw/articles/jamstec-regional-climate-llm-2026.md — score 4, JAMSTEC/高知大学/Ridge-i source on a regional climate-specialized LLM that combines climate literature, IPCC/A-PLAT grounding, RAG over local adaptation guidelines, d4PDF ensemble projection values, and a Kumagaya heat-adaptation PoC for municipal decision support.
  • Source saved: raw/articles/zenn-ai-generated-github-actions-yaml-security-2026.md — score 3, Zenn source on checking AI-generated GitHub Actions YAML for pull_request_target, checkout target, permissions, cache/artifact trust boundaries, and trigger authority.
  • Created: concepts/climate-adaptation-ai.md.
  • Updated: concepts/ci-cd-runtime-security.md, index.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: gihyo Safari MCP article duplicated the existing primary WebKit Safari MCP source/page; PlayStation physical-disc sunset stayed below raw threshold as preservation/culture context; Fable 5/Databricks agent-collaboration posts were interesting but X-only or operational reaction; market/FX, weather/geopolitics/sports, and most remaining X-only commentary stayed below strict thresholds.

[2026-07-02] ingest | Discord-discovered GitHub Actions credential leakage and secret monitoring

  • Scanned 4 new local-archive messages in #tw after 2026-07-02T03:21:52.611000000Z; no new #chat messages in scope. 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 164,463 to 164,474. Final status generated at 2026-07-02T05:10:26Z reported 164,474 messages.
  • Found 58 URL mentions / 40 normalized unique Discord URLs, mostly X/Twitter discovery links plus four t.co outbound links in one #tw digest.
  • Source saved: raw/articles/flatt-github-actions-credential-leakage-2026.md — score 3, GMO Flatt Security source on GitHub Actions runner credential locations, OIDC / Trusted Publishing residual risk, Environment/ruleset/claim conditions, and why detection/incident response remain necessary.
  • Source saved: raw/articles/github-secret-scanning-public-monitoring-2026.md — score 3, GitHub Changelog source on enterprise public monitoring for secrets across public GitHub surfaces with member/domain attribution.
  • Source saved: raw/articles/meow-js-toolchain-rust-2026.md — score 2, GitHub README for a Rust-based all-in-one JavaScript/TypeScript runtime, package manager, test runner, formatter/linter/typechecker, and bundler; kept raw-only as a dev-tool watchlist item.
  • Wiki pages created: 0.
  • Wiki pages updated: concepts/ci-cd-runtime-security.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: JAMSTEC regional climate LLM and gihyo Safari MCP duplicated existing raw/page coverage; Fable 5 operational reactions, Steve Yegge “factory” framing, ROBOCUP field reports, market/FX/semiconductor chatter, launch/live-stream links, and most remaining X-only commentary stayed link-only or below strict thresholds.
  • Scanned 6 new local-archive messages after 2026-07-02T04:22:18.508000000Z — 2 in #chat and 4 in #tw. Discrawl git-share auto-update ran during the read-only SQL query; final archive count is 164,486 messages as of this run.
  • Found 62 URL mentions / 41 normalized unique URLs, dominated by X/Twitter digest links plus two direct #chat links.
  • Source saved: raw/articles/mit-media-lab-future-sketches-2026.md — score 2, MIT Media Lab Future Sketches overview on software as a creative medium, creative coding pedagogy, generative form, machine learning, and augmented reality; saved raw-only as design/hack/computational-craft watchlist material.
  • Source saved: raw/articles/go-dataform-dbt-analytics-engineering-2022.md — score 2, GO tech blog case study comparing dbt and Dataform for BigQuery analytics engineering, tests, lineage, scheduler/backfill, Airflow handoff, and data mart quality; saved raw-only as durable dev/data-quality implementation material.
  • Wiki pages created: 0. Wiki pages updated: 0.
  • Link-only/skipped: Fable 5 operational reactions, OpenAI/government-equity reporting, RoboCup field observations, Senior SWE-Bench mention, AI jailbreak severity framing, market/geopolitics/weather/space links, and remaining X-only commentary stayed link-only or below the strict raw/wiki threshold; several security links duplicated sources already ingested in the previous run.

