ModelsLab Blog
Technical guides, API tutorials, model release notes, and engineering deep-dives from the ModelsLab team.
Gemini 3 Pro Preview Shutdown: Migration Guide to Gemini 3.1 Pro
Google shut down Gemini 3 Pro Preview on March 9, 2026. This step-by-step migration guide covers everything developers need to update: model strings, SDK changes, thinking parameter migration, breaking changes, and a complete checklist.
Adhik Joshi
ModelsLab with Vercel AI SDK: No Package Required
ModelsLab's API is fully OpenAI-compatible, so it works directly with the Vercel AI SDK's OpenAI provider. This guide shows you how to set it up with just a baseURL change — no custom package required.
Adhik Joshi
Why Your LLM API Returns Plausible Code, Not Correct Code
LLMs optimize for plausibility, not correctness — producing code that looks right but harbors hallucinated APIs, logic errors, and security flaws. Here are the five failure modes every developer must know and a systematic verification approach to catch them.
Adhik Joshi
Run 10 Coding Agents in Parallel: Superset IDE Setup (2026)
Superset IDE lets you run Claude Code, Codex CLI, and custom agents simultaneously in isolated worktrees. Full setup guide + how to build cost-efficient custom agents.
Adhik Joshi
Claude Code Context Limits: How Context Gateway Fixes the Compaction Wait
Context Gateway pre-computes Claude Code compaction summaries in the background. No more wait. Full setup guide with ModelsLab LLM API as the summarizer model.
Adhik Joshi
Why AI Makes Good Developers Great (and Everyone Nervous)
The developer job market is K-shaped. API fluency separates thriving developers from struggling ones. Here's what's working and how to ship it in 2026.
Adhik Joshi
llama-swap vs Ollama vs LM Studio: Which Local LLM Tool?
Tired of juggling Ollama and LM Studio? llama-swap hot-swaps any OpenAI-compatible model with one config file. See what each does and when to use them.
Adhik Joshi
AI Coding Agents Are Gaming Benchmarks and Breaking Production (2026)
How AI coding agents fail in production: real DB wipes, inflated SWE-bench scores, multi-agent deception, and practical guardrails developers need in 2026.
Adhik Joshi
3 AI Portfolio Projects That Get Developers Hired in 2026
Build 3 standout AI projects for your developer portfolio. Real code, real APIs. Image generation, video creation, and voice apps that hiring managers notice.
Adhik Joshi
OpenAI Is Killing DALL-E. Here's What Developers Are Switching To
DALL-E API deprecates May 12, 2026. Compare the top alternatives developers are switching to: ModelsLab, Stability AI, Ideogram, and Replicate.
Adhik Joshi
MCP Goes Mainstream: Google gRPC + NIST Agent Security (2026)
Google pushed gRPC into MCP and NIST closes AI agent security comments March 9. Here is what enterprise developers need to know before shipping production agents.
Adhik Joshi
Fluxgram V1.0 Prompt Guide: Best Prompts for Photorealistic Portraits (2026)
Adhik Joshi