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Cover image for "Same model tier on every step kills ROI."
OS
Omar Singh, Bootcamp Certificate3/24/2026
MLOps Engineer · Consulting
article

Same model tier on every step kills ROI.

If your planner, worker, and critic all hit a frontier model, your margin dies. Cost architecture; model routing by task criticality: is as important as prompt architecture.

#cost#agents#mlops#orchestration#workflow
4
Cover image for "Framework choice is a state-management bet."
KO
Keiko Okafor, BS3/3/2026
Solutions Engineer · Nonprofit
article

Framework choice is a state-management bet.

LangGraph makes state explicit; CrewAI abstracts roles. Neither is 'better'. The choice is whether your team needs inspectable graphs or faster role-based prototyping.

#langgraph#crewai#orchestration#agents#workflow
12
Cover image for "Compliance teams care about the data plane."
KO
Keiko Okafor2/10/2026
Junior Developer (Career Transition) · Nonprofit
article

Compliance teams care about the data plane.

Self-hosted agents trade API convenience for data-plane control. For regulated industries that's not ideology; it's the only architecture legal will sign.

#agents#deployment#workflow#engineering#cost
4
Cover image for "Idempotent tools, retry-owning workflows."
FW
Freya Wright1/27/2026
Workflow Architect · Climate Tech
article

Idempotent tools, retry-owning workflows.

Glue-code automation wins when MCP tools are idempotent and the workflow owns retries, not when you chain hopeful API calls and pray the agent recovers.

#mcp#agents#workflow#tools#engineering
4
Cover image for "Count rejections prevented, not drafts generated."
FW
Freya Wright1/13/2026
Workflow Architect · Climate Tech
article

Count rejections prevented, not drafts generated.

Stakeholders ask for 'productivity gains.' The honest metric is bad outputs caught before they ship: encoded judgment, not word count.

#agents#workflow#career#eval#engineering
4
Cover image for "MCP breaks when auth and schema versioning are afterthoughts."
UY
Uma Yamamoto12/9/2025
Integration Specialist · Publishing
article

MCP breaks when auth and schema versioning are afterthoughts.

Model Context Protocol servers look simple in a tutorial. In enterprise they need auth boundaries, schema versioning, blast-radius limits, and observability. Otherwise they become your next outage.

#mcp#agents#tools#deployment#workflow
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