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Work notes on AI, ads, and digital systems for business owners and teams.
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Group: AI assistants for work363 articlesSee all articles
NVIDIA released its Open Agent Safety Platform on September 28, 2026. Learn how OpenShell and Sentry affect cost, measurement, and safe agent operations.
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Muse is the personal AI agent from Meta, released on 8 September 2026. We explain how Sentinel works, the status in Indonesia, how Muse differs from your business chatbot, how Muse Code differs from Claude Code, and 5 steps to prepare a shop.
An Anthropic advisory from 25 September 2026 says that a malicious file from a Cowork folder can run commands on a macOS host when opened. Learn the impact, limits, and safe update steps for Claude Desktop 1.15962.0.
Anthropic adds its EU AI Act text watermark to Claude Fable 5, Sonnet 5, and Opus 4.8 from 30 September 2026. Price, latency, and API format stay the same. This article explains how it works, what it proves, the Article 50 label duties, and 6 steps for your team.
OpenClaw pulled macOS build 2026.9.6 from its update feed after reports of a crash on every launch. Here is the operational impact and the safe recovery path.
Four low-cost AI models with prices that look alike. This article compares official prices, independent scores, and our own test, then gives 5 steps to pick a model per use case.
A tested guide to Claude Code agent teams and cross-session messaging on 3 Claude accounts. It covers token launchers, 1 config folder, session names, SendMessage, idle notices, inbound message settings, and the limits that stay.
Three models launched on 22 September 2026. This article compares price, specs, vendor benchmarks, independent tests, and our own test, then gives 4 steps to pick a model per job.
Anthropic released Claude Opus 5.5 on 22 September 2026 at $4 and $20 per 1M tokens. This article covers the benchmarks, the new default effort, 4 breaking changes, and 6 steps to migrate from Opus 5.
OpenAI released GPT-6 Sol and GPT-6 Luna on 22 September 2026. API prices fall 50%, the context is 1,050,000 tokens, and you need 5 code changes before you move off GPT-5.6.
The price per token does not tell you the bill. Use a 4-part token formula, check the cache and the 272,000-token line, then calculate the cost per successful task in rupiah with the JISDOR rate.
Jev writes no text. It answers typed questions and returns choices, scores, and confidence. We pointed it at our own Agentic CRM: 227 sessions, 1,100 decisions, 20.8 seconds, 0.0094 USD. Here is how to wire it, and what it found.
Eight decision points you can hand to a decision model: a chat turn guard, lead triage, a claim guard, intent routing, ad review, article quality, search re-ranking, and an agent step guard.
Jev returns typed decisions, a generative LLM returns text. Here is the difference in output, cost, and how code reads them, plus 6 questions that tell you which tool you need.
Jev bills input tokens only, at 0.042 USD per 1M, and output tokens are free. Here is the 3 line formula, the real figures from our audit of 227 conversations, and 4 ways to cut the bill.
Jev is an AI model from TypeSafe that generates no text. It answers typed questions and returns choices, scores, probabilities, and confidence that your code can read directly.
Hermes Agent 0.21.3 was released on September 14, 2026, to fix remote-session failures during refresh bursts and duplicate state.db writer handles. Here is the impact, scope, and safe upgrade plan.
Hermes Agent is an open-source AI agent from Nous Research that runs on your own server. This article covers what it does, what the models cost, where its security stops, and a 4-step test before your team decides to install it.
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