A Feature Review of Tencent EdgeOne Makers for Beginner Developers
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A Feature Review of Tencent EdgeOne Makers for Beginner Developers

Hello everyone! Here, I'd like to share some of the features available in EdgeOne Makers and explain what they do. Introduction Technology is developing rapidly, and many new platforms are appearing with various interesting features to explore. One of them is Tencent EdgeOne Makers, a platform that provides different capabilities to help developers create and develop projects. As a student who is currently learning about technology and web development, I became interested in le...
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Hard caps on autonomous agent API spend

Autonomous agents in long research loops can exhaust an API budget before anyone notices. Provider dashboards and account-level alerts help after the fact, but they often fire too late for a single runaway session. A practical DIY baseline is a thin client wrapper that: tracks cumulative token or dollar cost per session refuses the next call once a hard session ceiling is hit logs the stop reason so the operator can inspect what burned the budget Provider key quotas and org spen...
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Why AI Keeps Making the Same Coding Mistakes—And How Teaching It Pain Gives It Wisdom

"What did you do for AI?" "I brought the scars." — Randal L. Schwartz SPOCK : "Dr. Daystrom, a computer is incapable of standard creative thought. It must be programmed. How did you instruct the M-5 to construct new data banks, to create new circuitry?" DAYSTROM : "By using a new method, Mr. Spock. I developed a method of impressing memory engrams upon computer circuits. The M-5 thinks." SPOCK : "Whose engrams did you use?" DAYSTROM : (With proud emphasis) "...
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I Started Using /clear After Testing with Playwright MCP

Long Story Short After using tools like Playwright MCP that can return large tool results, continuing to work with that context still in the session can make subsequent processing heavier. Since then, when I finish testing with Playwright MCP and do not need that context for the next task, I use /clear . My rule is simple: “Will I need this context for the next task?” Context Recently, I hit the usage credits limit in Claude Code, which I use at work. What conf...
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Agentic development needs a famous 5 minute install

WordPress became 40% of the Internet because it allowed anyone who could follow along a guide on a Linux terminal could install the Web Server and have the blog up and running in 5 minutes. That famous 5 minute install is what made WordPress the dominant web technology on the web. Agents like Claude and Codex have taken over not just app and web development in the last 6-12 months - they have also taken over site creation. Anyone can jump into Claude, give it some direction and in 5 minutes g...
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Claude Code deletes clean worktrees on exit without asking. git worktree lock stops it.

TL;DR If you /exit a claude --worktree <name> session with no uncommitted changes and no new commits , Claude Code removes the worktree and its branch without showing the Keep/Remove dialog. This is documented behavior, not a bug. There is no setting to turn it off. Claude Code holds its own git worktree lock on the worktree and only ever releases locks whose reason matches its own format. Re-lock the worktree with your own reason and the cleanup backs off. A Sessi...
Camino a CI/CD: Pre-Merge Gates: Cómo implementamos Governance en Pull Requests
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Camino a CI/CD: Pre-Merge Gates: Cómo implementamos Governance en Pull Requests

¿Qué es Gobernancia y por qué lo necesitamos? Cuando hablamos de governance en un pipeline de CI/CD, nos referimos al conjunto de puntos de control que verifican que todo cumpla con las reglas y políticas establecidas antes de que el código llegue a producción. No es un stage aislado que aparece de golpe al final; es un ciclo de vida que atraviesa todo el pipeline, desde el primer commit del desarrollador hasta el registro del deploy en producción. La razón de ser de la gobernanza es simple:...
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Everyone Measures AI Usage. 70% Can't Measure What It Returned.

Anthropic surveyed 132 of its own engineers about Claude Code. Merged pull requests per day rose 67 percent. Daily use of the tool climbed from 28 to 59 percent. Self-reported productivity gains ran between 20 and 50 percent. But then someone checked the organization's delivery dashboard and saw that the delivery metrics had not moved. That gap is the whole subject of this piece. A tool can be used constantly, rated highly by the people using it, and leave no trace on the numbers a business a...
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Two Readers Broke My Checks. Not One of My Numbers Moved.

Last week I published a post about nine measurement bugs I found in my own evaluation harness , all of which happened to favour my results. Two readers replied with things I hadn't found. Both were about my checks rather than my numbers. I verified both and fixed both. My results did not change at all. That turned out to be the interesting part. Reader one: a canary that could not detect what it claimed to Some setup. The harness mutates a source file in a temp copy and ru...
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When an AI Tool Harms You, Who’s Actually Liable?

Picture the ordinary version of this. You ask an AI assistant a question that actually matters — about a refund policy, a dose, a tax rule, a contract clause — and it answers with the fluent confidence these tools always have. You act on it. It was wrong. Now you are out of pocket, or worse. Whose problem is that? The answer-first version is unsatisfying but honest: it depends on where you live and who you sue, and almost every party involved has arranged things so the answer isn’t “us.” Ther...
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Two Rust Clients for Gemma 4: Calling the Endpoint vs. Calling the MCP Server 🦀

This article provides a step by step guide to two small Rust CLIs that ask a self-hosted Gemma 4 E2B the same question. The first calls the model's OpenAI-compatible HTTP endpoint directly. The second is an MCP client: it launches the rig's own MCP server and asks through its tools. https://github.com/xbill9/gemma-rust https://github.com/xbill9/gemma-rust-mcp What is this project trying to Do? Both CLIs are demos, and their output is read by an audience. So neither h...
Anchorage Digital Adds Support for Frgmnt’s fUSD as Stablecoin Protocol Targets Institutions
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Anchorage Digital Adds Support for Frgmnt’s fUSD as Stablecoin Protocol Targets Institutions

The integration will allow institutional clients to hold, mint, stake, unstake and redeem Frgmnt’s fUSD through Anchorage Digital’s platform. Stablecoin protocol Frgmnt has partnered with Anchorage Digital to expand institutional access to its fUSD stablecoin and related yield-bearing asset sfUSD, giving funds, corporate treasuries and fintechs a way to interact with the protocol through established institutional custody infrastructure. The integration will allow Anchorage Digital clients...
Stablecoin Cards Have Amassed a Massive Following, With Some Now Competing With Credit Cards
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Stablecoin Cards Have Amassed a Massive Following, With Some Now Competing With Credit Cards

An unassuming change seems to have swept the global finance arena, one that has seen crypto-linked payment cards being used more and more with each passing month. To date, these offerings have facilitated over $759 million in transactions just last month alone (up about 2.5x from a year earlier, according to Paymentscan data cited by a16z crypto). Furthermore, they have accounted for nearly nine million purchases split majorly across with USDC and USDT accounting for the majority of spendi...
Running Out of Ideas? We Got Chu.
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Running Out of Ideas? We Got Chu.

You’re not out of ideas; you’re discarding them too early. How tech writers find endless material and why unfinished work makes the best writing.