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News

Qualiteg Launches WireCanal™, Securely Connecting Internal Systems to Leading AI Services — Available from a Free Plan with No Credit Card Required

For internal systems that implemented MCP but remained out of reach of external AI: an enterprise-authentication-ready secure tunnel that safely connects Claude and ChatGPT with no inbound port openings and no new VPN.

LLM

Kimi K3 Deep Dive — 2.8T Parameters: Will the "Largest Open Weights in History" Materialize?

Hello! On July 16, 2026, Moonshot AI of Beijing, China announced its new flagship model Kimi K3 and began offering it via its API and web services. The sheer scale of 2.8 trillion total parameters, a 1-million-token context, and the declaration that "it will become the largest open-weight

ClaudeCode

The Complete Guide to Claude Fable 5 — Model Specs and Claude Code Operations from the Official Docs

Hello! Claude Fable 5, which arrived in June 2026, has had an eventful first month: a suspension under export controls right after release, a global re-rollout, and then its departure from the subscription allowance. This blog has followed the situation at each turn. For the overall picture, see Finally Generally

ClaudeCode

What's Next for Claude Fable 5? A Fact-Based Look at the Timeline, Costs, and Outlook

Hello! On July 2, 2026 (Japan time), Claude Fable 5 became available again from Japan. Anthropic's top-tier model "Claude Fable 5" arrived in June 2026 to enormous attention, was suspended just three days later by a U.S. government directive, and then returned on July 1

ClaudeCode

What Is That "court" in Claude Code? The "XML Leak" Phenomenon and Guarding Against Unexecuted Tool Calls

Hello! This is the Qualiteg Product Development Team. When you use Claude Code, the raw tool-call XML (<invoke> or <parameter>) sometimes appears verbatim on screen, or the assistant reports "done" even though no command actually ran and no PR was actually created — and things

AI Agents

AI Is Transforming Both Offense and Defense — The Security Market in 2026 and the Decade Ahead

Over the past few years, the premises of the cybersecurity conversation have shifted substantially. The old center of gravity was "how do we prevent intrusion" — but today, both attackers and defenders have begun using AI. As attacks become automated and scale at machine speed, defense too is entering

Bestllam

From a One-Sentence Request to a Finished Report: Our Demo Video of the Bestllam AI Agent

Hello! Today we would like to introduce a demo of the AI agent features in our integrated AI platform "Bestllam®"! "I can give instructions, but will the AI really finish the job?" More and more companies are bringing generative AI into their operations. But from the

Generative AI Frontlines

When Will a Mythos-Level Open Model Arrive?

Hello! Today we take up the topic that has the AI industry buzzing more than any other lately: "Claude Mythos" and the developments surrounding it. A month and a half after the announcement, the situation has moved considerably — opposition from the White House, moves by Japan's

AI Agents

Taking AI Agents into the Business, Part 3: What to Design First in Practice So AI Adoption Doesn't Stall

— What to design now to take AI adoption "into the business" (a three-part series) Hello! This is the Qualiteg Consulting Team. Our series "What to design now to take AI adoption into the business" reaches its third and final installment. In Part 1, we looked at

ClaudeCode

The State and Future of Coding Agents, Part 3: From AI That Writes to AI You Command — What's Changing in Development in 2026

Hello! The coding agent series has finally reached its finale! As 2026 unfolds, Claude Code, Cursor 3, and GitHub Copilot Coding Agent have all evolved beyond simple code completion or chat-style assistance into development workflows built on multiple agents. In this article we survey the latest developments in AI coding

AI Agents

Making AI Agents Business-Ready [Part 2]: Why Accountability for AI Agents Is So Hard to Design

— What to design now to make AI adoption business-ready (a three-part series) Hello! This is the Qualiteg Consulting Team. In the previous installment (Part 1), we looked at the Replit/Lemkin incident and the Deloitte Australian government report problem, and saw that the real challenge of deploying AI agents lies

AI Agents

Making AI Agents Business-Ready [Part 1]

What AI Deployment Incidents Reveal — What to design now to make AI adoption business-ready (a three-part series) Hello! This is the Qualiteg Consulting Team. Even as more companies adopt AI agents, the difficulty of moving from the "trying it out" stage to the "running it in the

AI Agents

The State and Future of Coding Agents, Part 2: Comparing Major Tools and Structural Challenges

Hello! Welcome to the second installment of our coding agent series. In the previous installment, Part 1, we took a bird's-eye view of the AI coding agent landscape as of December 2025—a field in full bloom. The State and Future of Coding Agents, Part 1: The Landscape

AI Agents

The State and Future of Coding Agents, Part 1: The Landscape and Fundamentals

Hello! This time, we present a grand tour of the more than 20 flourishing AI coding tools out there—introduced and explained all in one go! AI-assisted coding is by now simply how things are done, and new tools appear at a dizzying pace. We use several tools in our