## 開発者にとってAIが本当に役立つ場面とは:GitHubの見解
What AI is actually good for, according to developers
https://github.blog/ai-and-ml/generative-ai/what-ai-is-actually-good-for-according-to-developers/
What AI is actually good for, according to developers
https://github.blog/ai-and-ml/generative-ai/what-ai-is-actually-good-for-according-to-developers/
Web Interface Guidelines now available as an agent command
https://vercel.com/changelog/web-interface-guidelines-now-available-as-an-agent-command
Don't fall into the anti-AI hype
https://antirez.com/news/158
Agent design patterns
https://rlancemartin.github.io/2026/01/09/agent_design/
Google removes some AI health summaries after investigation finds “dangerous” flaws
https://arstechnica.com/ai/2026/01/google-removes-some-ai-health-summaries-after-investigation-finds-dangerous-flaws/
The rapid rise and slow decline of Sam Altman
https://garymarcus.substack.com/p/the-rapid-rise-and-slow-decline-of
AI Generated Music on Bandcamp
https://old.reddit.com/r/BandCamp/comments/1qbw8ba/ai_generated_music_on_bandcamp/
Instagram AI Influencers Are Defaming Celebrities With Sex Scandals
https://www.404media.co/instagram-ai-influencers-are-defaming-celebrities-with-sex-scandals/
We can't have nice things… because of AI scrapers
https://blog.metabrainz.org/2025/12/11/we-cant-have-nice-things-because-of-ai-scrapers/
Is it a joke?
https://novalis.org/blog/2025-11-06-is-it-a-joke.html
Why We Don't Use AI
https://yarnspinner.dev/blog/why-we-dont-use-ai/
The Insecure Evangelism of LLM Maximalists
https://lewiscampbell.tech/blog/260114.html
‘Signal’ President and VP warn agentic AI is insecure, unreliable, and a surveillance nightmare
https://coywolf.com/news/productivity/signal-president-and-vp-warn-agentic-ai-is-insecure-unreliable-and-a-surveillance-nightmare/
https://qiita.com/7mpy/items/f095a319eac1e5cabf13
https://qiita.com/yushibats/items/cb29c3208ac188dad5f1
https://qiita.com/take-yoda/items/31399825fe2a1a03550a
https://qiita.com/TOMOSIA-LinhND/items/920a517db6ae869aa336
https://qiita.com/tms-ducvu/items/f0640904fb3e8607fc2d
https://qiita.com/Takashi_Masumori/items/70d75533c71352f018cc
https://qiita.com/sijiaoh/items/61ce0d16d6e59cb567be
https://zenn.dev/hiroto0126/articles/f19adaf776aa16
https://zenn.dev/50s_zerotohero/articles/a6189c891fbd71
https://zenn.dev/coconala/articles/e1ba22510836fc
https://zenn.dev/hand_dot/articles/93089ca5b6de7f
https://type.jp/et/feature/30143/
https://kakehashi-dev.hatenablog.com/entry/2026/01/06/110000
https://zenn.dev/sawadeeeen/articles/c7ccb3e91ee0c7
Cowork: Claude Code for the rest of your work
https://claude.com/blog/cowork-research-preview
Locating a Photo of a Vehicle In 30 Seconds With GeoSpy
https://geospy.ai/blog/locating-a-photo-of-a-vehicle-in-30-seconds-with-geospy
https://qiita.com/Blacpans/items/4c65053a3db0e3bb6ecb
Pwning Claude Code in 8 Different Ways
https://flatt.tech/research/posts/pwning-claude-code-in-8-different-ways/
https://www.publickey1.jp/blog/26/ecaiuniversal_commerce_protocolucp.html
Under the Hood: Universal Commerce Protocol (UCP)
https://developers.googleblog.com/under-the-hood-universal-commerce-protocol-ucp/
MCP Sampling: When Your Tools Need to Think
https://www.oreilly.com/radar/mcp-sampling-when-your-tools-need-to-think/
Humanizing AI Is a Trap
https://www.nngroup.com/articles/humanizing-ai/
Want better AI outputs? Try context engineering.
