I Ran 6 MCP Servers Behind One Agent. Here's What the Token Bill Actually Looked Like.
Six MCP servers, one agent, 41k tool calls. The token bill math, the transport tradeoffs, the OAuth traps, and the four changes that cut per-session cost 53%.
Six MCP servers, one agent, 41k tool calls. The token bill math, the transport tradeoffs, the OAuth traps, and the four changes that cut per-session cost 53%.
The brain layer was scoring high because the test was leaking. The actual capability was being...
For the last few months, I’ve been obsessed with a specific problem: the friction between privacy and...
An ARC Prize 2026 builder's log entry. I spent two work sessions reasoning from two 'facts' about my own code that were both false. Checking them against the artifact took an hour....
Streaming usage, cache token semantics, serverless flushes, cancelled streams, stale price tables — the five metering bugs I hit building LLM cost tracking, with fixes for each.
For decades, software was designed around one assumption: A human would be the one using it. That...
ZenRows gives LangChain agents reliable access to the real web. The langchain-zenrows package exposes...
Reasoning models are supposed to be better at hard tasks because they “think” before answering. In...
What if the biggest problem with AI coding assistants isn't the AI... but the way we write our...
I ran 1,790 measurements across five AI engines — for my own company and for a devtools category with...
10 paper AI nổi bật nhất trên Hugging Face hôm nay: video thời gian thực, benchmark agent...
It started as a small experiment. I had been working with AI for about eight months at that point....
A good human in the loop for coding agents is more than a wall of "approve?" prompts. It is a system where the human only has to catch the mistakes…
Running multiple Claude Code agents at once is fine until two of them edit the same file. Git worktrees are the fix — here is the practical workflow, and where the overhead still l...
A no-code platform that generates code sounds like a contradiction. It isn't — but it pays to be...
How to Automate Google Search Console Indexing in Under 5 Minutes (with Python) In the...
Under the Hood: Why We Built an AI-Powered App Optimizer for React Native & Apple OS...
How to use AI-powered editors like Cursor without losing your ability to debug and maintain your own code.
Originally published on NextFuture LLM spend is an engineering variable, not a fixed bill — one...
Ever wish you could route Claude Code through multiple AI providers—NVIDIA NIM, OpenCode Zen, Agnes...
VetoBench measures the one thing memory benchmarks skip: when a task invites an approach your team already ruled out, does the agent propose it again? Here's how RoBrain and Mem0 d...
Machine learning models keep getting more accurate — and more opaque. A gradient-boosted ensemble or...
AI inference at the edge is often discussed as if every industrial IoT project should move...
Part 6 of Claude Code, Beyond the Prompt — patterns from running a live automated trading system on...