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.
Coding & Building
Honest AI coding tools for non-developer freelancers — file automations, data cleaning, simple scripts, and the workflows that turn a designer or writer into someone who can ship a working tool by Friday. Field-tested for non-engineers.
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.
GGUF Quants: 3 Honest Speed Numbers for a Local AI Stack
Hugging Face shipped native GGUF support on September 22. What 40 tokens per second means for a one-person local stack.
Claude Opus 5.5: 5 Smart Reads on the New Lower Price
Anthropic’s new flagship got faster and cheaper on the same day. Here is what I checked before reacting.
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.
OpenAI Cursor Cutoff: 5 Smart Moves Before November 12
OpenAI pulls its models from Cursor on November 12. What that really breaks in a one-person coding setup.
Replit Free Mode: 4 Honest Numbers Behind the $20 Plan
Replit’s credit-free build mode arrived August 19. What it changes for a one-person shop, and what it quietly doesn’t.
Gemini 3.7 Flash: 3 Real Signals for a Coding Stack
Google cut the price in half and posted a real coding benchmark jump. Here’s whether it’s worth switching for.
NVIDIA NOOA: 4 Honest Signals for a Solo Coding Stack
A 253-line agent framework just beat two bigger ones on a real coding benchmark. Here’s why that matters.
Antigravity Agent IDE: 3 Honest Signals From Month Two
Eight weeks in, Google Antigravity still shares my coding stack with Claude Code, but only for specific jobs.
Claude Code Automation: 5 Real Wins From My Solo Stack
Six months on Claude Code, Max plan: the five automation wins that stuck, and the setup tax no one warns you about.
Cursor Composer 2.5: 4 Honest Signals From a Non-Developer Week
Cursor’s new Composer model claims smarter long-running tasks. Four signals from a non-developer’s CSV cleanup week.