Implementation notes, engineering decisions, and things that broke along the way.
14 articles
What mira-mode is, where it came from, and the loop I use when my coding agent keeps making the same mistake because of how its instructions are written.
ai-agents · agent-skills · reliability · platform-engineering
I ran 22 scripted scenarios against the main skill my coding agent follows. Three failed, each because of one sentence. Here is what I changed and what the reruns could not prove.
ai-agents · agent-skills · testing · reliability
SignalForge access model: source-bound tokens, three actors, one allowlisted fix policy.
ai · security · kubernetes · diagnostics · platform-engineering
SignalForge design: collect evidence first, run structured analysis, keep AI in a narrow role.
ai · reliability · observability · diagnostics · platform-engineering
Where PipelineHealer uses pattern matching vs an LLM, and why the split matters.
hackathon · ai-agents · ci-cd · devops · azure · architecture
Rocket.Chat migration to a new AKS cluster with Argo CD on OKE, Terraform remote state, Jenkins validation, and DNS cutover last.
kubernetes · gitops · argocd · terraform · aks · jenkins · migration
Five weeks building PipelineHealer for the AI Dev Days Hackathon: what worked, what surprised me, what I would change.
hackathon · ai-agents · ci-cd · devops · azure · retrospective · observability
Real CI failure walkthrough: webhook gating, pattern diagnosis, fix PR, ci-doctor timing gap, and the backfill sweep.
hackathon · ai-agents · ci-cd · github-actions · azure · devops · observability
How PipelineHealer parses GitHub Actions logs and gates remediation on confidence.
hackathon · ai-agents · ci-cd · github-actions · observability · prompt-engineering · devops
Local was easy. Azure was where the real systems work started: ACR auth, Container Apps revisions, webhook signatures, and production-safe defaults.
hackathon · azure · container-apps · ci-cd · devops · github-actions
Four PipelineHealer agents with typed contracts and pattern matching before LLM fallback.
hackathon · ai-agents · ci-cd · github-actions · azure · fastapi
PipelineHealer hackathon entry: webhook in, diagnosis, fix PR or structured issue out.
hackathon · ai-agents · devops · azure · github-actions
GitOps patterns from running Argo CD on OCI and Azure.
gitops · argocd · kubernetes · ci-cd
What this blog covers and how posts are structured.
portfolio · career · writing