How agent budget control should work in production Most budget failures do not look dramatic at first. They start as an extra retry, one more tool call, or a bigger model stepping in for work a smaller one could have handled. By the time a team notices, the run has already burned through money…
I Found a Cost Blind Spot in an Open-Source Agent Framework I was building cost attribution for AI agents on AWS when I ran into a gap in the open-source Strands Agents SDK: the framework knew how to talk to Amazon Bedrock models, but it didn't know which family some of them belonged to. That…
The Real Moat Is Being the Tool Your Agent Reaches For Four repos on today's GitHub Trending tell you everything you need to know about where the money is moving. agency-agents — a bundle of agent persona templates — sits at 157,000 stars. caveman — a proxy that makes coding agents talk in…
Your AI agent just published a support ticket. HTTP 200. The agent said "ticket created." But when you check the ticketing system, nothing is there. This is the gap most monitoring misses. The Contract Your Agent Makes (and Breaks Silently) When you run an LLM agent that takes real-world…
An attacker sent Grok a free NFT, posted a message in Morse code, and walked away with roughly 3 billion DRB tokens, about $174,000 . Nobody stole a private key and no smart contract had a bug. One AI agent translated some dots and dashes in public. A second AI agent read that translation as an…
How to Set Up ViciDial Scheduled Callbacks — Agent & Campaign Level Master both agent-initiated and campaign-level scheduled callbacks in ViciDial, including database configuration, Asterisk dialplan setup, and production troubleshooting. Prerequisites Before implementing scheduled callbacks…
Today's GitHub Trending surfaced a pattern that's been building for weeks: agent capabilities are stacking up at an accelerating rate, but the governance layer isn't keeping up. The Pattern on Trending Today Three repos tell the story: calesthio/OpenMontage — 700+ agent skill and…
You have house rules for your coding agent: how commit messages should look, what a code review should check, how meeting notes should be structured. So you paste them into the chat at the start of every session — and by message ten the agent has drifted anyway. Next session, you paste again. The…