When a new GitLab CVE hit, Aikido was the first to inform Engel & Völkers about it, even before their dedicated vulnerability management tool did.
"Aikido isn't even responsible for telling us about that. It's responsible for issues in our code. But it was the first service to report it," says Elizaveta Katiushina, Security Engineer.
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holy sh*t, i just turned Opus 5.5 harness engineering into a 600-block playbook so you can steal the blueprint for your next AI agent
every AI builder can steal the harness blueprint
600 patterns and checks across context, tools, control, state, evals and recovery
the patterns to steal:
→ define the deliverable and acceptance checks before execution
→ load relevant context and trim stale tool output
→ give each tool a clear contract and scoped permissions
→ detect repeated failures and agent-loop stagnation
→ checkpoint progress before a session ends
→ resume from saved state after interruptions
→ test the actual output against the task requirements
→ preserve artifacts and evidence for the next session
the architecture:
Opus reasons → the harness manages context and execution → tools act → evals check the result
the part builders should steal:
task → plan → act → verify → checkpoint → continue
start with one workflow:
build a feature, run its tests, save the working state, then resume in a fresh session
record what changed, what passed, what remains and the next action
that handoff gives the next session a concrete place to start
pick the blocks your workflow needs and measure what each one improves
save this, then read the full guide for Opus 5.5 Harness Engineering ↓