March 2026

Last Tuesday, Anthropic’s CEO told the Department of Defense that Claude would never be used for autonomous weapons or mass surveillance. By Friday, the Pentagon designated Anthropic a “supply chain risk.” By Sunday, Anthropic was suing the Trump administration. Meanwhile, Meta quietly delayed its next AI model because — and I’m not making this up — it couldn’t beat Google’s Gemini 3.0. The company that committed $135 billion on AI this year is now considering licensing Gemini from […]

Ver mais

South by Southwest 2026 hosts a remarkable concentration of awards ceremonies across audio, film, television, and digital culture. This guide covers the three major podcasting award events in detail: the 2026 iHeartPodcast Awards, the inaugural Independent Podcast and Creator Awards (Indie PaC Awards), the SXSW Film & TV Awards, each distinct in format, eligibility, and what they recognize. The SXSW Awards Schedule Fri–Sat, March 13–14: SXSW Pitch : Startup showcase across nine categories, a live audience and a […]

Ver mais

This comprehensive guide evaluates the top 8 speech-to-text APIs in 2026, comparing accuracy, pricing, and features to help developers choose the right Voice AI solution for their applications. We’ll cover everything from real-time streaming capabilities to multilingual support, with detailed analysis of each provider’s strengths for specific use cases like voice agents, meeting transcription, and contact center analytics. Best speech to text API comparison table The best speech-to-text APIs convert spoken audio into accurate written text through advanced […]

Ver mais

OpenClaw is a Security Disaster. Do Not Use It Blindly. You Have More Options Now! Section 1 — Introduction to OpenClaw OpenClaw is an MIT-licensed autonomous AI agent that: Controls your browser via Chrome DevTools Protocol Executes shell commands Manages email and calendar Writes and reads files Operates continuously via a heartbeat scheduler that wakes it at set intervals, whether you are at your desk or not. It runs across WhatsApp, Telegram, Discord, Slack, iMessage, and more than […]

Ver mais

I have had this idea for past 1.5 years, hoping someone else would build it out, it’s about optimizing content creation with reinforcement learning implemented for higher views. Trying to understand if there has been some research or work that already exists on it? submitted by /u/desparate_geek [link] [comments]

Ver mais

Live Terraform refactors are risky because Terraform tracks resource addresses in state, not your intent. This guide shows how to safely move resources into modules with moved blocks, import existing infrastructure with import blocks, and add a small native test to confirm the refactor didn’t change the module contract or recreate production resources.

Ver mais

Recent work has shown that Transformers can perform in-context learning for linear regression under restrictive assumptions, including i.i.d. data, Gaussian noise, and Gaussian regression coefficients. However, real-world data often violate these assumptions: the distributions of inputs, noise, and coefficients are typically unknown, non-Gaussian, and may exhibit dependency across the prompt. This raises a fundamental question: can Transformers learn effectively in-context under realistic distributional uncertainty? We study in-context learning for noisy linear regression under a broad range of distributional […]

Ver mais

We study how to construct compressed datasets that suffice to recover optimal decisions in linear programs with an unknown cost vector $c$ lying in a prior set $mathcal{C}$. Recent work by Bennouna et al. provides an exact geometric characterization of sufficient decision datasets (SDDs) via an intrinsic decision-relevant dimension $d^star$. However, their algorithm for constructing minimum-size SDDs requires solving mixed-integer programs. In this paper, we establish hardness results showing that computing $d^star$ is NP-hard and deciding whether a […]

Ver mais

Last week, a post about my open-source project CocoIndex Code hit 54K+ views on X after @RoundtableSpace shared it. The tweet was simple: “CocoIndex Code gives your coding agent a brain.” That one line captured exactly what we built and why it matters. The problem is straightforward. Every time your AI coding agent needs context about your codebase, it pulls in entire files. Function signatures, import statements, docstrings, blank lines, comments you wrote at 2am — everything gets […]

Ver mais

Private Companies Are Becoming Strategic Targets in Global Cyber Operations In the shadowed corridors of cyberspace, where digital frontiers stretch beyond the horizon of imagination, a profound transformation has taken root. For much of the past two decades, nation-state cyber operations resembled carefully orchestrated expeditions into the fortress-like domains of government agencies, diplomatic networks, and military systems. Today, that focus has shifted like tectonic plates beneath the digital landscape. Increasingly, private organizations find themselves drawn into the swirling […]

Ver mais