How to Use LinkModel in DeepSeek Harness
Connect DeepSeek Harness to LinkModel's OpenAI-compatible chat API, add DeepSeek V4 models, run DSH Web or headless, and fix common setup errors.
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Tutorials, product updates, and insights
C2PA Content Credentials in AI Images
Learn what C2PA proves in AI images, then inspect signed GPT Image 2 and Gemini 3.1 outputs with LinkModel CLI and c2patool.
AI Agent CLI for Image and Video Generation
Use LinkModel CLI to give Codex, Claude Code, Cursor, and other AI agents safe image and video generation with JSON output and resumable tasks.
Atlas Cloud Review 2026: Pros, Cons and Best Fit
An evidence-based Atlas Cloud review of its model catalog, API boundaries, billing, reliability risks, pros, cons and best-fit users.
fal.ai Review 2026: Models, Pricing, GPU & API
A practical fal.ai review covering Model APIs, fal GPU, pricing, concurrency, credits, generated assets, pros and cons, and how it compares with LinkModel.
Structured Outputs & JSON Mode (2026): Reliable JSON From LLMs
How to get reliable, schema-valid JSON from LLMs — JSON mode, schema prompting, validation and retries — with copy-paste examples so parsing never breaks again.
Streaming LLM API Responses (2026): SSE in Python & JavaScript
How to stream LLM responses token-by-token for snappy UX — server-sent events explained, with copy-paste Python and JavaScript examples and buffering tips.
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Nano Banana Prompting Guide & Examples (2026): Text, 4K, Grounding
A practical Nano Banana Pro prompting guide — structure prompts for ~94% text accuracy, grounded factual images, 4K and editing, with copy-paste API examples.
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Gemini Image Prompting Guide (2026): Nano Banana Tiers & Examples
How to prompt Google's Gemini image models (Nano Banana Pro, 2 and Lite) — pick the right tier, write for text and layout, and cut cost, with copy-paste examples.
Function Calling & Tool Use with LLMs (2026): A Practical Guide
How LLM function calling / tool use works — define tools, handle the model's tool calls, return results, and build agents. With a copy-paste example and best practices.
How to Call an AI API in Python (2026): Quickstart for Any Model
A copy-paste Python quickstart for calling LLMs, image and video models over one API — auth, requests, streaming, retries and switching models with a single line.
How to Call an AI API in Node.js (2026): JavaScript Quickstart
A copy-paste Node.js/JavaScript quickstart for calling LLMs, image and video models over one API — fetch, auth, streaming, retries, and switching models in one line.
Best AI API for Chatbots in 2026: Models, Cost & How to Build
How to choose an AI API for chatbots in 2026 — which models balance quality, latency and cost, plus streaming, tool use and the one-key setup to build and scale a bot.
Wan Prompting Guide & Examples (2026): Role-Play & Reference Video
A practical Wan 2.6 prompting guide — reference-to-video role-play, multi-shot narrative, audio-visual sync and identity retention, with copy-paste API examples.
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Seedream Prompting Guide & Examples (2026): Text, Layers, Refs
A practical Seedream 5.0 Pro prompting guide — structure prompts for legible multilingual text, layer-separated editing and up to 10 references, with copy-paste examples.
Kling Prompting Guide & Examples (2026): Camera, 4K, Multi-Shot
A practical Kling V3 prompting guide — structure prompts for camera movement, 4K detail, multi-shot sequences and image-to-video, with copy-paste API examples.
How to Get an OpenAI API Key in 2026 (Step by Step + Alternative)
Get an OpenAI API key from the platform dashboard, set up billing, keep it secure, make a test call, and compare a multi-model gateway alternative.
How to Get a Gemini API Key in 2026 (+ a Cheaper Way to Use It)
Step-by-step: get a Google Gemini API key via Google AI Studio, understand the free vs paid tier, then call Gemini for up to 30% less through one key with LinkModel.