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Guides, comparisons and trend walkthroughs for making images, video and audio with AI. Each article answers one practical question: which model fits a job, how to prompt it, what it costs in credits, or how to recreate a trending format step by step.
Latest guides and tutorials
Seedance 2.5 Flash vs Seedance 2.5: Price per Second, Limits and When to Use Each
Seedance 2.5 Flash costs about a third less than Seedance 2.5 at 480p and 720p, has no 1080p, and opens on BytePlus on Nov 15. Prices, limits and which to pick.
Seedream 5.5 Guide: Multi-Turn Editing, Transparent RGBA Output, Text and How to Prompt It
Seedream 5.5, released Nov 9, 2026, adds stable multi-turn edits, native transparent output and better small text. How it works, what it costs, how to prompt it and where to get it.
Seedream 5.5 vs GPT Image 2.6 vs Nano Banana 2.1: Specs, Prices and Best Use (2026)
Seedream 5.5 vs GPT Image 2.6 vs Nano Banana 2.1, compared from vendor docs: resolution, references, editing, transparency, text, speed claims, price and access as of Nov 13, 2026.
Agent Name Service (ANS) Explained, What Agent Identity Does and Does Not Prove
The Linux Foundation welcomed Agent Name Service on 2026-11-10. What ANS specifies, what it leaves out, and how it differs from A2A Agent Cards and MCP authorization.
Agent Observability and Evals Basics: What to Trace, What to Test and What Never to Log
Agent observability and evals basics. What to trace, how OpenTelemetry GenAI conventions name spans (status Development), what not to log, plus a checklist and a starter eval table.
Agent Orchestration Cost Control With Budgets, Caching, Routing and a Worked Cost Table
Keep multi-agent and long-running agent bills predictable. Caching, effort, tool bloat, compaction, hard caps and routing, with real list prices, a worked budget table and a checklist.
Agent Orchestration Patterns Explained: What Each One Costs and How Each One Fails
Agent orchestration patterns explained. Sequential, handoff, fan-out, supervisor, graph and human in the loop, with vendor-documented costs, failure modes, a choice matrix and a checklist.
Agent Skills vs MCP: When to Ship a Skill, a Server, or Both
Agent Skills vs MCP explained. A Skill teaches an agent how to do a task, an MCP server gives it live tools. Decision table, SKILL.md example, and the AAIF donation checked.
Agentic AI Foundation Explained: Who Governs MCP, A2A and AGENTS.md
What the Agentic AI Foundation (AAIF) governs, the 10 projects it hosts with origin, join date and stage, how its board and members work, and what a Linux Foundation home does not settle.
AGENTS.md, Open Responses and the Other Agent Standards: What Each One Does (2026)
AGENTS.md, Open Responses, Agent Skills, AI Catalog, WebMCP and OpenAPI Overlay checked against their own repos. What each standardizes, who runs it, what is still draft, and what to adopt first.
AI Agent News, November 5 to 12, 2026: MCP, Agent Standards, New Models and Security
A verified roundup of AI agent, MCP, standards, model and security news from November 5 to 12, 2026, ranked by importance, with a table of what to act on this week.
AI Micro Drama Agent Pipeline: What to Fan Out, What One Writer Owns, Where Humans Approve
How to structure an agent-run AI micro drama pipeline. Which steps fan out, which need one writer for continuity, where a human approves, plus a per-episode credit worksheet.
Code Execution With MCP Explained: Why Tool Definitions Bloat Context and What It Saves
Why MCP tool definitions bloat an agent's context, how code execution with MCP and Cloudflare Code Mode avoid it, every vendor figure labelled, plus a token budget calculator.
Creative Team Agent Workflow With MCP: Roles, Approval Gates and Credit Limits
How a small creative team can run an agent workflow over an MCP server for ad and social content. Roles, a workflow map, approval gates, credit limits, failure handling and a pre-flight checklist.
MCP 2026-07-28 Spec Explained: What Changed in the Stateless Release and How to Migrate
MCP 2026-07-28 is final, not a release candidate. What the stateless spec changed, a before and after table, and a migration checklist for server and client developers.
MCP File Transfer Extension Explained: How Uploads and Downloads Would Work, and What Is Undecided
The experimental MCP files extension (io.modelcontextprotocol/files) explained. How uploads and downloads are negotiated, what is undecided, and what it means for image, video and audio agents.
MCP Gateways Explained: Why Uber, GitLab and Chalk Put a Control Layer in Front of MCP
What an MCP gateway does, what Uber, GitLab and Chalk actually built, what the 2026-07-28 headers add, and a table to decide if you need one yet. Vendor claims labeled.
MCP Server Supply Chain Risk, and a Hardening Checklist for Publishers
What Corelight's MCP supply chain research showed and did not show, plus a risk-by-stage table and a hardening checklist for server publishers and platform teams.