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AI Fatigue? Yea I know.
DEV Community

Oct 13, 2026

AI Fatigue? Yea I know.

I don't know how to start this off really haha. Though to be fair, everyone is talking about AI...

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Do You Actually Need an LLM?
DEV Community

Oct 13, 2026

Do You Actually Need an LLM?

I spent a weekend running two small language models against three jobs I would normally hand to a...

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Changing def to async def let one blocking call freeze an entire FastAPI app
DEV Community

Oct 13, 2026

Changing def to async def let one blocking call freeze an entire FastAPI app

The same requests.get was harmless in a def endpoint and froze the server in an async def one: an unrelated endpoint went from 1.6 ms to 34 seconds. Plus FastAPI's 40-thread cliff, why asyncio.to_thread barely helps CPU work, and a watchdog that names the blocking line.

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People Are Vibe-Coding Clones of Every Paid App. What Actually Survives?
DEV Community

Oct 13, 2026

People Are Vibe-Coding Clones of Every Paid App. What Actually Survives?

Earlier this month, a developer in Atlanta got fed up with Adobe's cancellation fees. So he used...

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Don't Try This at Home: What Happened When I Sent Kiro to Work and Went Gardening
DEV Community

Oct 13, 2026

Don't Try This at Home: What Happened When I Sent Kiro to Work and Went Gardening

There is a special kind of confidence that comes from an AI development environment that just works....

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Small Apache-2.0 Models Against Gemma 4 E2B on One TPU v5e: Which Ones Keep Up?
DEV Community

Oct 13, 2026

Small Apache-2.0 Models Against Gemma 4 E2B on One TPU v5e: Which Ones Keep Up?

Fourteen Apache-2.0 and MIT open-weight models that fit one TPU v5e chip, served one after another through vLLM on the same pinned image and scored on GSM8K and BFCL against Gemma 4 E2B. Qwen3-4B matches Gemma's accuracy at 0.57x its output, SmolLM3-3B and Granite 3.3 2B match it on tool calls, and Gemma keeps the lead on long prompts.

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Can a local LLM replace Claude Code? The benchmark everyone quotes is the wrong one.
DEV Community

Oct 12, 2026

Can a local LLM replace Claude Code? The benchmark everyone quotes is the wrong one.

Every "7 local models that replace Claude Code" list opens the same way: a table of SWE-bench scores,...

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AI Needs a Test That Fights Back
DEV Community

Oct 12, 2026

AI Needs a Test That Fights Back

One right answer is not the same as a good sequence of decisions. eSlams is building a public stadium...

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What 9,050 AI-Written Scripts Taught Me About Slop
DEV Community

Oct 12, 2026

What 9,050 AI-Written Scripts Taught Me About Slop

You’ve read way too many versions of this paragraph already. Probably even this week: “In today’s...

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