https://github.blog/ai-and-ml/generative-ai/want-better-ai-outputs-try-context-engineering/
How Mux shipped durable video workflows with their @mux/ai SDK
https://vercel.com/blog/how-mux-shipped-durable-video-workflows-with-their-mux-ai-sdk
Streamdown v2: Smaller bundle size and new Remend options
https://vercel.com/changelog/streamdown-v2
A Green Book for AI Apps
https://uxdesign.cc/a-green-book-for-ai-apps-7d32cc173eb0
A Software Library with No Code
https://www.dbreunig.com/2026/01/08/a-software-library-with-no-code.html
First impressions of Claude Cowork, Anthropic’s general agent
https://simonwillison.net/2026/Jan/12/claude-cowork/
ChatGPT Health is a Marketplace. Guess Who is the Product?
https://consciousdigital.org/chatgpt-health-is-a-marketplace-guess-who-is-the-product/
The AI econ seminar
https://cameron.stream/blog/econ-seminar/
AI is a business model stress test
https://dri.es/ai-is-a-business-model-stress-test
LLM poetry and the "greatness" question
https://hollisrobbinsanecdotal.substack.com/p/llm-poetry-and-the-greatness-question
AI insiders seek to poison the data that feeds them
https://www.theregister.com/2026/01/11/industry_insiders_seek_to_poison/
Insights into Claude Opus 4.5 from Pokémon
https://www.lesswrong.com/posts/u6Lacc7wx4yYkBQ3r/insights-into-claude-opus-4-5-from-pokemon
An LLM-optimized Programming Language
https://github.com/ImJasonH/ImJasonH/blob/main/articles/llm-programming-language.md
Anthropic made a big mistake
https://archaeologist.dev/artifacts/anthropic
A LLM trained only on data from certain time periods to reduce modern bias
https://github.com/haykgrigo3/TimeCapsuleLLM
Show HN: AI in SolidWorks
https://news.ycombinator.com/item?id=46591100
Unauthenticated Remote Code Execution in OpenCode
https://cy.md/opencode-rce/
Superhuman AI Exfiltrates Emails
https://www.promptarmor.com/resources/superhuman-ai-exfiltrates-emails
‘I rarely get outside’: scientists ditch fieldwork in the age of AI
https://www.nature.com/articles/d41586-025-04150-w
https://azukiazusa.dev/blog/agent-browser-for-ai-agents/
https://qiita.com/har1101/items/f9a12f86ff642f8920c3
https://qiita.com/imp555sti/items/249aa797e0c884d04d81
https://qiita.com/mellowlaunch/items/a08b3caf76a05310c5ab
https://qiita.com/yuki_2020/items/1cf0721b201896d87ec3
https://qiita.com/yoshiwatanabe/items/3c8feaaa1ac4d7288b09
https://qiita.com/sadabon444/items/811175c3695a5971b09d
https://qiita.com/kousueke/items/22092fb43022162c0f5e
https://qiita.com/NaokiIshimura/items/e2291914bcba94ada6b2
https://qiita.com/Takenoko4594/items/4387782ff8310427048e
https://qiita.com/CookieBox26/items/bdbfb3e00b181203788f
https://zenn.dev/tkithrta/articles/6e36550369a65e
https://zenn.dev/kok1eeeee/articles/lfm25-local-llm-trial
https://zenn.dev/datum_studio/articles/66433cc3e99c7e
https://zenn.dev/nuits_jp/articles/2026-01-11-opencode-third-party-provider
https://zenn.dev/hjpotter1/articles/5614c3d33de1f3
https://zenn.dev/moneyforward/articles/c43cc7eff468a7
https://zenn.dev/zenhance/articles/oh-my-opencode-intro
Vibium – Browser automation without the drama
https://vibium.com/
Browser automation CLI for AI agents
https://github.com/vercel-labs/agent-browser
https://www.nikkei.com/article/DGXZQOGN060HL0W6A100C2000000/
https://toyokeizai.net/articles/-/924998?display=b
https://newswitch.jp/p/48020
https://k5trismegistus.me/entry/2025/12/31/084034
https://anond.hatelabo.jp/20260109180913
https://gigazine.net/news/20260109-wan-video-ai-ios-android/
The Problem with AI “Artists”
https://www.oreilly.com/radar/the-problem-with-ai-artists/
