GhostApproval shows when the agent diff lies
In 2026, Wiz tested 6 coding assistants; learn how to review symlinks, sandboxing, and approvals before agents write outside the workspace.
Accepting new clients
You run the business.
I handle the software.
I'm Samuel Fajreldines, a senior software engineer. Growing U.S. businesses hire my team to become their software department, not a vendor they rehire every quarter. I set the technical direction, my team builds and ships, and I stay accountable for everything that goes out.
- From $5,000/month
- Ongoing, not a project
- My team handles delivery
Articles — Page 7
Articles
Unknown repos need an agent quarantine step
In 2026, 0DIN showed a payload outside the repo; use agent quarantine with sandboxing, denied network, and no setup secrets.
MCP allowlists keep coding agents on rails
In 2026, MCP research found 57 threats; use tool allowlists, private registries, CI gates, and logs for coding agents.
When CI sends the failure back to the agent
Build a self-correcting agent loop in CI with short logs, sandbox, retry limits, and reviewable PR proof without opening broad diffs or losing control.
Executable specs make coding agents obey
In 2026, GitLab found 85% see review as the bottleneck; use executable specs so coding agents prove each change.
