How To Build a Real Agent Stacking Free AI API Tiers
A practical 2026 guide to stacking Gemini, Groq, Mistral, Cerebras, and OpenRouter free tiers into a real working AI agent. Limits, routing, and where it breaks.
JanitorAI JLLM Quality Drop in May 2026 Explained
JanitorAI’s JLLM quality dropped May 8 to 9 with repetition loops, homogenized voice, and refusals. Cause is the April architecture swap plus a dead GPU. Workarounds and the V2 timeline.
How to Run a Local Gmail Agent on AMD GAIA Today
AMD GAIA 0.17.6 ships a local Gmail triage agent that runs on your Ryzen AI PC. Install, connect, and triage your inbox with no cloud calls.
Perplexity vs ChatGPT for the Only $20 You Spend
Perplexity vs ChatGPT compared on search, creative output, pricing, and daily workflow. See which $20 subscription is worth keeping.
Build a Local AI Companion That Remembers Everything
Build a local AI companion with GWT cognitive architecture, ChromaDB memory, and Ollama. Full walkthrough with code and design decisions.
Kimi K2 Review After 30 Days of Coding Tests and Agent Work
Kimi K2 review after 30 days of coding and agent work. Real benchmarks, pricing math, where it beats GPT-5 and where it loses. Verdict inside.
How to Build a 5-Agent AI Content Business Without Writing Code
Build a 5-agent AI content business without writing code. Real architecture, costs, rate-limit fixes, and the failure modes nobody mentions.
Five Boring AI Agent Patterns That Survive the First Month in Production
Five infrastructure patterns that keep AI agents alive past the first month in production. Idempotency, postgres state, validation, cheap-first models, rate limits.
Character AI Login Loops Are Back After the PipSqueak 2 Rollout
Character AI login loops and Cloudflare verification glitches keep hitting users since the PipSqueak 2 rollout. Here is what is happening and how to get back in.
Best AI Voice Generator 2026 Compared on Realism Cloning and Price
ElevenLabs vs Murf vs Speechify vs Descript compared on voice realism, cloning, languages, and pricing. The best AI voice generator for each use case in 2026.
