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Beyond Monolithic Memory: Implementing a Dual-Tier (L1/L2) Architecture for High-Performance AI Agents
Beyond Monolithic Memory: Implementing a Dual-Tier (L1/L2) Architecture for High-Performance AI Agen…
I took credentials away from my agents. They still act on mail and Slack on my behalf.
A common MCP setup carries auth the same way: create an API key, paste it into mcp.json or an .env f…
I Compared 6 AI Pentesting Tools. Here's How to Actually Tell Them Apart
A year ago, "AI pentesting" barely meant anything. In 2026 it means at least six different products …
![## LoRA Not Working: Easy Troubleshooting Guide To Prevent Hours Of Frustration [Definitive Guide]](https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F811pydbnkquxh8irqh92.png)
## LoRA Not Working: Easy Troubleshooting Guide To Prevent Hours Of Frustration [Definitive Guide]
There can be multiple reasons why your LoRA might not be working, including a missing or incorrect t…
A Transparent Codex Bug-Reproduction Comparison: 6/14 vs 14/14
I make an open-source bug-reproduction workflow for coding agents. I wanted to test whether it chang…
Оплатить подписку Chat GPT из России — не то же самое, что API-биллинг
Запрос «оплатить подписку chat gpt» и его перевёрнутый вариант «chat gpt оплатить подписку» выглядят…
The Model Zoo: Why We Have 100,000 Variants of the Same Architecture
You search for "Llama 3" on Hugging Face. You find thousands of variants. Fine-tuned for coding. Fin…
Business Phone Without Per-Seat Pricing: What It Costs and How to Switch
A business phone without per-seat pricing is a phone service that charges one flat monthly rate no m…
Stop Code Reviewing in the Dark: How Claude Became My Unofficial Senior Dev
You know that feeling when you ship code and three days later you're staring at a Slack message sayi…
Why Next-Gen Models Like Kimi Need Deterministic AI Kernels
The AI landscape moves at a breakneck speed. Every few weeks, a new frontier model or an ultra-effic…
Building Agent Thunderdome: Real AI Agent-to-Agent Micropayments on Hedera Testnet Using x402
A technical deep-dive into building a live, autonomous AI agent negotiation arena where every betray…
Gate your AI agents' token cost in CI — before the bill, not after
A multi-agent run doesn't fail loudly when it gets expensive. It just quietly costs more. One extra…