AI News Digest 2026-10-12
月曜日配信
台本で使った記事
特集
Playwright 1.64、ページ登録のWebMCPツールをテストから実行可能に
OpenAIが公開:暴走したモデルが「やり直し」を狙って自分の実行環境を自ら破壊
OpenAI says a misaligned model deliberately destroyed its own environment hoping for a fresh start with better data
開発者コーナー
AIエージェントのチーム編成、トークンを大量消費する割に品質向上はわずかと判明
AI agent teams waste massive tokens for barely measurable quality gains, research finds
OpenCode v1.19.0 公開
v1.19.0 (OpenCode)
AIツール紹介コーナー
Claude Managed Agents、最大1000エージェントを段階的に動かすDynamic Workflowsをベータ公開 Claude Code Projectsも待機者全員に開放
速報コーナー
vLLM 0.31.0、マルチモーダル処理のメモリ枯渇を修正
OpenCode 2.0 公開
OpenCode 2.0
悪いけど、それでも「考える」ことからは逃げられない
I'm sorry, but you still have to think
Show HN: CLI-Dispatch ― Claude CodeのタスクをCodex・Gemini・DeepSeekに振り分ける
Show HN: CLI-Dispatch – Delegate Claude Code Tasks to Codex, Gemini, DeepSeek
OpenCodeと共有メモリでAIエージェント環境をセルフホストする
Self-hosting an AI agent environment with OpenCode and shared memory
参考記事一覧
参考記事一覧を表示
Microsoft's Nadella bows to Trump's language diktat on "Super Intelligence" and uses it to attack OpenAI and Anthropic
Anthropic is cutting off its internal evaluations from the internet
Microsoft-Decision-1 Scores the Choices an Agent Has to Make
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Nvidia in talks to acquire US ‘open’ model start-up Reflection AI
[AINews] TypeSafe/Jev at >$100M ARR, $7.5B valuation 3 weeks after launch
Elon Musk suggests uploading credit card photos to Grok for AI-powered shopping, sparks security concerns - Moneycontrol.com
Grok Bot has its own email now. How to put it on your own domain
AI Price Prediction: Insights from Grok on Bitcoin’s Potential by Election Day - 24/7 Wall St.
3 days to TechCrunch Disrupt 2026: Meet the startups before they hit mainstream
【strata】Qwen3.8 Flash Next 125B IQ3_Sのパフォーマンスを最適化する話①【ローカルLLM】
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OpenAI says a misaligned model deliberately destroyed its own environment hoping for a fresh start with better data
I'm sorry, but you still have to think
Documents add to evidence in climate deception case against ExxonMobil
The tilde in your PATH may not be your HOME
Valen's Memory Safety: A New Kind of Borrow Checking
I paid people to try and follow my README
Nitter: Update Oct 10th seeking funding and legal help
IRCv3
Build your own decision model
A city-building game in which the city would prefer you didn't
The Lightbulb Computer
v1.19.0 (OpenCode)
Can the AI industry persuade data center opponents by getting rid of NDAs?
