9 min read
The three-layer security stack I use when…
Wiped databases, mass-deleted inboxes, leaked tokens. Prompts did not stop any of it. Here is the infrastructure, runtime, and network defense-in-depth stack teams are shipping instead.
6 min read
AI agent credentials belong in a vault,…
Twelve million servers leak .env files to the open web. When you give an agent Gmail, CRM, and Slack access, local plaintext tokens turn a config mistake into a company-wide breach.
5 min read
Why learning AI agents still wins promotions…
Dharmesh Shah argues agent skills are the next career moat. After shipping agents for clients, I agree on the skill gap, but the bar is workflow design, not another chat subscription.
6 min read
Browse-capable AI agents turn every webpage into…
When an agent can fetch URLs, read local files, and send messages in one session, a malicious page can steer all three. Promptfoo's OpenClaw lab shows why browsing and outbound action must not share one trust boundary.
6 min read
Why solo AI agents break when you…
Solo coding agents like Claude Code and Cursor are brilliant for one power user. At team scale, context compaction, siloed memory, and local credentials turn small wins into operational risk.
7 min read
AI agents vs RPA: when UI bots…
A builder's map of robotic process automation versus LLM agents. Where classic bots fail on changing UIs, when deterministic RPA is still cheaper, and how hybrid workflows keep models from touching money or ledgers alone.
7 min read
What is an AI agent? A business…
An AI agent is a model plus tools, memory, and a goal. See how that differs from a chatbot, where agents win in sales and support, and what to ask before you connect one to your CRM.
7 min read
AI agents vs chatbots: when answering is…
A practical decision guide for operators. Chatbots answer from your docs. Agents book, update CRM, and finish multi-step work. Pick by outcome, not by the fanciest demo.
4 min read
How to record a Claude Skill in…
Claude desktop Cowork can watch your screen, package a narrated workflow into a reusable Skill, and schedule it. Here is the recording script I would use for client ops tasks.
5 min read
Claude Cowork background tasks now run on…
Anthropic moved Claude Cowork sessions to the cloud so tasks keep running after you close your laptop. Scheduled jobs can fire with no device online, and you can steer from your phone when Claude needs a decision.
5 min read
Sakana Fugu turns model routing into one…
Fugu is a learned orchestrator that picks frontier models per step, swaps providers when export controls bite, and ships as a single API call. Here is how I would wire it into a production agent stack.
6 min read
OpenClaw deleted 200 emails because compaction dropped…
Meta alignment lead Summer Yue told her OpenClaw agent to suggest inbox cleanup, not execute it. Context compaction erased that constraint. Here's what operators should copy from the incident.
5 min read
12 million exposed .env files are a…
Mysterium VPN found over 12 million IPs serving public .env files with API keys and DB passwords. Local agents that read plaintext secrets multiply that risk. Here is how I vault credentials for production agents.