Featured StoryGuides
Use Ollama in Python with a local model. Set up a virtual environment, send a chat request, stream output, and diagnose model or connection errors.
Elena Rostova·7 min read·
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Essential Reading
Guides
Best Local LLMs for 16GB RAM: 4 Models Compared
13 min·Sep 25
AI
Higgsfield AI: What It Does and Who Should Use It
6 min·Sep 29
Guides
Best MCP Servers for Developers: 4 Picks by Task
11 min·Sep 25
01Latest Articles
Guides
AI Video Cost per Usable Second: A Practical Method
Calculate the real cost of AI video generation per usable second. Count credits, retries and rejected clips, then compare tools by accepted footage.
Julian Thorne·9 min read·
Guides
MCP Permissions Audit: What Can an AI Agent Access?
Run an MCP permissions audit before connecting a server. Map files, credentials, network access and tools with a practical MCP security checklist.
Marcus Vance·11 min read·
Guides
Prompt Regression Testing: Test LLM Model Updates
Use prompt regression testing to compare LLM prompts and model updates. Build an eval set, score regressions, automate checks and gate releases.
Elena Rostova·9 min read·
Explained
Usable Context Window: Test What an AI Model Remembers
Test an LLM’s usable context window with a repeatable long-context benchmark. Measure retrieval by position, reasoning, citations, cost and latency.
Marcus Vance·8 min read·
Guides
How to Verify AI Images with C2PA Content Credentials
Verify AI images with C2PA Content Credentials. Check image provenance, signatures and edit history, and learn what missing metadata cannot prove.
Julian Thorne·8 min read·
AI
Higgsfield AI: What It Does and Who Should Use It
Explore Higgsfield AI for images, video and cinematic workflows. Understand its tools, limitations and the best starting point for your first project.
Julian Thorne·6 min read·
AI
Higgsfield Pricing: Plans, Free Access and Credit Costs
Compare verified Higgsfield monthly and annual prices, free-access limits and credit costs. Calculate your budget using accepted clips rather than attempts.
Julian Thorne·8 min read·
Guides
Higgsfield Prompts: 8 Camera Moves with Clear Examples
Write clearer Higgsfield prompts for push-ins, pans, tracking and orbits. Get eight original examples plus a checklist for fixing unwanted camera motion.
Julian Thorne·6 min read·
Software
Higgsfield vs Runway: Which AI Video Workflow Fits You?
Compare Higgsfield and Runway on creative workflow, free access, credits and production needs. Use a fair shot test to choose the right platform.
Julian Thorne·6 min read·
Guides
How to Use Higgsfield AI: Your First Image-to-Video Clip
Follow a practical Higgsfield AI tutorial: prepare a reference image, direct one camera move, review the result and export a useful first video.
Julian Thorne·8 min read·
Guides
How to Use Claude Docs: Draft, Revise and Export a Document
Learn how to create, revise, share and export a document with Claude Docs, including current plan access, limitations and a practical first workflow.
Julian Thorne·5 min read·
AI
Claude Fable 5.1: What Changed, Pricing and How to Use It
Understand Claude Fable 5.1's coding and knowledge-work improvements, lower cache costs, paid availability and a practical workflow for evaluating it.
Marcus Vance·5 min read·
Software
Codex vs Claude Code: Which Coding Agent Fits Your Work?
Compare OpenAI Codex and Claude Code across interfaces, free access, repository work, permissions and a repeatable three-task evaluation.
Elena Rostova·5 min read·
AI
GPT-6 Astra: What It Does, Who Can Access It and How to Try It
Understand GPT-6 Astra's new capabilities, phased availability, safety limits and the best first tasks to try when it appears in your ChatGPT account.
Marcus Vance·5 min read·
AI
Grok 4.7: What Changed and How to Try It for Free
Learn what Grok 4.7 changes for coding and knowledge work, where it is available, how its API is priced and how to test Grok Build's free access.
Marcus Vance·5 min read·
AI
Claude Opus 5.5: Features, Pricing and Access
Anthropic's Claude Opus 5.5 leads in agentic coding at 40% lower cost than Opus 5 in vendor testing. Explore its features, pricing and access options.
Elena Rostova·6 min read·
Guides
Best Local LLMs for 16GB RAM: 4 Models Compared
Compare four local LLMs for 16GB RAM by download size, hardware and task. Use ten test prompts to check answer quality, memory use and response speed.