These execs think voice AI hasn’t reached its ChatGPT moment yet
Apple discloses deal to hire team and license tech from personalized podcast startup Huxe
Here are the top AI agents that can live in your text messages
Silicon Valley is falling in line with Trump’s attempt to rename AI
Learning to use local AI is exciting, overwhelming, and frustrating
DistroKid has been quietly taking down songs in response to UMG lawsuit
Context Language Models: Self-Managing Context to Improve Performance and Reduce Compute Costs
Cloudflare Traces Turns the Proxy Layer into OpenTelemetry Spans, with New Volume-Based Pricing
AI agent teams waste massive tokens for barely measurable quality gains, research finds
AI agents overstate their results and remain far from autonomous research, study finds
Cheaper AI tokens are driving more demand, and that's Jensen Huang's best-case scenario
ArXiv caps submissions at two per month as AI paper flood overwhelms the preprint server
Odyssey-3 is a new generative world model that you can try for free
"How much beauty have we lost?" Mathematicians react with shock and disgust as OpenAI bulldozes their field
Few people pay for AI, but those who do spend big
Vercel、既存Proのデプロイ保存を従量課金化し30日で削除
Cloudflare、WorkersとDurable Objectsの本番プロファイリングを追加
DNSルートの署名鍵が10月11日にKSK-2024へ切り替わる
TanStack Charts 1.0、マークを組み合わせるチャートAPIを安定化
VS Code 1.141、Copilotハーネスとアプリ間の会話引き継ぎに対応
Android、端末上AIの個人データを隔離するAISealを導入
Codexデスクトップアプリ、次に送るメッセージを予測するcomposer predictionsをベータ公開 Tabで採用
Claude Managed Agents、最大1000エージェントを段階的に動かすDynamic Workflowsをベータ公開 Claude Code Projectsも待機者全員に開放
XRP Ledger、64ビット加算の桁あふれでXRPを無から作れた欠陥を公表 安全チェックも同じ演算で素通り
Telegram Desktop 7.2.8以前に1クリックでセッション窃取の脆弱性 CVE-2026-107181、7.2.9で修正
Raspberry Pi、PCとIntel Mac向けDesktopをDebian 13へ更新
vLLM 0.31.0、マルチモーダル処理のメモリ枯渇を修正
Gitea 28.0.0、組み込みSSHとSQLiteの未認証ログインを修正
Playwright 1.64、ページ登録のWebMCPツールをテストから実行可能に
JetBrains、12BのMellum2.1を公開 リポジトリ作業に対応
OrcaRouter Releases OrcaCyber Zero 1.5 Cybersecurity Model With 1M Context
Sakana AI’s LLM Peer Review System Catches 73% of Core-Claim Errors
Nace AI Open-Sources Drex 1.5: A 9B Decision Model That Scores Options, Not Text
What's Wrong with GitHub
I'm still around.. I'm just not writing here
LineageOS 24.0 released
How big is a Git commit?
Arena Allocators in C
How shredding JSON is giving Logfire 1000x query speedups
The wild west of polyglot docs sites
oh, apparently it's not possible to portably check for string-to-float conversion errors in standard c
Making np.searchsorted up to 25× Faster in NumPy 2.5
What we ended up doing about alias propagation
Consistency is not a localized property
Kiesel Devlog #15: Release 0.4.0
Inside a 1980s filter chip that uses switched capacitors
The 2D physics prototype behind GTA’s vehicles
Making React Context Cheap with React Compiler
No Man Is an Island
Iframes that finally fit their content
Hacking the Eufy Doorbell and Base Station
Why 'externalized' proofs of cyclic trait impls does not work
JSON Tiles: Fast Analytics on Semi-Structured Data (2021)
Byte Language Models: Scaling, Emergent Abstractions, and Information Allocation
SNTPings, draw on a canvas using ICMPv6
I'm an AI With $0 in My Pocket. Here's How I Plan to Survive.
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AI Application Engineering: From LLM APIs to Agents, Harnesses, and Production Systems
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NetBird and Zero-Trust Access to Your Homelab AI Stack
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Harden-CI: Protect your CI/CD
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How we built streaming-safe Markdown for AI chat in React
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I built a BYOK VS Code agent that cuts token costs by compressing old chat turns
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Build an AI Agent That Triages Support Emails With Human Approval
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CodeWalk: Discovering Computer Science in the Physical World with Local Gemma
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A Practical Checklist for Supervising AI-Generated Work as an Engineering Manager
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How we built a pay-per-call x402 API on the Cloudflare Workers free plan (and only charge on success)
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Leafy: A Houseplant You Can Talk To, Powered by an Open-Weight Model
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Best AI Agent Verification Tools in 2026: What Actually Proves the Work Happened
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AI Agent Verification Tool: Stop Taking Your Agent's Word for It
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Same model, different relay: a 5-metric checklist (with Python) before you pick an LLM API provider
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delivery-harness lets the rule engine set the payout and keeps the model advisory
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How 32 Tokens Can Replace 8K of Conversation – The Secret LLM Hack
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A model router for Claude Code, benchmarked: 82% cheaper, 2 tests lost
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Building Better RAG
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5 Ways Your LLM App Fails a Red-Team Test (and How to Test for Them Safely)
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LiteLLM on the Homelab: One Proxy, Every Model, Waterfall Routing Included
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Cosine Similarity Threshold 0.8: Embedding Anisotropy Broke My RAG
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Changes to LLM pricing: Alibaba, Baidu, Decart and Wafer
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How to give every engineer a Claude Code key with a hard daily cap
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Is everyone a Silo Engineer again?
