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Dev.to

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21:31
2026-10-21
dev.to
ai-infrastructure

The cable was fine: overlapping subnets on a two-NIC machine

A developer isolating an AI model cluster on its own network segment traced an unreachable host to overlapping subnets on a two-NIC machine, where the bridged network's new IP fell inside the same add…

21:00
2026-10-21
dev.to
ai-agents

Do Not Turn an Observability Failure into a Business Outage

A developer published a public AI workflow observability contract arguing that trace-delivery failures must not be allowed to break or duplicate production business operations, while authorization fai…

20:59
2026-10-21
dev.to
ai-safety

Flip One Field: A Fairness Test That Beats Aggregate Parity

A developer argues that teams evaluating LLM-assisted decision systems should replace aggregate outcome-parity checks with per-case counterfactual stress testing, which varies decision-irrelevant fiel…

20:30
2026-10-21
dev.to
large-language-models

What to alert on when your LLM feature is live

A developer outlines a trace-backed alerting strategy for LLM features in production, arguing that HTTP 500 monitoring misses silent failures like model drift and instruction-adherence breakdowns. The…

20:28
2026-10-21
dev.to
ai-tools

Sloth Sort: a little less sorting, a little more nothing

A developer built Sloth Sort, a browser-based tool that uses the Xenova/all-MiniLM-L6-v2 embedding model via Transformers.js 3.7.2 (q8 WASM inference) to suggest groups of similar saved notes and link…

20:26
2026-10-21
dev.to
ai-tools

Build a Schema-First AI Call QA Pipeline in Python

A developer published a Python sample in the Telnyx Code Examples repository that builds a schema-first AI call QA pipeline, converting completed conversations into typed records for sentiment, compli…

20:02
2026-10-21
dev.to
ai-safety

There Is No Firewall for a Sentence

Josh Greenwell, a staff applied AI engineer at LuumenAI, published a whitepaper arguing that prompt injection cannot be solved with a conventional security control because language models have no reli…

19:59
2026-10-21
dev.to
ai-tools

Build a Text-to-Speech App with ElevenLabs and Python

A developer published a Python walkthrough for building a text-to-speech app on ElevenLabs' API, using an async httpx client to POST text to the /text-to-speech/{voice_id} endpoint and save the return…

19:57
2026-10-21
dev.to
ai-agents

A hook should be a function call, not a shell

A developer moved thirteen of the shell-script hooks in workkit, a workflow kit for Claude Code, into a single plugin module loaded once per session, cutting each hook fire from about 90 ms at the med…

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