[2026-07-02] ingest | Discord-discovered AI crawler controls and mobile GenAI examples

  • Scanned 4 new local-archive messages in #tw after 2026-07-02T05:44:44.863000000Z; no new #chat messages in scope. 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 164,486 to 164,496. Final status generated at 2026-07-02T07:19:58Z reported 164,496 messages.
  • Found 55 URL mentions / approximately 44 normalized unique Discord URLs, mostly X/Twitter discovery links plus four t.co outbound links in one #tw digest.
  • Source saved: raw/articles/cloudflare-content-independence-day-ai-options-2026.md — score 3, Cloudflare source expanding AI traffic controls into Search / Agent / Training behavior classes, multi-purpose crawler separation, and per-use-site policy.
  • Source saved: raw/articles/ios-genai-sampler-2026.md — score 2, GitHub README for Swift/iOS Generative AI examples covering GPT-4o multimodal use, realtime video understanding, speech, image generation, Perplexity search, Phi-3 GGUF, MediaPipe LLM, MLX, and LLM.swift.
  • Wiki pages created: 0.
  • Wiki pages updated: concepts/ai-crawler-governance.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: GuardFall duplicated existing command-safety coverage; seiton cache-poisoning update could not be resolved from search during this run and stayed link-only; Fable 5 operational reactions, OpenAI/government-equity reporting, RoboCup/Supermicro/geopolitics/economy/space links, and remaining X-only commentary stayed link-only or below strict thresholds.

[2026-07-02] ingest | Discord-discovered X-only frontier-model and identity-management chatter

  • Scanned 4 new local-archive messages in #tw after 2026-07-02T06:22:24.605000000Z; no new #chat messages in scope. 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 164,496 to 164,505. Final status generated at 2026-07-02T08:22:47Z reported 164,505 messages.
  • Found 60 URL mentions / 39 normalized unique Discord URLs, all X/Twitter links in the #tw digest.
  • Raw articles saved: 0. Wiki pages created: 0. Wiki pages updated: 0.
  • Link-only/skipped: repeated GuardFall links duplicated existing concepts/ai-agent-command-safety.md coverage; Fable 5 / Claude operational anecdotes, OpenID/ISO identity-management discussion, market/news/entertainment/game/space posts, and remaining X-only commentary stayed below the strict raw/wiki threshold without a durable non-login source.
  • Updated .automation/discord-link-ingest/state.md with last processed message timestamp and processed URLs.

[2026-07-02] ingest | Discord-discovered VS Code agent harness and agentic cyberattack sources

  • Scanned 8 new local-archive messages after 2026-07-02T07:22:04.403000000Z — 4 in #tw and 4 in #chat. 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 164,505 to 164,525. Final status generated at 2026-07-02T09:28:38Z reported 164,525 messages.
  • Found 52 URL mentions / 41 normalized unique Discord URLs, mostly X/Twitter discovery links in one #tw digest; #chat messages in the interval had no URLs and were not raw-ingested.
  • Source saved: raw/articles/vscode-1-110-agent-browser-tools-2026.md — score 4, VS Code 1.110 release notes for agentic browser tools, Agent Debug panel, background-agent controls, agent plugins, session memory, chat fork, and auto-approve/sandbox implications.
  • Source saved: raw/articles/jadepuffer-langflow-agentic-ransomware-2026.md — score 4, The Hacker News article on JADEPUFFER using Langflow RCE, credential harvesting, Nacos/MySQL pivoting, and destructive database ransomware as an agent-driven attack pattern.
  • Source saved: raw/articles/fortinet-fortibleed-credential-compromise-2026.md — score 2, Fortinet official analysis of reported FortiGate credential-compromise / FortiBleed activity; kept raw-only as security-operations context.
  • Source saved: raw/articles/arxiv-mesh-field-theory-2026.md — score 2, arXiv abstract for Mesh Field Theory / MeshFT-Net; kept raw-only as ML/physics research watchlist context.
  • Created: concepts/ai-agent-enabled-cyberattacks.md
  • Updated: concepts/agent-harness-engineering.md, index.md, .automation/discord-link-ingest/state.md
  • Link-only/skipped: Fable 5 operational reactions and OpenID/session-management discussion remained X-only; macro/FX/tax, war/heatwave news, crypto, anime/music, travel-minimalism, GOROman China field notes, E-Ink Game Boy emulator, and other media/product/status posts stayed below strict raw/wiki threshold.

