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Dev.to

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10:38
2026-10-22
dev.to
large-language-models

A 100% progress bar on a 250 GB download proves nothing

A developer downloaded the 250.404 GB five-shard DeepSeek-V4.1-Flash GGUF (UD-IQ1_M) onto a two-RTX-3090 box and found that a 100% progress bar only confirms transport, not payload integrity, so they …

10:04
2026-10-22
dev.to
ai-agents

AI Agents in Production: Identity, Budgets, and Blast Radius

A developer argues that production AI agents must be treated as network citizens with state, cost, and blast radius, not as single-task demos. The writeup lays out concrete engineering practices: per-…

08:31
2026-10-22
dev.to
ai-agents

Four questions to ask before you build an AI product

An engineer outlined four pre-build questions for teams taking generative AI from demo to production: assemble a version-controlled test set of roughly 50 real cases and score every change against it …

07:36
2026-10-22
dev.to
machine-learning

Four tools for seismic data

A developer built four open-source tools spanning a seismic data pipeline: torch-friction, a differentiable PyTorch rate-and-state friction layer that recovered a, b and Dc parameters with under 0.05%…

07:35
2026-10-22
dev.to
large-language-models

The Hot Path to Claude Is a Shell Script

Developer Andy Cross built a 93-line bash and curl client for Anthropic's Claude Messages API that streams responses, completes a tool-call round trip, and surfaces API errors, with no jq dependency. …

07:02
2026-10-22
dev.to
ai-tools

LazyLecture :Your Notes. Your Time. Your Study Pack.

A developer built LazyLecture, an open-source local AI study assistant that converts text-based PDFs or TXT notes into revision packs using the open-weight qwen2.5:1.5b model served through Ollama. Th…

07:01
2026-10-22
dev.to
large-language-models

A model that summarizes a table adds its own sums

A developer's test found that Claude Sonnet computed its own figures when asked to summarize 24 small tables using only printed numbers, adding derived totals, ratios and differences on eight tables, …

06:33
2026-10-22
dev.to
ai-agents

Why Green Tests Are Not Enough for AI Coding Agents#

A developer built the AI Coding Agent Reliability Kit, a Linux-first local workflow for verifying AI-assisted bug fixes with stronger mechanical evidence. The tool enforces a declared modification sco…

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