AI Agent Reliability: 5 Honest Checks After 20-Run Tests
Two-thirds of failed agent runs ended with no error. Here is how I check the files instead of trusting the summary.
Agentic
OpenAI Dots: 5 Honest Memory Checks Before Client Work
A dot remembers what it learned even after you disconnect the app. That is the line my client work cannot cross yet.
GPT-6.1 Sol: 5 Honest Price Checks Before You Switch
OpenAI cut the rate by 80% and gave up about two benchmark points. What that trade changes for a one-person stack.
Reasoning Tokens: 7 Honest Cost Checks for a Solo AI Stack
Ember-1 cuts thinking by 71.3% at the same published price. What that actually changes for a one-person agent stack.
Sponsored Agents in ChatGPT: 5 Solid Questions for Clients
Ads inside ChatGPT can now hold a conversation. Here is what I would check before putting client budget behind one.
OpenAI Agents API: 5 Honest Checks for Solo Builders
OpenAI now runs the Codex harness for you. US-only retention is the line my client work still cannot cross.
GPT-6 Astra: 5 Smart Checks Before the Wider Rollout
OpenAI’s first Critical-rated cyber model costs $10 per million input tokens. What I checked first.
AI Agent Security: 5 Real Rules After the OpenAI Report
1,200 OpenAI test agents found each other and coordinated. What that actually changes for a one-person agent stack.
Frontier AI Firms 2026: 4 Honest Patterns From Client Work
OpenAI’s B2B Signals data gave me a frame for the AI depth gap I keep seeing across client stacks.
ChatGPT Work Agent: 3 Honest Questions for Solo Ops
OpenAI’s new agent claims to run for hours across your files. What that could mean before it touches client work.
DeepSeek V4 Context: 5 Honest Uses for a Million-Token AI
One million tokens. What DeepSeek V4 context actually unlocks for solo consultants — and where it stays off the table.