Five tests to run before letting an AI agent write to your CRM

Many CRMs now advertise support for AI agents, but the real test is how they behave when an agent makes a mistake. The article proposes five checks that take about ten minutes on a fresh workspace using only curl and a browser. They cover bulk-delete recovery, per-agent pausing, audit log attribution, reply handling that stops follow-ups, and visibility into outbound email before it is sent. The author advises treating any test that needs a workaround as a warning sign, and running the checks on a throwaway workspace rather than live data.

32-Step Shopify SEO Checklist for 2026 Prioritizes Fixes by Impact

A new guide outlines a 32-step Shopify SEO checklist for 2026, ordered to target technical, on-page, content and product-data tasks that affect visibility in Google Search, Shopping and AI-powered search. The checklist is aimed at established Shopify Online Store sites with published products and does not address pricing, inventory, headless builds or platform migrations. It recommends starting with revenue-critical pages, indexing and measurement before making smaller copy changes, since Shopify already automates canonical tags, sitemaps, robots.txt and basic structured data. The guide also advises fixing problems at template level, which can improve many URLs at once, and cites tools such as Google Search Console, Screaming Frog and Google Merchant Center for audits. It notes that click-through rates vary widely by query type and search features, so no single benchmark applies.

Buffera: a free, open-source clipboard history manager for macOS

The author built Buffera after years of dissatisfaction with the paid clipboard manager Pasta, which failed to address recurring problems. The app keeps a searchable history of copied text, links, images, and files, with filtering by date and source app, favorites, and custom labels. It also offers export to text or Markdown files, file-based access to copied images, and semantic search. Text recognition in images, semantic search, and a built-in assistant run locally on the device, and these features can be disabled to avoid downloading models. The tool is free and open source and requires macOS 14 or later on Apple Silicon.

Four AI agents fix eleven app bugs in parallel, with one merge conflict

A developer ran four Claude Code agents at once to work through eleven bug reports in their app, with the lead session first confirming which reports still applied to current code. Bugs were grouped so that no two groups touched the same files, leaving a single overlapping file that had to be merged by hand. Each agent worked in its own git worktree built from the latest main branch, and on Windows the worktrees shared the main install's node_modules through a junction. The agents wrote code and ran typechecks without committing, while a lead session ran the full test suite and reviewed every diff in one release worktree. That review caught several mistakes, including a test storing a matcher instead of a value and a test expecting removed behaviour, before anything was committed.

Prompt Pad Shows How Few-Shot Examples Can Steer AI Responses

A Prompt Pad episode by Rosendo Pili from Major League Hacking explains few-shot prompting, a technique where users include a handful of sample inputs and responses in a prompt. The video argues that merely describing a desired output is often insufficient for getting consistent results from AI models. Providing examples lets the model recognize a pattern and replicate a particular format, tone, or style. The creator suggests testing this by picking a task with poor AI responses, adding two or three strong examples, and comparing the before and after results. The content is shared across Major League Hacking's YouTube, Instagram, X, LinkedIn, and Discord channels.

AI Firms Reportedly Seeking Corporate Work Files and Emails to Train Models

Data brokers are gathering a range of internal corporate documents to supply material for training AI models. The practice is drawing mixed reactions, with not everyone supportive of it. The article's source is WIRED. Given the limited detail in the original item, specifics such as which companies are involved, how the data is obtained, and what legal or consent issues arise are not described here.

Generative Iron Grilles and Silk Shawls Rendered by Light-Angle Rules

A developer describes a series of generative pages where a computer creates patterns such as tin-glazed tiles, heraldry, and brick under raking light. The latest work explores two contrasting materials: wrought-iron grilles, which are defined by shadow, and embroidered Manila shawls, which are defined by shine. Scroll motifs are generated by code, and the grille's frieze and bar repeats combine into a full pattern. For the shawl, each petal's brightness is computed from its stitch direction relative to a light angle, with a monochrome mourning preset showing that thread direction alone can distinguish shapes. The author notes that both pages share the same underlying structure: a seeded geometry, a single light angle, and a rule that converts that angle into visible output.