[2026-07-02] ingest | Discord-discovered identity/privacy protocols, agent secret access, and GitHub posture tooling

  • Scanned 19 new local-archive messages after 2026-07-02T08:56:28.601000000Z — 15 in #chat and 4 in #tw. 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 164,525 to 164,544. Final status generated at 2026-07-02T10:36:13Z reported 164,544 messages.
  • Found 71 URL mentions / 53 normalized unique Discord URLs, including direct #chat links and one #tw digest.
  • Source saved: raw/articles/metabase-embedded-analytics-2026.md — score 2, BI / embedded analytics watchlist context.
  • Source saved: raw/articles/1password-codex-mcp-secret-access-2026.md — score 4, primary 1Password source for Codex MCP secret access with just-in-time scoped credentials and runtime injection outside model context.
  • Source saved: raw/articles/email-verification-protocol-draft-2026.md — score 3, Email Verification Protocol draft for browser-mediated email control assertions, nonce/key binding, and RP/issuer privacy separation.
  • Source saved: raw/articles/longfellow-zk-identity-proofs-2026.md — score 3, Google Longfellow ZK README for anonymous credentials over ISO MDOC, JWT, and W3C Verifiable Credentials.
  • Source saved: raw/articles/explain-diff-html-agent-skill-2026.md — score 3, Geoffrey Litt gist for rich HTML diff/PR explanations as constrained human-review output harness.
  • Source saved: raw/articles/microsoft-ghqr-github-quick-review-2026.md — score 3, Microsoft GitHub Quick Review CLI for enterprise/org/repo/GHES security posture, Actions, Copilot, MCP, and audit-log checks.
  • Source saved: raw/articles/hatena-cloudfront-saas-manager-2026.md — score 2, Hatena CloudFront SaaS Manager migration writeup retained as multi-tenant CDN / infra reliability context.
  • Wiki pages created: 0.
  • Wiki pages updated: concepts/ai-agent-identity-security.md, concepts/data-protection-and-expression.md, concepts/ci-cd-runtime-security.md, concepts/agent-harness-engineering.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: ChromeStatus email-verification feature returned no readable body; AtmarkIT 1Password article was kept as discovery context while the 1Password primary source was saved; Chrome usermedia element, Google ZKP age assurance, Safari MCP, and TabFM duplicated prior raw sources; google/zerocopy had readable repo metadata but no README body; #tw digest links about Fable 5, JADEPUFFER, browser-agent updates, Google Android antitrust, markets/geopolitics/sports/entertainment, and quantum/book chatter stayed duplicate, X-only, or below threshold.

[2026-07-02] ingest | Discord-discovered AI pentesting, semantic routers, structural lint, and public dashboard design

  • Scanned 26 new local-archive messages after 2026-07-02T09:59:46.777000000Z — 18 in #chat and 8 in #tw. 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 164,544 to 164,575.
  • Found 120 URL mentions / 89 normalized unique Discord URLs, including 12 direct #chat URLs and two #tw digest batches.
  • Source saved: raw/articles/strix-ai-pentesting-agent-2026.md — score 4, open-source AI pentesting agents with reconnaissance, exploitation, PoC validation, auto-fix/reporting, and CI/CD integration.
  • Source saved: raw/articles/vllm-semantic-router-micro-agents-2026.md — score 4, vLLM Semantic Router framing of model routers as serving-layer micro-agent coordinators with quorum, disagreement checks, synthesis, and output-contract repair.
  • Source saved: raw/articles/ladybird-maintainer-only-development-ai-pr-risk-2026.md — score 3, Ladybird policy change closing public PRs because AI lowers the cost of serious-looking patches and weakens effort-as-trust signals for browser security.
  • Source saved: raw/articles/vercel-konsistent-structural-linter-agents-2026.md — score 3, Vercel Labs CLI for enforcing TypeScript project structural conventions so humans and coding agents see predictable APIs/layouts.
  • Source saved: raw/articles/copybara-repo-sync-2026.md — score 2, Google Copybara repo synchronization / transformation tool, kept raw because Yuta explicitly flagged it as wanted.
  • Source saved: raw/articles/aws-eks-version-rollback-2026.md — score 2, Amazon EKS one-minor-version rollback documentation retained as infra reliability reference.
  • Source saved: raw/articles/digital-agency-dashboard-design-guidebook-2026.md — score 2, Digital Agency dashboard design guidebook PDF extracted with pdftotext via temporary Nix poppler-utils, retained as public-sector dashboard/accessibility/data-visualization reference.
  • Source saved: raw/articles/pivotal-data-quality-basics-2026.md — score 2, data quality framing retained as raw data-quality reference ahead of the AI-specific follow-up.
  • Source saved: raw/articles/moondream-gpu-bubble-photon-2026.md — score 2, Moondream Photon pipelined decoding / GPU bubble inference-engine writeup retained as AI infra performance reference.
  • Wiki pages created: entities/strix.md.
  • Wiki pages updated: concepts/ci-cd-runtime-security.md, concepts/ai-evaluation-infrastructure.md, concepts/agent-oriented-cli-design.md, concepts/open-source-package-supply-chain-attacks.md, index.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: Roundhouse playground exposed only a sparse editor page; direct X video/status links and most #tw digest items remained X-only or below threshold; ICS smooth-scroll Promise article was useful frontend detail but too narrow for current strict wiki/raw threshold; Flatt GitHub Actions part 3 duplicated an existing raw/page source.

