Ashis Kumar Baral

Production AI agents need more than a clever prompt — they need evals, guardrails, and observability on cloud platforms, aligned with deployment automation practices.

Start with evals​

Define golden tasks before tuning prompts. Regression-test tool routing and citation quality on every release — the same discipline as open-source contributions.

Operate like any service​

Set SLOs on latency and error rate. Route models by cost and capability. Never log secrets or raw PII in traces.

await agent.run({ input, maxSteps: 8, timeoutMs: 30_000 });

Pair agent APIs with SEO and web design docs so integrators find your guides quickly.

Platform teams win when application developers don't think about clusters — they think about services on cloud platforms, with deployment automation handling promotion.

GitOps by default​

Declarative manifests in git, reconciled by controllers, give you audit trails and painless rollbacks — a core pattern in deployment automation.

Guardrails, not gatekeeping​

NetworkPolicies, resource quotas, and approved base images reduce incidents without blocking velocity.

resources:
  requests:
    cpu: 100m
    memory: 128Mi
  limits:
    cpu: 500m
    memory: 512Mi

Open-source technologies (Helm, Kustomize, Crossplane) keep platforms portable across clouds. Document runbooks with the same clarity as your public developer docs.

Developer docs are content products. SEO and web design together help readers discover guides on open-source technologies, cloud platforms, AI agents, deployment automation, and more.

Metadata matters​

Every doc and blog post should have a unique description in front matter. Example site-wide copy:

---
description: Developer docs and guides for open-source technologies, cloud platforms, AI agents, deployment automation, web design, and SEO.
---

Use canonical URLs, sitemaps, and stable paths — see the SEO overview.

Performance is SEO​

Core Web Vitals affect rankings. Static generation, font subsetting, and edge caching keep docs snappy — especially on Docusaurus sites like ashis.site.

Pair great content with local search so developers find answers in milliseconds.