Articles tagged "AIエージェント"

Manus Studio, the Manus 2.0 desktop app, works with local files and apps and takes commands from your phone. Apple Silicon Mac and Windows, from $20 a month.

Docker Agent (ex-cagent) explained, Oct 2026: install, a YAML multi-agent setup, MCP and local models, OCI sharing, vs Claude Code, and Hacker News views.

**Claude Haiku 5.5** (Oct 7, 2026): $0.10/$0.50 per 1M tokens, 1M context, about a tenth of Haiku 4.5. Covers the 100K 5x price tier and 10 breaking changes.

HyperFrames is HeyGen's Apache 2.0 framework that renders HTML into deterministic MP4. Oct 2026: setup, Claude Code skills, Remotion comparison.

Announced Sept 30, 2026, Gemini 4 Argon costs $2/$10 per 1M tokens, with up to 1M output tokens. Covers benchmarks, rival prices and Fairwind-only access.

GPT-6.1 Sol (Sep 29, 2026): $2/$10 per 1M tokens, one fifth of Astra. Updated Sep 30, 2026: pricing, cost estimates, benchmarks and a migration checklist.

OpenAI dots is an always-on GPT-6 Astra agent announced Sep 29, 2026. One dot is included in Pro and Business Premium. Features, safety, pricing, vs Grok Bot.

**Claude Sonnet 5.5** (Sep 28, 2026): $2/$10 per 1M tokens like Sonnet 5, 1M context, Terminal-Bench 4.0 at 70.6%. Sep 2026: benchmarks, 5 breaking changes.

Claude for Financial Services is Anthropic's official, free reference repository of 10 named workflow agents, 9 vertical skill plugins, and 12 MCP data connectors for investment banking, equity research, private equity, and wealth management. Updated Sep 2026.

CLI-Anything is an Apache 2.0 open-source framework that automatically converts any software — GIMP, Blender, LibreOffice, and more — into an agent-native CLI through a 7-phase pipeline: analyze, design, implement, plan tests, write tests, document, publish. Updated Sep 2026.

Paperclip is a free, open-source (MIT) self-hosted app that orchestrates teams of AI agents such as OpenClaw, Claude Code, Codex, and Cursor with an org chart, budgets, and approval gates. Updated Sep 2026.

Hindsight is an open-source (MIT) agent memory system by Vectorize built to create agents that learn over time, not just recall chat history — it hits state-of-the-art scores on the LongMemEval benchmark. Updated Sep 2026.

Whiteboard is an open-source desktop app by YC W26's /dev/fast that draws Claude Code and Codex changes as review diagrams, launched via Show HN in Sept 2026.

Anthropic released Claude Opus 5.5 on Sep 22, 2026: $4/$20 per 1M tokens (20% below Opus 5), 30%+ faster. Updated Sep 2026: pricing, benchmarks, API changes.

Plain merges Slack, Teams, Discord, and email into one inbox, using AI agent Ari and copilot Sidekick, priced by seats and AI credits starting at $35 a month.

Worktrunk is a Rust CLI that manages Git worktrees for parallel AI agent workflows. `wt switch` creates a worktree and launches an agent in one command, and `wt merge` handles squash, rebase, merge, and cleanup together.

Open Code Review is Alibaba's open-source AI code review CLI, combining a deterministic pipeline with an LLM agent after two years of internal use. This guide covers installation, configuration, CI integration, and how it compares to CodeRabbit and other tools.

Orca is a free, open-source (MIT) desktop app that runs Claude Code, Codex, and other CLI coding agents in parallel, each isolated in its own git worktree.

A practical guide to TypeSafe Jev: atomic questions, batched requests, confidence-gated branching, code in curl, Python, TS, Workers, and 12 use cases.

MCPJam Inspector is an Apache 2.0 OSS platform to test, debug and eval MCP servers, via hosted app, npx, desktop, or Docker, vs. the official MCP Inspector.

Meta's Muse personal AI agent explained: new Mac app vs iPhone/Android, pricing (free tier, Power $20, Max $100), Secure VM approvals, and US-only rollout.

