AI・機械学習

AI統合Creator ツール。Adobe Firefly 4(Generative Fill/Expand/Recolor)・Photoshop Neural Filter・Illustrator Generative Pattern・Premiere Pro Gen AI Extend・Runway Gen-4・Luma AI Dream Machine・Sora 2・Google Veo 3・Kling AI 2.0・Midjourney v7・DALL-E 4・Stable Diffusion 3.5が2026年代表。

GitHub Copilot・Claude Code・Cursorなどコード生成を支援するAIツール

AI Coding Agent比較。Claude Code (CLI・Anthropic Sonnet 4.6/Opus 4.7・MCP)・Cursor 0.45+ Composer/Agent・Aider 0.74 (Git Native)・Cline 3.x (旧Claude Dev・VSCode Extension)・RooCode・Roocoder・Continue.dev・Sweep AI・Devin AI (Cognition)・Replit Agent V2・Bolt.new (StackBlitz)・v0 by Vercel・Lovable・Codex CLI、2026年Agentic Coding競争激化。

LLM駆動IDE/CLIエージェント。Cursor Composer(Claude 3.5 Sonnet/o3)・Windsurf Cascade(Codeium・SuperComplete)・GitHub Copilot Workspace/Agent Mode・Claude Code(CLI・hooks/slash)・Aider(OSS)・Cline(VSCode)・OpenDevin/OpenHands・Replit Agent・Zed AI・Jetbrains AI Assistant・Continue.dev 1.0対応、2026年ペアプロ標準。

AI用Code Execution Sandbox。E2B Cloud Sandbox (FOSS+Cloud・Firecracker microVM)・Daytona Sandbox・CodeSandbox SDK (StackBlitz買収後)・Modal Sandbox・Hugging Face Spaces ZeroGPU Spaces・Replit Agent V2・Anthropic Code Execution (Claude API beta)・OpenAI Code Interpreter・Riza・StackBlitz WebContainers (Browser Native)・LightSpeed・¥0 OSS-¥¥¥¥¥/月、2026年E2B Anthropic統合急成長。

AI Code Review SaaS。CodeRabbit Pro (PR自動レビュー・GitHub/GitLab/Bitbucket・$15/dev/月)・Sourcery (Self-Hosted Pro)・Greptile (Codebase Q&A・Slack)・Codium AI (Test Generation)・Bito AI Code Review・Qodo (旧Codium AI)・Korbit AI・Pull Request Bot・Reviewpad (Maintenance)・Bitrise・$15-$50/dev/月・GitHub Copilot Code Review (内蔵)、2026年AI Review Mature期。

AI Compiler。Apache TVM 0.18 (Tensor Compile)・MLIR Multi-Level IR (LLVM)・IREE (Apache・MLIR Compilation)・OpenAI Triton 3.x (Python Kernel DSL・Native NVIDIA)・PyTorch torch.compile (TorchInductor+Triton)・JAX Pallas (TPU+GPU)・XLA (TF Native)・StableHLO・OpenVINO 2025・onnxruntime 1.20・¥0 OSS・cuDNN+TensorRT 10.7・¥0 OSS、2026年torch.compile+Triton主流。

AI Data+Model Compliance。Croissant Metadata (MLCommons)・Datasheet for Datasets (Gebru)・Model Card (Mitchell)・MLCommons AILuminate (Safety Benchmark)・MLPerf Inference・MLPerf Tiny・C2PA Content Credentials (AI画像識別)・SynthID (Google)・PROV-O W3C Provenance・MLCommons Power・Hugging Face Model Card+Dataset Card・¥0 OSS、2026年Croissant Standard普及。

AI Search Engine比較。Perplexity Pro (Sonar Large・Claude/GPT/o3 切替)・You.com Pro+/Genius・Phind 70B (Coding Search)・Brave Search Pro+ (CodeLLM)・Kagi Ultimate (Premium検索¥¥25/月)・Andi・Yahoo Pro・SearchGPT・Anthropic Claude Search・Google AI Overview・Bing Copilot・¥1k-¥4k/月、2026年Search Disrupt期。

AI Search Engine 2026。Perplexity Pro+Sonar (Default Browser買収予告)・Comet Perplexity Browser・Phind 70B (Coding特化)・Kagi Ultimate (¥¥¥¥¥¥¥/月 Premium)・Andi・You.com Pro+/Genius・SearchGPT (OpenAI 2024-Oct GA)・Brave Search Pro+ (CodeLLM)・Anthropic Claude Search予告・Google AI Overview・Bing Copilot・Microsoft Copilot Search・Atlas (Strawberry by Y Combinator)・¥0-¥¥¥¥¥/月、2026年Comet Perplexity Browser+SearchGPT主流。