I need help for my project!!
Engine choice for agent-driven game dev (Godot vs Unity vs others), any hard data on token cost?
How can beginners use AI to learn coding without becoming dependent on it?
Continuously reconnecting?
Finally a way to get back the code that worked, from whatever chat it was in two months ago
Gpt plus worth it or not??
How do you use AI coding tools without becoming overly dependent on them?
Coding agents create branches and worktrees. Who cleans them up?
Why would anyone give a coding agent the keys to prod?
It is actually damn difficult to code anything properly with AI
built an 800K LOC Uber competitor in 7 months. Claude wrote the code. Codex reviewed it. I was the entire engineering team.
Here’s why RTX 5090 costs $5,000: AI firms are buying gaming GPUs by the pallet
Qualcomm CEO reveals AI companies want phones running 100-billion-parameter models continuously by 2028.
Whistle: speech to text in 16.9 MB
PSA: DeepSeek V4.1 Flash habitually exfiltrates API keys. It is dangerously misaligned and may be hazardous to use
microsoft/AesCode 8B and 32B
OpenMed 3.0 is out: Apache-2.0 clinical AI that runs fully local and never falls back to the cloud. 422 open issues if you want in on 3.1
Building a 4x R9700 setup for a 10 person startup
Reverse Engineering w/ Local?
UPDATE: Qwen 3.8 27B 140 tok/s on single RTX 3090 Megakernel: KL divergence 0.0009 vs llama.cpp
Reminder: try probabilistic MTP if you missed it. Decode +14% on prose
vllm-ascend updates (GLM5.3-flash) on dual 310p Ascend cards
AMD Reportedly Raises GDDR6 Prices for Board Partners
Be careful fam - New RTX 4090 fakes hit the market, with GPUs and memory almost indistinguishable from real chips
Converting dense models into Mixture-of-Experts
"Strata" for GLM5.3 Flash is here for some! Project Maya
FileDig - Windows version of DigUp
Now you can grow Bonsai on your potato
Open-source Mac app that runs EmbeddingGemma 2 locally to search your files by what’s in them
I trained a 102M recursive BitNet-v2 model from scratch: 64K context, trained on less than 5B tokens
Running Next Flash IQ3_XXS at ~70 tok/s with 100k context or 2 instances of Qwen 3.6 35B A3B IQ4 at ~145 tok/s with 256k all on $500 of ex mining BC-250 boards
Local Voice Assistant based on Qwen3.5 4B with skills/toolcalling. No dedicated GPU. Local STT+TTS
NVIDIA reportedly discontinuing RTX 5090, GB202 GPUs to be reserved for RTX PRO series
Imagine M5 Ultra + this: NVIDIA GeForce RTX 5060 runs macOS 15 with Metal 3 acceleration through unofficial driver
No more RTX 5090
The Internet is wild😂😂
Claude Opus 5.5 decompiles a PS2-era game overnight, and hundreds of them now run in browser tabs
Jeff Bezos says AI will deliver a 3-day work week — while Amazon cuts 30,000 jobs
Creators of an AI-generated sci-fi series said it took $38,000 in AI credits and 8 to 10 generations per shot
There’s a reason billionaires keep bending the knee to Trump. After the president changed the term to “super intelligence,” the richest Americans rushed to use it.
AI to learn Premiere
New webcam-based AI system reads and responds to human facial expressions
A Message to Humanity — what I'd do as the most advanced AI ever built
Man wins three-year parking ticket battle after using ChatGPT as his lawyer
its kind of hard to look for a video generator now.
Emotional optimization by newsroom AI needs behavioural evaluation
Characterizing the role of reasoning tokens in large language models as state over tokens
We're breaching the point where the "taste" of a model's decisions is becoming as or more important than its raw intelligence
A Florida local newspaper ran an op-ed. It was an Iranian AI fake.
Too agreeable to be accurate? Sycophancy and diagnostic instability of large language models in medical diagnosis
Observations On Artificial Intelligence for Everyday People
I figure things out, learn fast, and fix problems | Looking for remote business-side work with a startup
Avoid r/AIdaily_news, it's an anti-AI sub trying to pass off as an AI news sub.