TypeSafe AI's Jev (Sept 15, 2026) is a System One model: typed answers with probabilities, not text. 70-500ms, $0.042/M input tokens, free output. Updated.

dbt Labs open-sourced dbt Charts in Sept 2026: YAML for SQL dashboards, Apache-2.0. Covers install, init-validate-serve-render flow, AI agent skills, and MCP.

A guide to mksglu/context-mode, which passed 22,000 GitHub stars with +2,102 in a single week. Covers how it sandboxes tool output to cut context window consumption, how to install it on Claude Code, and how it compares to OpenViking, ECC, and the built-in /compact command.

Raycast is a free extensible launcher for macOS, Windows and iOS. This overview covers v2.3's agentic AI Chat, new AI Credits pricing, and Windows/iOS status.

GPT-Live-1 is OpenAI's full-duplex voice model, released Sep 10, 2026, billed $0.05/min on a dedicated Live endpoint, with 87% tool accuracy and 0.8s latency.

Sept 10, 2026: OpenAI's Agents API entered public beta, exposing the managed Codex harness for agent loops and sandboxes. This guide covers pricing and setup.

The Grok Bot Marketplace lists 69 public Bots from 43 creators in 9 categories. This guide covers building a Bot, skills, routines, and template publishing.

OpenAI announced GPT-6 Astra on Sept 3, 2026: $10 input, $50 output per 1M tokens, roughly 1.05M tokens of context. This guide covers pricing and benchmarks.

Gemini 3.8 Flash launched Sep 2, 2026 at $0.75/$3.75 per 1M tokens, flat versus 3.7 Flash but only through Dec 31. Covers context, benchmarks and Cyber.

every-app/open-seo is an open source SEO tool that runs keyword research, rank tracking, backlink analysis, and site audits on the pay-as-you-go DataForSEO API. It also ships an MCP server for AI agents like Claude Code. Here's what it costs, how to self-host it, and how it compares to existing tools.

SkillSpector is NVIDIA's open-source scanner. It checks Agent Skills for Claude Code and other CLIs before install, scoring risk 0-100 by static analysis.

xAI expanded Grok Bot to all SuperGrok and Cursor Pro plans on Aug 26, 2026, up from 3 plans on Aug 11, with Bot usage billed on its own separate quota.

Oasis Security disclosed CVE-2026-65105: NemoClaw's Ollama setup lets DNS rebinding rewrite the chat template and inject persistent hidden instructions.

Cursor Origin is Cursor's own git hosting service, launched in early beta on August 17, 2026. Its core features are repositories, PRs, code browsing, and two-way GitHub sync, available on Pro/Teams/Enterprise plans. It's not a drop-in GitHub replacement yet — pricing and SLA remain unpublished as of August 2026.

The Model Context Protocol roadmap was updated on 2026-08-22. Here is what its five priority areas, from DPoP to HTTP over stdio, mean for implementers.

OpenViking is an open-source context database from Volcano Engine unifying AI agent memory, knowledge, and skills as a filesystem for traceable retrieval.

Gemini 3.7 Flash reached GA on Aug 13, 2026 with a 1M-token context and intro pricing of $0.75/$3.75 per 1M. Covers thinking levels, benchmarks vs 3.6 Flash.

Bloomberg reported Aug 16, 2026 that Stripe agreed to buy OpenRouter for over $7B. Here's what changes for API keys and billing, and how LiteLLM compares.

GLM-5.3, released Aug 14, 2026, reuses the 743B GLM-5.2 base and gains from post-training alone: a claimed 50% coding jump and top open Terminal-Bench scores.

DeepSeek V4 Pro hit GA (V4-Pro-0813) Aug 12, 2026 with big benchmark gains. API prices rise Aug 16, output ~2.3x. Covers pricing, self-hosting, Harness v0.1.

Grok Bot is xAI's always-on AI agent team, announced Aug 11, 2026, in beta. It runs on its own cloud computer and returns to you only when approval is needed.

NVIDIA unveiled Nemotron 3.5 Lightning, a 30B-A3B MoE model delivering 4x faster output, plus NeMo Switchyard, cutting agent costs to about one-third.

