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#reliability

Every story tagged reliability, newest first.

Multiple red robotic arms with wiring positioned on a wooden workbench next to a window in an industrial workshop

AI Agents Are Moving From Demos to Narrow Jobs

The viral agent demos promised software that does everything. What actually ships are agents scoped to one job with tight guardrails, and that narrowing is the point.

Ahmad J · Sep 3, 2026 · 3 min read

A cream and black mechanical keyboard with the E key lifted prominently sits on a dark wooden desk surrounded by office items and sunlight

Tutorial · software

How to structure prompts for reliable, parseable LLM output

Flaky LLM output is usually an underspecified prompt, not bad luck. Give the model a role, explicit constraints, worked examples, and a fixed format, then enforce the schema with constrained decoding, so your code parses every response the same way.

Ahmad J · Aug 11, 2026 · 4 min read