ModelsLab Blog
Technical guides, API tutorials, model release notes, and engineering deep-dives from the ModelsLab team.

SkyReels V4 API: Animate Images into Professional Video Content
SkyReels V4 Image To Video API brings still images to life with natural motion, cinematic camera movements, and professional animation quality. Multiple resolutions available on ModelsLab
Ajit Kulkarni
Claude Code CVEs: Two Critical Vulnerabilities Developers Need to Patch Now
Two critical vulnerabilities in Claude Code are being actively exploited. CVE-2025-59536 (CVSS 8.7) enables remote code execution. CVE-2026-21852 steals API credentials. Update to 2.0.65 now.

Lyria 3 API: Generate AI Music from Text and Images
Google's newest music generation model is here. Feed it a text prompt — or even a reference image — and get a 30-second studio-quality track back in seconds.
Ajit Kulkarni
Google just made AI video affordable for everyone with VEO 3.1 Lite

Hot-Swap Local LLMs Instantly: llama-swap Setup Guide (2026)
llama-swap lets you hot-swap between multiple local LLMs through a single OpenAI-compatible endpoint. This guide covers installation, configuration, and advanced features like model groups and TTL-based unloading.

AI Image Generation API: A Complete Guide for Developers in 2026
A comprehensive developer guide to AI image generation APIs in 2026, covering model comparisons, pricing, Python and JavaScript code examples, and production best practices for integrating FLUX, Stable Diffusion, and GPT Image into your applications.

Claude Code for API Teams: Safe Patterns That Work
The playbook for API teams using Claude Code effectively. Covers permission scoping, test-first development, sandbox mode, hooks, code review workflows, and deployment patterns that consistently produce good outcomes.

Claude Code Deleted 2.5 Years of Data: Safe Patterns for API Teams
A developer's Claude Code session wiped 2.5 years of production data with a single Terraform command. Here are the safe patterns, permission configurations, and review checklists every API team should adopt before using AI coding agents.

Karpathy autoresearch on H100 GPUs: Overnight ML Experiments
Andrej Karpathy's autoresearch lets AI agents run 80-100 ML experiments overnight on a single H100 GPU, autonomously modifying code, training models, and keeping only the changes that improve results.

GPT-5.4 vs ModelsLab API: What Developers Are Missing
GPT-5.4 is impressive, but locking your entire AI stack to one provider is a strategic risk. ModelsLab gives developers access to GPT plus Claude, Llama, Mistral, and 100,000+ models through a single API integration.

Gemini 3 Pro Preview Deprecated March 9: What Developers Are Switching To
Google retired Gemini 3 Pro Preview on March 9, 2026, forcing developers onto an unstable replacement. Here is what the migration looks like, what is breaking, and why teams are switching to multi-model platforms to avoid the next deprecation cycle.
