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Dev.to

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18:31
2026-10-28
dev.to
ai-agents

Your coding agent needs more than instructions

A developer proposes Capability-Oriented Development (COD), an approach that makes architectural relationships explicit so coding agents can find the owner of a shared capability, its supported option…

18:28
2026-10-28
dev.to
artificial-intelligence

What Should a Seed-Stage Creator App Use for Its For You Feed?

A seed-stage creator app should avoid building a TikTok-style machine learning recommendation stack from scratch, instead adopting a two-stage architecture that separates candidate generation from ran…

18:04
2026-10-28
dev.to
artificial-intelligence

AI Recommendation Bias Examples

A developer outlined a diagnostic approach for detecting recommendation-engine bias, showing how models trained on skewed interaction logs amplify dominant user segments and starve minority cohorts of…

18:04
2026-10-28
dev.to
artificial-intelligence

An Ontology Your AI Generated Is a Guess With a Schema

A developer argues that the durable value of an enterprise ontology or semantic layer lies in its boundary rather than its graph: inside defined terms it answers, and outside them it refuses, whereas …

17:32
2026-10-28
dev.to
ai-tools

I Built 17 Free Online Tools That Never Upload Your Files

Pushpendra Singh, writing as Pushpendra Tech, built a suite of 17 free browser-based tools that process PDFs, images, and AI tasks entirely on the visitor's device without uploading files to a server.…

17:00
2026-10-28
dev.to
artificial-intelligence

Room 404: The Haunted Terminal That Possesses Your Computer

A developer built Room 404, an open-source haunted terminal game for the Hacktoberfest 2026 Week 4 "Ghost in the Machine" challenge, in which players explore a fictional hotel's corrupted PDP-11 manag…

16:38
2026-10-28
dev.to
large-language-models

The Credence Good of Inference Compute

Researchers at Johns Hopkins, Together AI, and Cornell evaluated eight frontier and open-weight models, including GPT-5.6 configurations, Claude Sonnet 5, GLM-5.2, and Kimi K3, and found that higher r…

16:37
2026-10-28
dev.to
ai-agents

Why Your Agent Memory System Gets Beaten by Raw Retrieval

A research team from UIUC, Tsinghua, Renmin University, Verdent.ai and the University of Waterloo benchmarked 11 dedicated agent memory systems against naive retrieval over raw history chunks across t…

16:07
2026-10-28
dev.to
ai-agents

Shared agent memory needs a permission check on every read

An engineer at authorization vendor Permit argued that shared memory for coding agents must be permission-checked on every read and write against current state, rather than decided at onboarding or ca…

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