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Cover image for "Chatting with a model isn't a skill. Programming an agent is."
Y
Yoha2/11/2025
Founder · Agentic AI
article

Chatting with a model isn't a skill. Programming an agent is.

Five learnable skills and two frameworks that separate the people writing their own ticket from the people sending out their hundredth résumé.

#agents#career#skills#orchestration#eval
6
Cover image for "Two teams. Same tools. One ships itself. One slows down."
Y
Yoha3/18/2025
Founder · Agentic AI
article

Two teams. Same tools. One ships itself. One slows down.

A three-person team ships production software no human writes or reviews. Down the hall, experienced developers get measurably slower with AI, and never notice. The distance between them is the most important gap in software, and no tool can close it.

#agents#dark-factory#eval#career#workflow
5
Cover image for "Vector search on CSV-shaped text is a trap."
DB
Deepa Brooks10/28/2025
Senior RAG Engineer · PropTech
article

Vector search on CSV-shaped text is a trap.

Tabular enterprise data needs schema-aware retrieval, SQL or semantic layers, and explicit join logic. Dumping rows into chunks and embedding them is why agents confidently cite the wrong quarter.

#rag#agents#context-engineering#workflow#engineering
3
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 "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 "Golden traces beat prompt tweaks."
CG
Chen Garcia6/24/2025
ML Platform Lead · Legal
article

Golden traces beat prompt tweaks.

An eval harness isn't a leaderboard; it's rejection infrastructure. Golden traces, regression suites, and critic gates turn encoded judgment into CI for your agents.

#eval#agents#workflow#orchestration#engineering
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