Practical blueprints, architecture guides, and technical insights for modern autonomous workflows.
Tenant IDs cannot live in prompts alone. Build authorization-first retrieval, isolated memory and caches, server-side tool gating, and deterministic row-level enforcement.
Limits do not kill creativity. They finish it. A practical constraint system for turning vague ideas into shipped work instead of endless options.
Containers alone are not an agent security model. Build layered isolation with default-deny policy, brokered credentials, controlled egress, and escape tests.
In 2026, build-in-public works as a long-horizon trust archive—specific numbers, owned posts, weekly cadence—not as a daily performance of shipping.
Crash-safe agent loops journal every model and tool step, emit OpenTelemetry GenAI spans, and make writes safe to replay.
Agent spend is driven by workflow shape, retries, context, and waiting—not just model prices. Build budgets, routing, attribution, and outcome-based cost controls.
Context compaction keeps agents running, but can silently erase the policies that keep them safe. Build pinned constraints, provenance-aware memory, checkpoints, and replay.
Ship Agent Cards, task states, and signed discovery for cross-team agents. Keep MCP for tools. Skip A2A when the hop cost is not worth it.
A practical post-production system for turning one B2B recording into polished long-form video, Shorts, social clips, captions, thumbnails, and platform-native posts.
The biggest content bottleneck is rarely creativity. Learn how to connect ideation, scripting, editing, repurposing and publishing into a practical content automation system.
Pass/fail accuracy is not enough for production agents. Build a reliability harness that measures consistency, robustness, predictability, and bounded failure harm.
Put a gateway between agents and MCP servers so tokens stay short-lived, tools stay allowlisted, and every call is audited.
