How to keep AI agents from running out of control in production
10/31/2026 — 11/02, 17:23·2 sources (all)·2 reports (all)
Key takeaways
- A newer piece uses an Insights Agent on Mattrx, orchestrated with LangGraph and traced with Langfuse, to map what agents need before reachin…
Latest turnUsing the Insights agent on his Mattrx analytics platform, orchestrated with LangGraph and traced with Langfuse, the author breaks down what separates a demo agent from a production one: the loop, planning, tool use, memory, reflection, and guardrails. Typical failures include looping on ambiguous tasks, calling tools that don't exist, burning tokens on a single question, and taking destructive write actions. The advice: give the agent only the capability it needs for the next decision.
- Heat index
- 25
- All sources
- 2
- All reports
- 2
- First seen
- 6 days ago
Reports on this story headlines open the original
Using the Insights agent on his Mattrx analytics platform, orchestrated with LangGraph and traced with Langfuse, the author breaks down what separates a demo agent from a production one: the loop, planning, tool use, memory, reflection, and guardrails. Typical failures include looping on ambiguous tasks, calling tools that don't exist, burning tokens on a single question, and taking destructive write actions. The advice: give the agent only the capability it needs for the next decision.
DEV Community · AIAI score 61
An agent doesn't run tools itself: the model issues the call and the application executes it. This long-form post walks through the full path from a single Function Calling round to production-grade tool orchestration, with runnable code and a symptom-cause-fix troubleshooting table covering tool descriptions and parameter validation.
掘金AI score 52
Other stories people are talking about
- Heat index 840OpenAI ships Images 2.6 with GIF and SVG output15 sources
- Heat index 675OpenAI says its cyber model pipeline confirmed 1,724 Linux kernel flaws and generated 948 privilege-escalation exploits11 sources
- Heat index 642RisingOpenAI GPT-5.6 Brings Major Agentic and Computer Use Upgrades13 sources
- Heat index 633RisingCat Wu, product lead for Claude Code, joins OpenAI9 sources
- Heat index 630NewSurgeOpenAI releases GPT-6 Cyber cybersecurity model7 sources
How is heat calculated?About the methodHide
Heat counts how many independent sources covered a story in the last 48 hours: one source counts once no matter how many posts it published, decaying with a 24-hour half-life. What ranks first is what many people are talking about.
This page aggregates public feeds. Headlines and summaries are machine-organized and remain the property of the original authors; verify important facts at the source. If you believe a headline or summary infringes your rights, email the contact address in the footer with the page URL and basis of your claim, and we will remove or replace it after review.
- Surge
- Discussion rising fast
- New
- First report within 6 hours
- Rising
- Still gathering discussion