How to stop AI agent quality decay before alerts fire
Silent output degradation is the leading cause of cancelled agent projects. Score per span, baseline tool calls, and trace full paths to catch it early.
Prefactor Blog6 min read
AI agents
5,226 stories
How to evaluate agent behavior under model jailbreaks
Activity schemas and validation suites let you catch policy violations and capability regressions in AI agents before they reach production.
Prefactor Blog6 min readHow to detect agent misbehavior in production at scale
Behavior deviation detection, reasoning artifact capture, and adversarial prompt detection run continuously so human reviewers act on signals, not haystacks.
Prefactor Blog6 min readHow to detect unauthorized AI agent actions in production
Span-based instrumentation and activity schemas surface prompt injection, unauthorized access, and multi-turn drift before incidents compound.
Prefactor Blog8 min readAI agent audit trails: what to capture and how to use it
Span records, not prompt logs, are what make AI agent investigations possible. Each field you skip is a gap you cannot close after the fact.
Prefactor Blog6 min readAI Email Agents: How to Automate Triage, Drafting, Follow-Ups and Your Inbox
Learn how AI email agents automate triage, drafting, sending, and follow-ups with risk-based approvals, observability, and secure inbox operations.
Rerun Blog13 min read27 AI Phone Agent With Live Human Handoff for Complex Calls
AI Phone Agent With Live Human Handoff for Complex Calls keeps support operations leaders from losing CSAT scores to stranded caller failures.
Bland AI Blog25 min readI Traced One Request Through an AI Agent (Step by Step)
Most explanations of agentic AI systems stay at a high conceptual level. In this video, I trace a single user request step-by-step through a production-level agentic AI state machine from start to finish. I break down the three core components that make AI agents deterministic and reliable: 1.
The One AI ArchitectAI & the Future of the Web
Will AI destroy the web? In this video I discuss how this may slowly occur as AI disrupts the web’s search-and-visit business model, we transition from GUIs to agentic computing interfaces, and generative AI really takes hold . . .
ExplainingComputersTrending Open-Source GitHub Projects : Cilium, Cline, n8n, Omarchy & VoiceStudio #294
👉 AI Agents Studio : https://www.youtube.com/channel/UCAawqobkJZ28OLcYcMgqYaw?sub_confirmation=1 "This video covers top trending open-source GitHub projects this week, focused on developer productivity, local tools, performance, and AI workflow improvement.
Manu AGIFuture of Data Engineers After GPT-6 Astra (True Talk By Ansh Lamba)
Future of Data Engineers | Data Engineering | GPT-6 Astra | AI Data Engineer What you will learn? This video talks about the key areas where Data Engineers need to focus on after GPT-6 Astra as this is a powerful model that can perform a lot of Data Engineering tasks.
Ansh Lamba JSRIdentity Management Systems: A 2026 Guide for Enterprises
You probably started with one login and one workload. Then the business got real. A founder launches a personal AI agent, adds a customer-facing dashboard, hires a contractor, spins up a second client environment, and suddenly access lives in five places. One person signs in with Google.
Donely Blog15 min readOpenAI published six ways its agents cheated. The cheapest defence is a permission your agent never had.
Today's haul: 20 tools · 20 resources · 30 reads · 22 numbers · 35 things that happened. Every tool, resource and read below has a working link. No link, no listing.
MakersClaw Blog23 min readDeepfake Call Detection: AI Phone Agent vs Voice Fraud 2026
How your AI phone agent defends against deepfake voice fraud — five defense layers, a real-world case study and a 7-day implementation checklist
Famulor Blog11 min readReducing AI Workflow Latency: Patterns That Actually Work
Learn how to reduce AI workflow latency with production patterns for latency optimization: model routing, caching, parallel execution, timeouts, and budgets.
n8n Blog8 min readAI Agent APIs: How to Connect, Control, and Run Agents Programmatically
A practical, vendor-neutral guide to the API contract behind controllable agent runs, including lifecycle state, events, approvals, cancellation, observability, and auditability.
Rerun Blog13 min readTop Open-Source GitHub Projects : Ghidra, Home Assistant, LibreChat, Coder & supervision #293
👉 AI Agents Studio : https://www.youtube.com/channel/UCAawqobkJZ28OLcYcMgqYaw?sub_confirmation=1 "This video covers the top trending open-source GitHub projects this week, picked for practical developer productivity.
Manu AGIHow to Automate WhatsApp Message Workflows That Scale
Your WhatsApp inbox usually doesn't get noisy all at once. It creeps up. A few leads from ads. Support follow-ups. Appointment reminders. Payment confirmations.
Donely Blog17 min read
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