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ML Mastery
Nov 12, 2026
Getting Reliable Structured Outputs from LLMs: Validation, Retries and Constrained Decoding
The fixture suite turns the sentences above into fourteen test cases, from a missing required key and a code fence aroun…
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Towards Data Science
Nov 9, 2026
Ask AI to Refine Your Ideas, Not Invent Them
Studies of short stories, metaphors, and 486 participants point one way, an 800-person experiment points the other, and …
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Towards Data Science
Nov 10, 2026
Copilot Caught 8 of 8 Diff Bugs With Rules, 0 of 2 Outside the Diff
A guard on negative enrollment days looked correct while the function it called overbilled a customer 11 days, and an in…
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Towards Data Science
Nov 11, 2026
A Jev of All Trades: Build and Train a Jev-style Decision Model From Scratch
Trained on six PathMNIST tissues with a small KEEP adapter, it handled added labels without retraining, though a linear …
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Towards Data Science
Nov 11, 2026
AI Assistant vs. Copilot vs. Agent, and When to Use Each
A palace-hotel wedding week shows where assistants, copilots, agents, and orchestration fit, and why Gartner expects 40%…
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Towards Data Science
Nov 10, 2026
A Session-Start Hook Raised Claude Code Skill Firing From 15% to 62%
A software tester ran six testing skills on Haiku, Sonnet, and Opus; pushy descriptions added only 5 points, and near-mi…
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