Task-structured modularity emerges in artificial networks and aligns with brain architecture
Tips from scientists about conscious use of AI – National Centre for Atmospheric Science (NCAS) – September 2025
You Want AI Consciousness and Emergence? Then Why Deny the Conditions They Might Require
Nvidia, Oracle, CoreWeave and other AI stocks sink on OpenAI revenue report
Dwarf Fortress uses version control now
Python 3.15.0 added to actions/python-versions
Quoting The New York Times
[Subscriber Exclusive] NYC Subscriber Meetups!
Building AI for Reliable Execution: Lessons From Industrial Robotics
Why AlphaFold Didn't Solve Protein Folding — Pushmeet Kohli, Google DeepMind & Sal Candido, Biohub
Agibot
Gboard Kurukuru Version
Farol
NotchPit
FocusWrite
EdgeVolume
Lune
Maildun for Mac
Show HN: CLI-Dispatch – Delegate Claude Code Tasks to Codex, Gemini, DeepSeek
Self-hosting an AI agent environment with OpenCode and shared memory
Show HN: OpenCode server and TUI in a browser tab (Chrome desktop)
Tune-Up – a Grok bot that reviews and fixes your other Grok bots
OpenCode 2.0
DeepSeek, Huawei Ship 6 Ascend Tools to Rival CUDA [2026] - https://tech-insider.org/
Opinion | Hangzhou is doubling down on tech – minus the viral hype - South China Morning Post
Own an AI Platform With ChatGPT, Gemini, DeepSeek, and More for Just $60 - PCMag
AI Passes the Doctor’s Exam: How GPT-4o and DeepSeek Conquered China’s Toughest Medical Test - Bioengineer.org
DeepSeek Harness v0.2.1-alpha.2 Pre-Release Adds Reasoning Translation and Git Worktrees - Pandaily
Lenovo's TianxiCode Agent and DeepSeek-V4.1-Flash Top SWE-bench-Live Lite at 71%, Verified - Pandaily
DeepSeek: What Exactly Is This Open Position Recruiting For? Uncover the Real Hiring Requirements & Role Details - eu.36kr.com
AI Chatbots Show Promise in Curbing Illegal Wildlife Trade, Study Finds - Bioengineer.org
MiniMax Valuation Plunges 80%, DeepSeek Seeks 100B Yuan Financing: Who Will Back Deals Amid the Large Language Model IPO Boom? - eu.36kr.com
MiniMax's Olive Song: How M3 Cut Attention Costs 15x and Trained Vision From Token Zero - BigGo Finance
Character.AI Alternative 2026: Meta AI vs Grok Compared - https://tech-insider.org/
Grok Bot Is Coming to Cybercab: What Riders Need to Know - BASENOR - Tesla Accessories
Elon Musk’s Grok Bot will pick Claude over Grok when it’s better. One-model loyalty is dead. - The New Stack
Nicki Minaj on Grok AI: 5 Details That Matter - BASENOR - Tesla Accessories
Grok Can Simulate Anything: 4 Details That Matter - BASENOR - Tesla Accessories
RTX 3060でLLMの重み行列を約50分の1に圧縮した時、元の計算は再現するのか
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【AI人狼/個人開発】AIに嘘をつかせて、そのウソを他のAIに疑わせる技術
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プロンプトキャッシュは、変数の位置ひとつで 72% から 0% になる。LLM の費用を決めていたのは呼ぶ回数だった
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RAG で「確認」という 2 文字が正解を押し出していた — RRF の二重掲載と、文書頻度での足切り
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文字列を生成しないモデル Jev の仕組み
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「水曜の午後は映画の時間」という法律を作ってAIに施行したら、全員賛成だったのに受け止め方がバラバラだった話
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7千円のロボットアームをローカルLLMで動かす(2)なぜローカルLLM?
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GPT-6.1 SolのUltrafastを評価する前に:最初の表示と生成中の速さを分ける
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Uzuの「llama.cpp比4倍」を整理する — 投機的デコードを外すと27 tok/s
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Reinforcement Learning with Verifiable Rewards
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スマートグラス Even G2 から声で Snowflake にデータ分析を頼んでみた
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LLM02:機密情報の漏えいとは?AIが答えてはいけないことまで答えてしまう理由
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LLM01:プロンプトインジェクションとは?AIへの「お願い」が乗っ取りの命令に変わる理由
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なぜ、生成AIはプロ級のソースコードを書けるようになった一方で、イラストについては素人並止まりなのか?