Marcus Vance·13 min read·
Guides
Best MCP Servers for Developers: 4 Picks by Task
Choose MCP servers for repository work, browser testing, documentation and debugging, with practical first tasks and checks for access and compatibility.
Elena Rostova·11 min read·
Software
Claude Code vs Cursor: Which Fits Your Coding Workflow?
Compare Claude Code and Cursor for editing, delegated tasks, pricing and code review, with a practical checklist for choosing your coding workflow.
Elena Rostova·7 min read·
Software
Ollama vs LM Studio: Which Local AI App Should You Use?
Choose Ollama or LM Studio for local AI by comparing model management, desktop chat, scripting, offline use and a fair same-model evaluation.
Elena Rostova·6 min read·
Explained
What Is MCP? How AI Apps Connect to Tools and Data
Understand Model Context Protocol with a simple issue-triage example, the roles of hosts and servers, and the difference between MCP, APIs and RAG.
Marcus Vance·7 min read·
Software
Best AI Coding Tools: Choose by Workflow
A research-based shortlist of AI coding tools for editor, terminal and delegated work, with official sources and a practical evaluation checklist.
Elena Rostova·6 min read·
AI
Gemini 4 Pro: Release Status, Rumors and What We Know
Gemini 4 is in training, but Gemini 4 Pro is not released. Here is what Google has confirmed, what remains rumor and what would make it the best LLM.
Marcus Vance·9 min read·
AI
How to Check AI Hallucinations Before You Trust an Answer
A practical checklist for verifying AI answers: inspect sources, check dates and numbers, reproduce results, and separate evidence from confident wording.
Marcus Vance·7 min read·
Guides
How to Use NotebookLM for Studying: Notes to Practice Questions
Build a useful NotebookLM study workflow: choose course sources, ask focused questions, check citations, and turn mistakes into targeted revision.
Julian Thorne·6 min read·
Explained
RAG vs Fine-Tuning: Which Does Your AI Project Actually Need?
Choose between prompting, RAG and fine-tuning by diagnosing missing information versus inconsistent behavior, with examples and a practical evaluation plan.
Marcus Vance·6 min read·
Software
How to Run AI Locally With Ollama: A Beginner's Setup Guide
Install Ollama, run a small local model, check CPU or GPU usage, and troubleshoot slow responses without assuming every AI feature stays offline.
Elena Rostova·6 min read·
AI
6 AI Note-Taking Apps Compared for Meeting Notes
Compare Granola, Otter, Fireflies, Fathom, tl;dv and Sembly for meeting notes. Choose by capture style, sharing needs, exports and plan limits.
Elena Rostova·9 min read·
AI
ChatGPT vs Claude: Which One Is Better for Everyday Work?
Compare ChatGPT and Claude for writing, research, coding and daily tasks using official feature sources and a practical workflow checklist.
Marcus Vance·5 min read·
Explained
What Is an AI Agent, Really?
Everyone's building AI agents. But the term means different things to different people. Here's what actually qualifies — and what doesn't.
Marcus Vance·4 min read·
Guides
The Best AI Tools for Students Right Now
A research-based shortlist for student writing, research, revision and organization, with official sources, access caveats and academic-integrity advice.
Julian Thorne·6 min read·
Software
Cursor vs Windsurf: Compare the Coding Workflow
Compare Cursor with the current Windsurf/Devin Desktop workflow using official documentation, with checks for context, edits, permissions and cost.
Elena Rostova·5 min read·
AI
Why Most AI Productivity Apps Feel the Same
An editorial view of why AI productivity apps can feel interchangeable, and a practical way to judge integration, review effort and everyday usefulness.
Julian Thorne·4 min read·
Explained
RAG Explained Without the Jargon
Learn how retrieval-augmented generation finds sources, adds context and produces an answer, with a worked example and the limits you need to check.
Marcus Vance·4 min read·
02Topic Archives
Featured in AI & Models
AI
Higgsfield AI: What It Does and Who Should Use It
6 min·Sep 29
Featured in Software Craft
Software
Higgsfield vs Runway: Which AI Video Workflow Fits You?
6 min·Sep 29
Featured in Practical Guides
Guides
How to Use Ollama in Python: Your First Local Request
7 min·Oct 14
Featured in Concepts Explained
Explained
Usable Context Window: Test What an AI Model Remembers
8 min·Oct 5
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