タグ: llm

MiniMax M2.5 scores 80.2% on SWE-Bench Verified, runs at 100 tokens/sec, and costs $1/hour. Here’s what we know — and what’s still unverified.

On February 5, 2026, Anthropic released Claude Opus 4.6 — the latest and most capable model in its Claude lineup. Arriving just three months after Opus 4.5, this release brings a 1-million-token context window to the Opus family for the first time, introduces collaborative agent teams in Claude Code, and delivers benchmark results that put it ahead of GPT-5.2 and Gemini 3 Pro across most evaluations. But the headline number that caught the industry’s attention wasn’t a benchmark score. It was 500 — the number of previously unknown security vulnerabilities Opus 4.6 discovered in open-source code during pre-release testing, with little to no human prompting. This article breaks down everything […]

You probably have one of the most powerful productivity tools ever created sitting right in your pocket – artificial intelligence. Whether it’s ChatGPT, Google’s Gemini, or any other AI assistant, these tools can handle tasks that would normally take you hours. Yet most people try them once or twice, get disappointing results, and give up thinking AI isn’t worth the hype. If you’ve asked ChatGPT to “help with work stuff” or “how to make my life easier” and received generic, unhelpful responses, you’re not alone. The reason is that these tools need specific, well-structured instructions to give you genuinely useful results. Ask vaguely, and you’ll get vague answers. Ask specifically, […]

On January 27, 2026, Chinese AI company Moonshot AI released Kimi K2.5 — and the tech world took notice. Within days, independent evaluations confirmed what the company claimed: Kimi K2.5 performs on par with the best AI models from OpenAI, Google, and Anthropic on many key benchmarks. But unlike ChatGPT, Claude, or Gemini, Kimi K2.5 is open source. That means developers can download it, modify it, and build with it freely. This matters because, until now, the most capable AI models have been locked behind expensive APIs controlled by a handful of American companies. Kimi K2.5 represents a shift — proof that open-source models can compete at the frontier of […]

AI is already changing how business problems get solved. Leading companies like Google, Amazon, and JP Morgan are already using AI to help with decision-making across everything from supply chain optimization to risk assessment. This technology is quickly becoming a standard part of how modern companies operate. But to get real results, you need to know how to communicate with AI correctly and instruct it in the proper way. That’s where proven business frameworks and role-based prompts come in. These make ChatGPT walk you through scenarios like a consultant, strategist, or startup advisor. The prompts below are designed to help you do exactly that. Use them to save hours, and […]

A single-line prompt has exploded into a full-blown viral trend, generating tens of thousands of reposts on Reddit and X, millions of views on TikTok, and spreading across the internet almost overnight. It starts with a single sentence. “Create an image of how I treat you.” That’s the full prompt. No system instructions. No style constraints. No follow-up context. Just one line dropped into ChatGPT’s image generator. Seconds later, an image appears. Often it shows a frazzled AI character drowning in tabs, coffee cups, sticky notes, half-finished documents, and glowing screens. Sometimes it’s calmer: a tidy desk, a focused assistant, a sense of quiet collaboration. People post the results on X, Instagram, […]

In 2026, the act of “Googling” has fundamentally shifted. We no longer just hunt for links; we collaborate with AI agents to synthesize answers. Perplexity AI stands at the forefront of this shift, offering a “conversational answer engine” that turns raw real-time data into trustworthy, cited reports. Perplexity’s factual search accuracy is proven through technical benchmarks like the SimpleQA test, where it scored 93.9% on several thousand factual questions that measure how often AI systems provide correct, verifiable information. In practical terms, this means when you ask Perplexity to analyze your industry’s recent developments or research technical solutions, you’re getting accurate, source-backed answers you can mostly rely on for business […]

TL;DR: If you only have a minute, here is the core system for generating high-converting ad copy with Google Gemini. Ad Copy Prompt Recipe (2026) To get non-generic results, every prompt must contain these five ingredients: Ingredient Description Example 1. Role/Context Who is Gemini? What is the product? “Act as a senior PPC copywriter for a SaaS CRM targeting small businesses.” 2. Task What specific asset do you need? “Write 5 variations of a Google Ads Responsive Search Ad (RSA).” 3. Constraints Length, format, and “do nots.” “Headlines must be under 30 chars. No buzzwords like ‘synergy’. Use an urgent tone.” 4. Output Format How should the data look? “Output […]

TL;DR: High-quality ChatGPT prompts for writers rely on specific constraints, role definitions, and output specifications. Instead of generic requests, use “mega-prompts” to handle complex tasks like character psychology, scene beats, and style mirroring. For a deeper dive into structure, explore our guide on How to Make the Best Prompt. Quick Prompt Ingredient Checklist Ingredient Why it matters Example Role Sets the expertise level. “Act as a developmental editor…” Context Grounds the AI in your story. “Genre is Noir, setting is 1940s LA…” Constraints Prevents generic tropes. “Avoid clichés; focus on sensory details.” Output Spec formats the answer for usability. “Output as a bulleted list of beats.” Refinement Ensures quality control. […]

TL;DR Using specific, constraint-heavy ChatGPT prompts can reduce teacher administrative workload by 30-50%. The best prompts include role, grade level, specific standards, time constraints, and output format (e.g., “table” or “email”). Always anonymize student data before inputting it into AI tools. Below are 7 “mega-prompts” for lesson planning, grading, and communication, plus variants for specific scenarios. For a reusable prompt framework you can apply to every section below, use How to Make the Best Prompt and the checklist in How to Ask ChatGPT a Question. Quick Prompt Ingredient Checklist Component Why it matters Example Role & Grade Sets the complexity and tone. “Act as a 9th-grade History teacher…” Task & […]