Kitesurf is Cloudflare's stateless AI-agent browser, announced Aug 2026. Runs on Workers V8 isolates, no Chromium, cutting CPU/memory use 3-7x. Free in beta.

Muse Glimmer 30B fits in ~20GB at 4-bit quantization on a 24GB GPU or Mac. VRAM needs by quant level, plus RTX 5090 and M4 Max speeds. Updated August 2026.

OpenChamber is an open-source agentic dev environment on OpenCode, hitting HN in Aug 2026. This guide covers Session Goals, multi-model runs, and setup steps.

Reasonix is a DeepSeek-native AI coding agent for the terminal: a single MIT-licensed Go binary engineered around prefix-cache stability. As of August 2026 it has 33,538 GitHub stars. Here's how to install it, how it's configured, and how it compares to Claude Code, Codex, Aider, and Cline.

Agent Plugins 1.0.0 is a vendor-neutral open spec from Vercel packaging Agent Skills and MCP into one format. Updated Aug 2026: structure and client support.

Coder is a self-hosted AI coding agent platform that keeps code in your infrastructure, covering its three pillars, adoption cases, and $90M funding round.

Qwen3.8 Max: Alibaba's 2.4T sparse MoE, ~95B active/token. SWE-bench 87.3%. API from $2.00/$6.00/M tokens (in/out). Open weights promised. Updated Aug. 2026.

Qwen3.7 Flash: Alibaba's closed vision model, priced from $0.03 per million input tokens, 1M-token context. Tiered pricing, use cases, limits. Updated Aug. 2026.

A guide to Plaud's official MCP server (@plaud-ai/mcp) and CLI: search recordings, pull transcripts, and read AI summaries directly from Claude, ChatGPT, Cursor, and other AI clients. Covers one-command setup, the 7 MCP tools and 6 skills, terminal commands, meeting-to-follow-up workflows, and privacy considerations — based on the official docs.

MCP 2026-07-28 explained: no initialize handshake, no session IDs, server/discover, MRTR, the Tasks extension, hardened OAuth, and what breaks in existing servers.

A hands-on guide to @openai/codex-security, the open-source CLI and TypeScript SDK for OpenAI's security agent: the find-validate-patch pipeline, key commands, pre-commit hooks, CI integration with --fail-on-severity and SARIF export, cost controls, and requirements — based on the repository's primary sources.

Codex app update 26.715 (July 23, 2026): GPT-Live-powered ChatGPT Voice steers work across Chat, Work, and Codex, and local projects gain multi-folder support.

Released July 21, 2026, Gemini 3.6 Flash is Google's new default workhorse: $7.50 per 1M output tokens, 17% fewer output tokens than 3.5, and stronger agentic coding scores. A fast rundown of pricing, benchmarks, and how it differs from Flash-Lite.

DeepSeek V4-Flash needs roughly 160GB at 4-bit and V4-Pro about 920GB. The July 31 V4-Flash-0731 build keeps the same footprint while beating V4-Pro on agent benchmarks. VRAM, RAM and GPU tables by quantization, API pricing, and the legacy model retirement. Updated August 2026.

A deep dive into GPT-Red (July 15, 2026): OpenAI's internal automated red-teamer trained by self-play RL to attack its own models, then used to harden GPT-5.6 — a 'self-improvement for safety.' Covers the method, the 0.05% prompt-injection failure rate, a vending-machine agent breach, and what it means for businesses adopting AI agents.

A deep dive into kbd-1.0 Codex Micro, OpenAI's first branded hardware (July 15, 2026): a $230, 13-key macro pad built with Work Louder featuring agent-status RGB, a joystick for Codex skills, and a reasoning-level dial — plus the skepticism about adding buttons to a natural-language workflow.

A plain-language guide to what an AI agent is, how it differs from chat AI, where it fits in daily operations, and what to check before adopting one.

OpenAI's Symphony, released in 2026 as an open-source spec, defines a "ticket-driven AI development" pattern: each Linear issue gets its own Codex agent in its own workspace and runs until the issue reaches a terminal state. This article walks through the spec's core ideas, the Elixir reference implementation, the polling / supervisor / workspace-isolation architecture, and the realistic operational considerations for adopting it — based on publicly available information.