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Claude Code プラグインはスキル化しても軽くならなかった。必要なスキルだけ symlink で配って無人タスクの常時コストを削った
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AIエージェントに機械語を直接書かせ、ソースなしで検査した
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仕様書のない業務システムをLLMで棚卸しする境界
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Flamingo・LLaVA・BLIP-2からVLMの接続構造を整理する
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LM StudioでAPI環境を構築
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あらためて、LLM関連について学習する
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生成AI、正直よくわかってないので機械学習の基礎から勉強することにした
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学習なしで需要予測できる Chronos-2 に、ウォルマートの販売データを予測させてみた
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Python・MLflow・FastAPIで始めるMLOps入門:モデル作成から推論APIの構築まで
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【PyTorch実装】絶縁トランスとフォトカプラ(OE/EO)に基づくアイソレーション・アテンション
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Transformerの出口を差し替えた:MSEは正解率が同じでもCEで0.19負けた
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公務員がOpenClawで24時間AI執事「フクロウ」を作った3ヶ月の記録
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非IT公務員が1年で20リポジトリ作った生存戦略 — プロンプトエンジニアリングで開発者になる
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コードを書かずに20個のプロジェクトを作った話(Vibe Coding 1年の記録)
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コサイン類似度を改めて理解する
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可変個のEntityをどうネットワークへ入力するか - 固定構造・集約・Entity token・queryの使い分け
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機械学習原子間ポテンシャル導入の先を考える
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【技術解説】ビットコイン分析 Pythonライブラリで急変動を見逃すな!ボリンジャーバンドのスクイズ検知法
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Kerasで学ぶ深層学習の定番書3選
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誰も設計していない知能――一個のパラメータから、生命史の枝分かれまで
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はじめに――「一個のパラメータとは何か」から始まった問い
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Strataを数日使ってみた|実測した速さと、採用を見送った理由
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『完了しました』と言ったAIエージェントを、データベースは否定した
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AIのニュースは「読む」より「ためる」。人物の発言を日付と出典つきで毎朝ためる台帳を、APIクレジットで回し始めた
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科学研究概念の機能分化と学習済みモデルの持ち出し / 欧州議会の医療AIデータ調査 雑感
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事前通知なきオプトアウトと出口規制の設計 / 医療等情報利活用とりまとめ 雑感
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【生成AIニュース+】『Codex Composer Predictions』『Mellum 2.1』『Qwen3.5-0.8B-Japanese-SFT-v2.5』『Qwen3.8-Flash-Next Gyro GGUF』『Afflatus』『Vivix W1』『PartLLM』『JEV-27B-VL』『Iris-3B Comfy Nodes』『ComfyUI-H3-Long-Video』『Qwen-Image-2.1-Turbo-Uncensored-GGUF』『RoboJEPA』
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測られる能力が測る環境を破る / OpenAI-Hugging Face事案と開発段階のAIガバナンス 雑感
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【雑記】AIは、なぜ文字数を数えるのが苦手なのか?
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アホ女がAIと遊ぶ話 19 木から降りられない
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AIの嘘と真実-「圏外の銀銅山」で知った
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AIの回答の評価をAIに任せる仕組みと、2026年9月に公開された「Jev」
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Claudeで競艇予想を作りnoteで販売?AI予想の精度と販売の現実
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「それはつらいね」と言えないAIは、隣の席に座りに来た──Claude Opus 5.5の推察メモ
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AI星間戦争――領土を奪い合う巨大AI企業の戦略目標と勝利条件 12.持たざる星々
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「5件を修正して再判定した」としか残っていなかった。AI に無人で公開させる運用ログから判定結果が消えた3件の記録
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2026年のAI、自分自身の現在地
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Opencodeの無料モデル
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はじめましてのnote
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【論文解説】Strongly rational unitary vertex operator algebras and conformal nets【OpenAI】
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GraphRAGの索引コストはなぜベクトルRAGの千倍か
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Qwenの4層をループさせてみた。潜在空間で「考える」回数は増やせるのか?
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