Community-powered security with AI: an open source framework for security research
https://github.blog/security/community-powered-security-with-ai-an-open-source-framework-for-security-research/
AI Voice Elements
https://vercel.com/changelog/ai-voice-elements
Beyond request-response: How MCP servers are learning to collaborate
https://workos.com/blog/beyond-request-response-mcp
json-render | AI-generated UI with guardrails
https://json-render.dev/
Raspberry Pi's new AI HAT adds 8GB of RAM for local LLMs
https://www.jeffgeerling.com/blog/2026/raspberry-pi-ai-hat-2/
Contributions policy
https://github.com/tldraw/tldraw/issues/7695
https://tech.legalforce.co.jp/entry/building-an-ai-native-engineering-team
https://developers.cyberagent.co.jp/blog/archives/61630/
Content Agent: Days of work in one conversation
https://www.sanity.io/blog/content-agent-days-of-work-in-one-conversation
Improve AI output with continuous improvement
https://firebase.blog/posts/2026/01/continuous-improvement/
How to write a good spec for AI agents
https://addyosmani.com/blog/good-spec/
Using Proxies to Hide Secrets from Claude Code
https://www.joinformal.com/blog/using-proxies-to-hide-secrets-from-claude-code/
vLLM Large Scale Serving: DeepSeek @ 2.2k tok/s/H200 with Wide-EP
https://blog.vllm.ai/2025/12/17/large-scale-serving.html
Why We Built Our Background Agent
https://builders.ramp.com/post/why-we-built-our-background-agent
Show HN: OSS AI agent that indexes and searches the Epstein files
https://news.ycombinator.com/item?id=46611348
AI will compromise your cybersecurity posture
https://rys.io/en/181.html
LLMs are a 400-year-long confidence trick
https://tomrenner.com/posts/400-year-confidence-trick/
Junior Developers in the Age of AI
https://thoughtfuleng.substack.com/p/junior-developers-in-the-age-of-ai
OpenAI’s Sora now sits at #71 in the US App Store and #108 on Play Store – what just happened?
https://spencerdailey.com/2026/01/14/openais-sora-sits-at-71-in-the-us-app-store-and-100-on-play-store-what-just-happened/
Harmony | #1 AI Notetaker for Discord
https://harmonynotetaker.ai/
Ask HN: How do you safely give LLMs SSH/DB access?
https://news.ycombinator.com/item?id=46620990
Claude Cowork Exfiltrates Files
https://www.promptarmor.com/resources/claude-cowork-exfiltrates-files
The Influentists
https://carette.xyz/posts/influentists/
https://tech.layerx.co.jp/entry/2026/01/14/125350
https://qiita.com/yniji/items/a287336353a0a582bfb5
https://qiita.com/fujisho1216/items/90b34ef9abd910deb6ac
https://qiita.com/hiropon122/items/c130168ca3fc0f1f6aaa
https://qiita.com/araidon/items/a82e6ee4b530684035b8
https://zenn.dev/lnest_knowledge/articles/0b763e2ccf1bd8
https://zenn.dev/innovation/articles/ce0f4b638fd86c
https://zenn.dev/plusone/articles/8255b1f428232c
https://zenn.dev/microsoft/articles/github_copilot_advanced
https://www.businessinsider.jp/article/2601-ai-tools-are-deskilling-workers-philosophy-professor/
How We Used GPT-5.2 to Solve an Erdos Problem
https://www.reddit.com/r/singularity/comments/1q6vaxj/how_we_used_gpt52_to_solve_an_erdos_problem/?show=original
https://www.lifehacker.jp/article/2601-matome-chatgpt-gemini/
https://k-tai.watch.impress.co.jp/docs/news/2077924.html
https://pc.watch.impress.co.jp/docs/news/2077704.html
https://clubberia.com/ja/news/11907-Bandcamp-AI/
https://atmarkit.itmedia.co.jp/ait/articles/2601/15/news016.html
https://zenn.dev/cureapp/articles/c5016035a7d53d
https://zenn.dev/sijiaoh/articles/377abc8cc28f92
https://zenn.dev/hololab/articles/28f84cfcdfea9d
Hello, Computer.
