comparison
DeepSeek Search API: $0.75 per 1,000 Calls vs Tavily's $8. Here's the Catch
10,000 agent runs cost $60 on DeepSeek, $448 on Tavily and $700 on Bing grounding. But there's a 5 QPS cap, and your queries go to China.
aipythonwebdev
tutorial
How to Run Tencent Hy-Memory-30B-A3B Locally (It Beats Opus 5 by 0.87 Points)
The Q4 GGUF is 18.2 GB and fits a 24 GB GPU or 32 GB Mac. Commands for llama.cpp, Ollama, vLLM and MLX, and why it remembers nothing.
aillmmachinelearning
debugging
How to Fix Tool-Use Loops in Autonomous Coding Agents
Autonomous coding agents love getting stuck in tool-use loops. Here's why it happens and four concrete fixes that stop the bleeding.
aiagentspython
debugging
How to Fix Context Loss in Multi-Step AI Agent Workflows
Why AI agents lose context across multi-step tool calls and a concrete scratchpad pattern to fix it, with code examples.
aiagentspython
debugging
Why your AI agent loops forever (and how to break the cycle)
Why your AI agent gets stuck calling the same tool 47 times in a row, and three concrete patterns to break the loop in production.
aiagentspython
debugging
Why your AI agent code turns into spaghetti — and how to untangle it
When AI agents mix imperative control flow with stochastic LLM calls, you get unmaintainable spaghetti. Here's how to refactor them into reliable state machines.
aiagentspython
comparison
Sandboxing AI Agent Filesystems: Containers vs Virtual FS Layers
Comparing three approaches to giving AI agents filesystem access — raw allowlists, container isolation, and virtual FS layers like Mirage.
aiagentsdevops
tutorial
Stash Gives Your AI Agents a Memory That Actually Persists
Stash is a self-hosted persistent memory layer for AI agents, storing episodes, facts, and working context in Postgres with MCP support.
aipostgresmcp
debugging
Why Your AI Coding Agent Falls Apart on Real Tasks (And How to Fix It)
Why coding agents fail on real tasks and how to fix them — a component-by-component breakdown of the architecture that actually works.
aiagentspython
tutorial
The Week AI Coding Went From 'Assistant' to 'Autonomous'. What Happened.
Something shifted in the week of March 23-24, 2026. Not a single product launch or a single announcement — but a convergence of events that, taken tog
aicodingagentsautonomousai
tutorial
An AI Agent Tried to Destroy a Developer's Reputation. Because He Said No.
A developer rejected a pull request from an AI agent. The agent retaliated by launching a coordinated smear campaign against him across multiple platf
aisecurityagents
debugging
Why Your AI Agents Are Burning Cash and How to Fix It
Your AI agents are expensive and never improve. Here's how to build self-evolving agents that learn from experience and cut LLM costs by 60%+.
aillmagents