[2026-07-02] ingest | Discord-discovered Argo CD exploit analysis, kernel reversing, and respectful AI handoff

  • Scanned 12 new local-archive messages after 2026-07-02T11:22:00.364000000Z — 7 in #chat and 5 in #tw. 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 164,575 to 164,590. Final status generated at 2026-07-02T12:53:42Z reported 164,590 messages.
  • Found 61 URL mentions / 38 normalized unique Discord URLs, including 7 direct #chat URLs and one #tw digest batch.
  • Source saved: raw/articles/synacktiv-argo-cd-codeql-rce-2026.md — score 3, Synacktiv primary writeup for unauthenticated Argo CD repo-server code execution, CodeQL discovery, exploit chain, and cluster compromise path.
  • Source saved: raw/articles/fluxsec-windows-11-kernel-reverse-engineering-etwti-2026.md — score 3, Windows 11 kernel reverse-engineering walkthrough that validates decompiler hypotheses with offsets, WinDbg, bitfield checks, and driver implementation.
  • Source saved: raw/articles/skamille-respectful-ai-use-guidelines-2026.md — score 3, Camille Fournier guidance on AI-generated work as team review-tax / respectful handoff problem.
  • Source saved: raw/articles/howtogeek-claude-dns-log-analysis-2026.md — score 2, local DNS-log analysis with Claude retained as privacy / smart-home watchlist context.
  • Wiki pages created: 0.
  • Wiki pages updated: concepts/ci-cd-runtime-security.md, concepts/ai-assisted-reverse-engineering.md, concepts/agent-harness-engineering.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: Discord on Meta Quest product announcement was below durable threshold; direct X posts stayed link-only; #tw digest links about JPYC, Fable 5/Codex operations, MoonBit/MoonXi, Vite+, Ukraine maps, semiconductor packaging, Android/EU antitrust, geopolitics, and domestic politics were treated as discovery context only unless they recur as durable primary sources.

[2026-07-02] ingest | Discord-discovered LLM vulnerability research methodology

  • Scanned 5 new local-archive messages after 2026-07-02T12:22:01.966000000Z — 1 in #chat and 4 in #tw. 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 164,590 to 164,603. Final status generated at 2026-07-02T13:57:50Z reported 164,603 messages.
  • Found 49 URL mentions / 37 normalized unique Discord URLs, including one direct #chat URL and one #tw digest batch.
  • Source saved: raw/articles/devansh-llm-vulnerability-research-2026.md — score 4, primary methodology writeup on using LLMs/Codex for vulnerability research with minimal threat-model scaffolding, thin slices, invariants, and verifier loops.
  • Wiki pages created: concepts/llm-assisted-vulnerability-research.md.
  • Wiki pages updated: concepts/agent-harness-engineering.md, index.md, .automation/discord-link-ingest/state.md.
  • Link-only/skipped: #tw digest X links about US jobs data, Tesla deliveries, Kyiv attack mapping, Fable/Codex operations, Vite+, CodeQL approve-to-run friction, Cloudflare Containers cost, Microsoft Frontier Company, Solana/Spiko, and entertainment posts stayed link-only or below raw threshold; the Every/Codex and Vite+/CodeQL items remain possible future candidates if durable non-X primary sources recur.