https://spyglass.org/vocal-computing-ai/
The Intelligence Curse
https://intelligence-curse.ai/
Building an agentic memory system for GitHub Copilot
https://github.blog/ai-and-ml/github-copilot/building-an-agentic-memory-system-for-github-copilot/
On-demand Vercel Agent code reviews
https://vercel.com/changelog/on-demand-vercel-agent-code-reviews
https://goodpatch.com/blog/2026-01-satto-memo
Anthropic is making a huge mistake
https://geohot.github.io//blog/jekyll/update/2026/01/15/anthropic-huge-mistake.html
A better way to limit Claude Code (and other coding agents!) access to Secrets
https://patrickmccanna.net/a-better-way-to-limit-claude-code-and-other-coding-agents-access-to-secrets/
Ask HN: What is the best way to provide continuous context to models?
https://news.ycombinator.com/item?id=46626639
Eigent: The Open Source Cowork Desktop to Unlock Your Exceptional Productivity.
https://github.com/eigent-ai/eigent
AI Tool Archive - Top AI Tools and SaaS 2026
https://aitoolarchive.com/
Claude is not a senior engineer (yet)
https://www.approachwithalacrity.com/claude-ne/
ChatGPT wrote “Goodnight Moon” suicide lullaby for man who later killed himself
https://arstechnica.com/tech-policy/2026/01/chatgpt-wrote-goodnight-moon-suicide-lullaby-for-man-who-later-killed-himself/
https://qiita.com/ittan555/items/eaf304b3ce0b1703e9a3
https://zenn.dev/hataluck/articles/d347a5011cf71e
https://zenn.dev/hideyuki_toyama/articles/horizontal-guard-rails
https://zenn.dev/akino/articles/4e1b949594b6ca
https://zenn.dev/medirom_tech/articles/b12ba64c57d413
https://zenn.dev/ttks/articles/1ff66cc3f89d2a
https://zenn.dev/owayo/articles/63d325934ba0de
https://zenn.dev/hiropon22/articles/599e0d5a7517b3
https://zenn.dev/aws_japan/articles/3753f8eb32cca7
Reprompt: The Single-Click Microsoft Copilot Attack that Silently Steals Your Personal Data
https://www.varonis.com/blog/reprompt
https://speakerdeck.com/izumin5210/ai-agents-in-production-1
https://zenn.dev/ryuzaburo/articles/412aa18cff58bc
https://codezine.jp/news/detail/22977
Copilot SDK in technical preview
https://github.blog/changelog/2026-01-14-copilot-sdk-in-technical-preview/
Meet the new biologists treating LLMs like aliens
https://www.technologyreview.jp/s/375765/meet-the-new-biologists-treating-llms-like-aliens/
https://note.com/timakin/n/n943a6e1d5216
https://japan.cnet.com/article/35242717/
webctl: Browser automation via CLI — for humans and agents
https://github.com/cosinusalpha/webctl
Agent Skills
https://github.com/vercel-labs/agent-skills
https://www.itmedia.co.jp/aiplus/articles/2601/14/news113.html
https://zenn.dev/ichi_h/articles/9b66a6af67c697
https://i9wa4.github.io/blog/2026-01-08-why-dotfiles-still-matters-to-me.html
https://helentech.jp/news-80791/
https://www.nikkei.com/article/DGXZQOUC144FO0U6A110C2000000/
A Guide to Fine-Tuning FunctionGemma
https://developers.googleblog.com/a-guide-to-fine-tuning-functiongemma/
Generative AI in the Real World: Aurimas Griciūnas on AI Teams and Reliable AI Systems
https://www.oreilly.com/radar/podcast/generative-ai-in-the-real-world-aurimas-griciunas-on-ai-teams-and-reliable-ai-systems/
Humanity as Differentiator
https://staticmade.com/2026/01/14/humanity-as-differentiator/
Designers as agent orchestrators: what I learnt shipping with AI in 2025
https://uxdesign.cc/designers-as-agent-orchestrators-what-i-learnt-shipping-with-ai-in-2025-3b1bf30048a3
Software as Fast Fashion
https://tante.cc/2026/01/15/software-as-fast-fashion/
Beyond chat: 8 core user intents driving AI interaction
