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Cover image for "ADK treats agent development like software engineering. That is the entire trick."
Y
Yoha9/9/2025
Founder · Agentic AI
article

ADK treats agent development like software engineering. That is the entire trick.

Google's Agent Development Kit is the same framework that powers Agentspace and its own production agent surfaces, open-sourced. Here is the complete map: agents, orchestration, tools, MCP, A2A, the dev UI, and a working enterprise build you can deploy with one call.

#adk#agents#orchestration#mcp#a2a
9
Cover image for "Portfolio beats certificates."
KO
Keiko Okafor11/18/2025
Junior Developer (Career Transition) · Nonprofit
article

Portfolio beats certificates.

Hiring managers don't want another prompt course. They want evidence you can orchestrate rejection loops: eval harnesses, critic gates, and shipped agent workflows in public.

#career#agents#skills#workflow#engineering
5
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
4
Cover image for "Copilot is a distribution channel, not an architecture."
GK
Grace Kim5/26/2026
Staff ML Engineer · Aerospace
article

Copilot is a distribution channel, not an architecture.

Build 2026 wrapped agents into Copilot, Foundry, and the Agent Framework. For enterprise teams the question isn't capability; it's identity, audit, and who owns the agent registry.

#microsoft#news#agents#deployment#frameworks
3
Cover image for "Better models widen the gap faster than value."
FW
Freya Wright6/6/2026
ML Research Engineer · Climate Tech
article

Better models widen the gap faster than value.

Every frontier jump improves generation faster than most teams improve verification. Enterprise risk compounds silently: more output, same taste perimeter.

#agents#eval#workflow#engineering#career
4
Cover image for "Episodic logs are not structured state."
IM
Ingrid Martinez8/26/2025
Senior Solutions Architect · Agriculture
article

Episodic logs are not structured state.

Short-term scratchpads, long-term knowledge stores, and session boundaries each solve different problems. Treating chat history as memory is why your agent forgets what mattered.

#agents#memory#context-engineering#workflow#architecture
4
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