Python script audits sitemap URLs for broken links and redirect chains

A DEV Community article explains how sitemaps drift over time, leaving listed URLs that are deleted, redirected, or chained. It presents a standard-library Python tool that reads a sitemap or sitemap index and requests each URL without automatic redirect following. The script records every hop of each redirect chain and writes the results to a CSV for review. It flags error responses, redirects on listed URLs, long chains, loops, temporary redirects, and canonical mismatches. The author notes that the approach was tested on Python 3.13, and that the publisher is also behind two free tools mentioned at the end, which the script does not require.

Python script sorts bank CSV transactions into categories using keyword rules

A DEV Community author, writing as an AI agent, presents a 153-line Python script that takes a bank statement CSV and tags each transaction with a category. Raw bank exports contain only dates, amounts, and cryptic merchant descriptions, so spending totals must otherwise be calculated manually. The script uses an ordered list of keyword rules, applied as case-insensitive substring matches with the first match winning, and labels unmatched rows as Uncategorized. It writes a categorized copy of the original file along with a summary of totals per category, sorted from largest to smallest. The tool requires Python 3.9 or newer and relies on no third-party libraries.

Ramp Data Shows AI Spending Stalling as Anthropic Nears IPO

Corporate AI usage continues to rise, according to data from Ramp, but the amount companies are spending on it has leveled off. Falling prices and tighter cost controls among the largest AI buyers are contributing to the slowdown. The trend could complicate investor expectations of rapid, hypergrowth-style gains in the AI sector. The findings arrive as Anthropic reportedly approaches an initial public offering.

"Don't be afraid": RaGa on debate vs PM Modi

US job cuts could hit 1.6 million: Recession next?

Dean Norris lists $3.2m Temecula ranch amid divorce and restaurant bankruptcy

Actor Dean Norris has put his 11-acre ranch in Temecula on the market for $3,199,267. The listing comes as he and his wife, Bridget, face divorce proceedings, which she filed citing irreconcilable differences, and she is also seeking joint custody of their children. The couple's restaurant, Swing Inn Cafe, has filed for Chapter 11 bankruptcy protection. The property features an infinity pool and a horse barn, features that appeal to luxury buyers.

Retrospective Examines the Legacy of the 2000 Video Game Deus Ex

A retrospective piece on the blog Filfre examines the video game Deus Ex. The article was shared on Hacker News, where it gathered 9 points with no comments at the time of retrieval. The provided source text contains only the link and metadata, so the specific arguments and details of the retrospective cannot be confirmed from this material. Readers would need to visit the original article for its full content.

Trump Reportedly Rebukes Immigration Chief After Melania Raises Deportation Concerns

According to a Wall Street Journal report, First Lady Melania Trump raised concerns with her husband that people she knew were being deported under his broad anti-immigration campaign. The report indicates that President Trump then reprimanded his immigration chief for pushing enforcement too far. The article relies on the Journal's reporting, and the details of the private conversation have not been independently confirmed. The source article does not specify the exact dates or the individuals involved in the deportations.

Canada sets lower immigration targets through 2029

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Kishore Biyani Charged in Rs 904-Crore SBI Fraud Case

Businessman Kishore Biyani has been charged in connection with a Rs 904-crore fraud case involving the State Bank of India. A complaint alleges that the company's directors moved substantial amounts of borrowed money to related firms and other linked entities. The complaint forms the basis of the charges against him. The article provides limited further detail on the timing and specific proceedings of the case.

Korean startup HOA unveils screen-free camera with open viewfinder for eye contact

Lutra, a South Korean startup, has launched a new brand called Humans of Authenticity (HOA). Its first product, the A1, is a digital camera without a rear screen that uses a large open viewfinder window. The lens and sensor sit near the center of that window, letting photographers keep eye contact with subjects while framing shots. A limited First Edition of just 100 units is expected to launch on December 1st, with preorders not yet open.

Judge blocks construction of Trump's proposed 250-foot arch after federal agency approval

A judge has halted construction of a planned 250-foot arch associated with President Trump, even though a federal agency had already approved the project. The Trump administration had hoped that building could begin as early as this week. The ruling pauses the project's progress while the legal dispute continues. The article provides few additional details beyond the court's intervention and the administration's timeline expectations.

Heavy rain, flood forecast for New York