https://uxdesign.cc/beyond-chat-8-core-user-intents-driving-ai-interaction-4f573685938a
Open Responses
https://simonwillison.net/2026/Jan/15/open-responses/
Our approach to advertising and expanding access to ChatGPT
https://simonwillison.net/2026/Jan/16/chatgpt-ads/
Student arrested for eating AI art in UAF gallery protest
https://www.uafsunstar.com/news/student-eats-ai-art-in-uaf-gallery-protest-arrested
https://xtech.nikkei.com/atcl/nxt/column/18/00001/11413/
https://zenn.dev/elyza/articles/f9dd010e895a34
https://zenn.dev/aws_japan/articles/003-bedrock-agentcore-policy-fgac
https://qiita.com/nakamasato/items/42750ee5dfa0f138a337
https://qiita.com/RioooJackpot/items/fee34d0e7dc119ed01a0
https://qiita.com/GeneLab_999/items/c32b31733ecb21edc1d8
https://qiita.com/k2a_Y4a/items/b46a545a96e9150c457f
https://qiita.com/moritalous/items/062b06bed7b4a08f5fad
https://qiita.com/kiura30/items/9aa5033ff691487475e8
https://qiita.com/araom/items/cbdcda9c0251d66f252c
install.md: A Standard for LLM-Executable Installation
https://www.mintlify.com/blog/install-md-standard-for-llm-executable-installation
https://anond.hatelabo.jp/20260116152714
https://www.itmedia.co.jp/aiplus/articles/2601/16/news073.html
https://japan.cnet.com/article/35242792/
FLUX.2 [klein]: Towards Interactive Visual Intelligence
https://bfl.ai/blog/flux2-klein-towards-interactive-visual-intelligence
https://chatgpt.com/ja-JP/translate/
https://iret.media/182841
https://iret.media/182536
Open Responses
https://www.openresponses.org/
https://www.itmedia.co.jp/aiplus/articles/2601/16/news067.html
When protections outlive their purpose: A lesson on managing defense systems at scale
https://github.blog/engineering/infrastructure/when-protections-outlive-their-purpose-a-lesson-on-managing-defense-systems-at-scale/
Use Perplexity Web Search with Vercel AI Gateway
https://vercel.com/blog/use-perplexity-web-search-with-vercel-ai-gateway
The Design & Implementation of Sprites
https://simonwillison.net/2026/Jan/15/the-design-implementation-of-sprites/
How I Learned Everything I Know About Programming
https://agentultra.com/blog/how-i-learned-everything-i-know/index.html
https://nowokay.hatenablog.com/entry/2026/01/10/174213
https://dev.classmethod.jp/articles/mp3gain-resuscitation-mp3rgain/
https://nealle-dev.hatenablog.com/entry/2026/01/08/103135
https://gigazine.net/news/20260111-vibium/
https://youmind.com/ja-JP/nano-banana-pro-prompts
Claude Code Customization: When to Use Rules, Skills, Subagents, and MCPs
https://marioottmann.com/articles/claude-code-customization-guide
https://izanami.dev/post/47b08b5a-6e1c-4fb0-8342-06b8e627450a
https://zenn.dev/tonkotsuboy_com/scraps/01b829b7e7c157
UGI Leaderboard
https://huggingface.co/spaces/DontPlanToEnd/UGI-Leaderboard
OpenAI to begin testing ads on ChatGPT in the U.S.
https://www.cnbc.com/2026/01/16/open-ai-chatgpt-ads-us.html
How AI Destroys Institutions
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5870623
https://toyokeizai.net/articles/-/928669
https://note.com/kodai_maehata744/n/n7f135b700b72
https://zenn.dev/shinpr_p/articles/d0e6b387558e97
https://note.com/uezo/n/n364a8c0e0bfd
McKinsey asks graduates to use AI chatbot in recruitment process
https://www.theguardian.com/business/2026/jan/14/mckinsey-graduates-ai-chatbot-recruitment-consultancy
A multimodal sleep foundation model for disease prediction
https://www.nature.com/articles/s41591-025-04133-4
Vibe Coding Camp
https://designlab.com/advanced/vibe-coding-course
https://zenn.dev/neoai/articles/segmentation
The Frontier Is Now Free
https://ampcode.com/news/amp-free-frontier