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Microsoft wants enterprises to closely watch the agents employees use with systems not controlled by AI labs like OpenAI and Anthropic.

AI labs have staked their reputations on model benchmarking — the supposedly neutral and accurate system of evaluations that are designed to measure whether one AI product is better than another. However, the methods behind these evaluations are complicated and still maturing, said Irene Solaiman, Hugging Face’s chief policy officer, during a discussion at TechCrunch […]

In August, Nscale and Anthropic announced a $45 billion compute deal. The two companies are reportedly discussing yet another deal of the same magnitude.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built Modern developers and knowledge workers are drowning in cognitive noise: 45-minute sync meetings that could have been an async bullet point, 15-line dependency PRs that sit in review queues for days, endless vendor cold emails, and bureaucratic questionnaires. We burn our finite mental energy on digital chores instead of deep, meaningful engineering. SlothOps is an auton...

The Quest Begins (The "Why") Honestly, I used to think tests were just a safety net you threw on after the code was already written. I’d spend hours crafting a feature, feel that rush of “it works!” and then toss a few assertions at the end—maybe a happy‑path test, maybe not. The result? A codebase that seemed fine until a teammate changed a signature, a requirement shifted, or I came back six months later and suddenly the whole thing felt like a house of cards. I remember one particula...

You need a list of plumbers in Manchester, dentists in Miami, or roofers in Lyon — with phones, emails, and websites. Doing it by hand takes days. Writing a scraper takes hours... until Google rate-limits you into CAPTCHA hell. Here's the 2026 way: run a maintained Apify actor that handles proxies, pagination, and anti-blocking — then let your AI agent do the plumbing. The stack Apify — actor marketplace with ready-made Google Maps scrapers. Free tier includes monthly...

When a WordPress plugin or theme needs to talk to the database directly, it uses the core-provided global object $wpdb . The one thing to absolutely avoid when doing so is dropping user input straight into a SQL string through concatenation. The tool WordPress provides instead is $wpdb->prepare() . This post looks at why that matters and what the function actually does under the hood. Note: SQL injection is a broad term for attacks where unexpected input gets mixed into a SQL statement...

Why In-App Dynamic Dependency Resolution Fails Under PEP 668 (And What It Taught Us About SQLAlchemy Implicit Flushes) When testing or building proof-of-concept (PoC) scripts for concurrency bugs—such as deadlock conditions triggered by SQLAlchemy's autoflush behavior—it is tempting to make reproduction scripts fully self-contained. A common developer impulse is to automate dependency checks right inside the entry point so that team members can run the script without manual setup. Howev...

If you model a restaurant's books as data, a handful of rules carry most of the weight. Prime cost is food cost plus beverage cost plus all labor, divided by sales. Card tips and sales tax are credits to liability accounts that should drain back toward zero. A delivery app payout is a net figure you expand back into sales and expense lines. Everything else is ordinary double entry. I run ZeraBooks, an AI-native general ledger, and restaurant books are a good test of whether a ledger's data mo...

I built this actor; it's a paid tool on Apify with a free trial credit. Most "free currency API" results want a key, cap your requests, and don't say where their numbers come from. For accounting that last part matters: VAT and bookkeeping rules often name a specific central bank's rate for a specific day. In Poland, for example, you convert a foreign-currency invoice at the NBP average rate from the last business day before the invoice date. Central banks publish these rates for free,...

Mistral released its first time-series foundation models this morning. The family is called Timestral: four sizes from 5M to 209M parameters, probabilistic forecasts with 21 quantiles, context up to 32,768 steps, and a launch post claiming first place among pretrained zero-shot models on all three public forecasting benchmarks — GIFT-Eval, TIME, and fev-bench. The claim I cared about was the CPU one. From the announcement: On a standard server CPU with 8 threads, forecasting one day ahea...

Short answer: when a Python pipeline sends podcast transcripts to a vector index, store speaker , start_time , and episode_id beside every chunk, and never let a chunk cross a speaker-turn boundary. That gives retrieval enough structure to answer “what did Maya say?”, gives the player a precise timestamp at which to resume, and lets an ingest worker replace one episode without disturbing the rest of the corpus. Treat chunking as an operational contract, not a tokenizer setting. The decid...

Nine Point Labs apps are made for Omarchy first, and that isn’t changing. But they shouldn’t stop at Omarchy. As of today, seven of them also run on Ubuntu, Fedora, openSUSE and most other Linux distributions: every release now comes with an AppImage that runs on most x86_64 Linux systems and fits properly into your desktop. What’s new These releases went out today, each with a -x86_64.AppImage attached next to the usual packages: Repokase 0.2.5 Jubako 0.4.7 Dogea...

Context: Why Long-Horizon Agent Memory is Hard When evaluating ByteDance's deer-flow for our multi-hour autonomous research pipeline, the core challenge wasn't task orchestration—it was semantic memory persistence under high concurrency . Agents running 90+ minute sessions need to recall prior decisions, avoid redundant API calls, and maintain coherent context across sandbox restarts. Most agent frameworks treat memory as an afterthought. deer-flow takes it seriously with a pluggable m...

Do Not Ship an AI Transcript Until It Passes an Acceptance Pipeline Automatic speech recognition makes a convincing demo easy. Upload a clean recording, receive readable text, and imagine that meetings, interviews, support calls, research notes, and media archives can now be processed without friction. Production is different. Real audio contains overlapping speakers, background music, domain terms, weak microphones, code-switching, silence, interruptions, names, numbers, and confidential ma...

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Turn a research paper or PDF into a two-host podcast with one prompt, right on your phone. Gotcha, an open-source Android AI copilot, keeps your file local.

Google Maps booking attribution connects ad interactions, bookings, CRM records, and revenue. Learn how to track booking sources.

Why 'what does this user like?' is the wrong question for recommender systems, and how session intent, context, and user steering give better personalization.

Vulpie AI is a desktop task planner for Mac and Windows with an AI fox, a visible focus timer, and estimated versus actual task time.

World ID for Zoom is live in the Zoom App Marketplace. World ID for banking and finance targets deepfake fraud heading toward $40B by 2027.