Elixir is a functional language running on the Erlang VM (BEAM), with strengths in concurrency and fault tolerance. Production adopters include Discord, Veeps, and the BaaS platform Solaris. In 2026 it's getting renewed attention through Phoenix LiveView 1.1 and as the language OpenAI chose for its Symphony agent-orchestration reference implementation. This guide covers the history, language characteristics, real production use cases, what makes Phoenix LiveView compelling, and why Elixir matters in the AI agent era — written from a practitioner's perspective.

Summary of Google's Deep Research and Deep Research Max, announced April 21, 2026, built on Gemini 3.1 Pro: MCP support, native visualizations, long-horizon research workflows, DeepSearchQA 93.3% / Humanity's Last Exam 54.6%, and paid preview availability via the Gemini API — based on official sources.

OpenClaw 2026.4.23 release overview. Following the late-April 2026 wave of major LLM updates (Kimi K2.6, Qwen 3.6-27B, GPT-5.5, Claude Opus 4.7, Gemini 3.1 Pro Deep Research), this note summarizes how OpenClaw on Mac mini now integrates with these new models — plus operational and cost updates.

Comprehensive reference guide for OpenClaw. Covers glossary, system requirements, command reference, MCP integration, troubleshooting, FAQs, and more.

Vercel Agent Browser is a browser automation CLI tool designed specifically for AI agents. With 82.5% fewer tokens than Playwright, built in Rust for native speed, and compatible with Claude Code, Cursor, and all AI agents. Complete guide to the definitive browser automation solution.

Announced on March 9, 2026, Copilot Cowork is an M365 multi-step task execution agent powered by Anthropic Claude. It orchestrates Outlook, Teams, Excel, and PowerPoint, evolving from Q&A to execution. Work IQ enables automatic context building from emails, meetings, and files.

Microsoft announced the general availability of Foundry Agent Service at GTC 2026 in March. This unified platform for building, deploying, and monitoring AI agents integrates with NVIDIA Nemotron and marks the world's first hyperscale cloud deployment of Vera Rubin NVL72.

NemoClaw, announced by NVIDIA at GTC 2026, is a fully open-source enterprise AI agent platform. This article explores its comprehensive capabilities including the three-component architecture of NeMo Framework, Nemotron models, and NIM inference services, OpenShell sandbox, hardware-agnostic design, and features enabling secure AI agent operations for enterprises.

NVIDIA NemoClaw is a completely free, open-source enterprise AI agent platform. Hardware-agnostic and accessible to SMBs. Learn step-by-step implementation, practical use cases, and cost comparisons.

By combining Ollama and OpenClaw, you can build AI agents on Mac mini that dynamically switch between multiple LLMs. This article provides detailed practical steps from Ollama installation to model management, OpenClaw integration configuration, and performance comparison. We introduce how to build a local AI infrastructure that can be adopted by SMBs and startups, especially in Shinagawa, Minato, Shibuya, Setagaya, Meguro, and Ota wards.

A comprehensive guide to building high-performance AI agents with Qwen3.5-9B using Mac mini M4 and OpenClaw. Covers hardware requirements, LINE/Slack/Discord integration, and performance benchmarks.

Learn practical prompt engineering techniques to maximize OpenClaw's AI agent capabilities. From system prompt design and task decomposition to chain-of-thought prompting and template libraries, this guide covers proven strategies for effective AI automation.

In 2026, AI agents are moving from pilot projects to production deployments. Learn how they differ from chatbots and RPA, which business processes benefit most, and a practical adoption roadmap for SMBs.

A comprehensive guide to OpenClaw (formerly Clawdbot/Moltbot): what it is, how it differs from ChatGPT, key features, supported messaging platforms (LINE/Slack/Discord/Telegram/WhatsApp), Mac mini as recommended hardware, and setup overview.

OpenClaw is a powerful AI agent capable of executing shell commands, reading and writing files, and browsing the web. This guide covers essential security measures you need to implement before deployment, including access control, data protection, audit logging, and enterprise-safe configuration practices.