AI App Hosting+Compute。Hugging Face Spaces (Gradio/Streamlit Free Tier)・Replicate (Cog Run)・Modal (Serverless Python・GPU)・Beam.cloud・RunPod (Serverless GPU・¥¥¥¥¥/hour)・Lambda Labs Cloud・Vast.ai (P2P GPU Marketplace)・Together AI・Anyscale・OctoAI (Maintenance)・¥0-¥¥¥¥¥¥¥/月・GPU on Demand・H100/A100/RTX 4090・¥0 OSS-API、2026年Modal+RunPod急成長。

AI Safety主要研究機関。Anthropic Safety (Constitutional AI・RSP Responsible Scaling Policy・ASL Levels)・OpenAI Safety (Preparedness Framework・Deliberative Alignment・SuperAlignment Disbanded)・Google DeepMind (Frontier Safety Framework・SafetyHub)・US AI Safety Institute AISI (NIST)・UK AISI・Japan AISI・Apollo Research・METR・Redwood Research・MIRI・¥¥¥¥¥¥ Funding、2026年Frontier Safety Framework国際協調進行。

AIモデルの学習途中状態保存。Hugging Face Hub・Civitai・ModelScopeで配布、Stable Diffusion XL/3.5・FLUX.1 [dev]・Qwen3 14B・Llama 3.3 70Bが代表モデル、.safetensors/.pth/.ckpt形式で数GB-数百GB規模。

AI Specialized Chip。Cerebras WSE-3 (Wafer-Scale Engine・90 万 Core・44GB SRAM・21PB/s memory bandwidth)・Etched Sohu (Transformer ASIC専用)・Groq LPU Language Processing Unit (TSP・220TOPS Llama 70B 600tps)・SambaNova SN40L・Tenstorrent Wormhole/Blackhole・Rebellions ATOM・Lightmatter Photonic・Mythic AMP・¥¥¥¥¥¥¥、2026年Etched Sohu量産化。

AI DB Query/Optimize Tool。Tessl (Spec-Driven AI)・Querybook AirBnB・Cursor DB (Supabase MCP)・Supabase AI Editor・PlanetScale AI Insights・SchemaSpy AI・Outerbase (DB Frontend)・Drizzle Studio・PopSQL・DataGrip 2025・MongoDB Compass+AI・Snowflake Cortex Analyst・Databricks AI/BI Genie・¥0-¥¥¥¥¥/User/月、2026年MCP DB Server経由Cursor主流。

AI Test Auto-Generation。Qodo (旧Codium AI)・Mutahunter 0.4 (LLM-Based Mutation Testing)・EarlyAI 1.x・Codeium AI Test・GitHub Copilot Test・Continue.dev Test・Cody Test・JetBrains AI Assistant・Tabnine Tests・Diffblue (Java)・Meticulous AI (Visual UI Test)・Replay.io+AI・Loadmill・Synthesized.io・¥0 OSS-¥¥¥¥¥/User/月、2026年Mutation Test+AI主流化。

Text-to-Video+Image-to-Videoモデル。OpenAI Sora 2(2025年末)・Google Veo 3・Runway Gen-4・Luma Dream Machine Ray 3・Kling AI 2.0・Pika 2.2・MiniMax Hailuo 2・Mochi 1 by Genmo・MAGI-1・Wan 2.1(OSS)・CogVideoX-5B・LTX Video・HunyuanVideo(Tencent)代表、2026年4K 20秒生成現実化。

AI動画編集+生成ツール。Runway Gen-4 Turbo($15/月・Text-to-Video 10秒)・Luma Dream Machine 1.6(Scene extend)・Kling AI 1.6(中国・5-10秒)・Pika 2.0($28/月)・MiniMax Hailuo 02($10/月)・Meta Movie Gen・Adobe Premiere Pro AI(Generative Extend 2024年10月)・DaVinci Resolve AI・CapCut AI・Lightricks LTXV 2(OSS・consumer GPU)・2026年動画編集AI統合主流。

AI Documentation Generation。Mintlify (Modern Doc Site・OpenAI内部使用)・Mintlify Writer・Mintlify AI Chat (RAG over Docs)・Apidog AI (Postman代替)・ReadMe.com・Document360・GitBook+AI・Bump.sh API Docs・Stoplight・Redocly・Docusaurus 3.x+AI Plugin・Theme UI Docusaurus・Vercel v0 Docs・¥0 OSS-¥¥¥¥¥/月、2026年Mintlify Industry Default。

LLM学習コスト推定。Llama 3.1 405B (16k H100 54日間・$60M推定)・GPT-4 ($63M推定)・Claude 3 ($100M+推定)・Gemini Ultra ($191M推定)・GPT-5 $1B+予想・H100 1 Year $40k Cloud (¥¥6M)・B200 $50k+ Cloud (¥¥7.5M)・FLOPs 計算 6×P×D (Param×Token)・Compute Optimal Chinchilla 20:1 Token:Param・¥¥¥¥¥¥¥、2026年Frontier $1B+大規模化。