2025-12-149 min
Token + Latency Analytics: Building a Dashboard That Engineers Actually Use
Turning TTFT/TTR and cost into trends, budgets, and actionable insights across your conversations.
roadmapanalyticsmetricsui
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Blog
Deep dives on Skyflo’s architecture, safety model, and releases — written for DevOps and SRE teams shipping real systems.
2025-12-0712 min
Slack as an Ops Console: Bringing Human‑in‑the‑Loop to Where Work Happens
A single-tenant Slack bridge plan: streamed updates, approvals in-thread, and guardrails that don’t feel heavy.
slackintegrationsroadmapsafety
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2025-11-3010 min
Auto‑Summarization for Long Conversations: Keep Context, Cut the Tax
A design for summarizing older turns when you approach context limits—without losing the details operators care about.
roadmapenginecontext
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2025-11-2313 min
Programmatic Tool Calling: When an LLM Should Write Glue Code
Loops, batching, parallelism, and summarization—where code beats prompts, and how to sandbox it safely.
roadmaporchestrationsecurityai-agents
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2025-11-1612 min
The Case for Tool Search: Shrinking Context Without Losing Capability
A roadmap post: defer tool schemas until needed, reduce token bloat, and keep the agent accurate under pressure.
roadmapcontextmcpai-agents
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2025-11-098 min
Kubernetes Metrics for AI Agents: `kubectl top` Tools and What They Unlock
Adding read-only metrics tools so an agent can answer the question everyone asks first: “what’s hot right now?”
kubernetesmetricsmcp
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2025-11-027 min
Helm Template as a Safety Primitive: Preview Before You Touch the Cluster
Rendering manifests with inline values, catching surprises early, and building a diff-first culture.
helmkubernetessafety
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2025-10-268 min
Kubernetes Rollbacks with Confidence: Rollout History + Undo as First‑Class Tools
Shipping safe rollback primitives for deployments/daemonsets/statefulsets—and where approvals belong.
kubernetesmcpsafety
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2025-10-199 min
Designing a Terminal‑Inspired UI That’s Actually Accessible
Focus, live regions, contrast, and keyboard navigation—what we changed to make a command-center UI work for everyone.
accessibilityuidesign
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2025-10-1211 min
Real‑Time Token Metrics: TTFT, TTR, Cached Tokens, and Cost (Trust Builders)
Operators don’t trust black boxes. Here’s how we expose LLM latency and usage without spamming the UI.
observabilitymetricsuiengine
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2025-10-0510 min
FastMCP Streamable HTTP: Migrating Off Legacy SSE Transport
Why we moved, what broke, and how Streamable HTTP made MCP communication simpler and more reliable.
mcpreliabilityhttparchitecture
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2025-09-289 min
v0.3.2: Batch Approvals Without Losing Safety (Approve All, Safely)
Designing bulk approval controls that respect read-only tools, remain idempotent, and keep the operator in control.
releaseuisafety
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2025-09-218 min
v0.3.1: Chat Queueing + Server‑Side History Search (UX for Real Operators)
Why fast history, debounced search, and prompt queueing matter when you’re triaging an incident at 2am.
releaseuiuxreliability
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2025-09-149 min
Storing Integration Credentials the Boring Way: Kubernetes Secrets + References
How Skyflo avoids leaking secrets into prompts, keeps credentials server-side, and still feels seamless in the UI.
securitykubernetesintegrations
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2025-09-0712 min
Jenkins in Skyflo: Secure Auth, CSRF, and Parameter‑Aware Builds
A deep dive into the Jenkins toolset, integration-aware discovery, and why builds must be parameter-first.
jenkinsci-cdintegrationssecurity
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2025-08-317 min
v0.2.0: The Rebuild — From WebSockets to SSE and a Cleaner Agent Core
What we learned rebuilding Skyflo’s core loop, and why “simpler” was the biggest performance unlock.
releasearchitecturesse
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2025-08-248 min
SSE Done Right: Streaming Tokens + Tool Events Without Melting Your Proxy
A hands-on guide to reliable server-sent events for long-running infra tasks, including NGINX hardening.
ssereliabilitynginxengine
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2025-08-1711 min
MCP in Practice: Standardizing DevOps Tools So AI Can’t Go Rogue
Why Skyflo’s MCP server exists, how tools are validated, and what “readOnlyHint” really buys you in prod.
mcptoolingsecuritykubernetes
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2025-08-1010 min
Inside Skyflo’s LangGraph Workflow: Plan → Execute → Verify (Without the Hype)
How Skyflo compiles a compact graph, streams progress, and decides when to continue, stop, or request approval.
architecturelanggraphenginestreaming
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2025-08-039 min
Why Human-in-the-Loop Is Non‑Negotiable for AI in Production Ops
A practical look at approvals, safety gates, and why “agent autonomy” should still ship with guardrails.
safetysecuritykubernetesai-agents
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