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18:58
2026-06-24
dev.to
large-language-models

The Scaling Laws That Made LLMs Work

Shrijith Venkatramana, building git-lrc, explains how scaling laws discovered by OpenAI, Google, DeepMind, and Anthropic made large language models like ChatGPT, Claude, and Gemini possible. The 2020 …

18:51
2026-06-24
dev.to
artificial-intelligence

AI Coding Agents Need Project Memory, Not Just Bigger Prompts

A developer argues that AI coding agents need a structured, graph-based memory system to retain project-specific lessons, rather than relying on larger prompts or temporary context. The proposed syste…

18:34
2026-06-24
dev.to
developer-tools

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A developer built skill-tree, a plugin that analyzes Claude Code and Cowork session history to classify 11 collaboration behaviors and assign archetype cards. The main engineering challenge was state …

18:17
2026-06-24
dev.to
developer-tools

CDK Update - April/May 2026

AWS CDK v2.247.0 through v2.257.0 and CLI v2.1116.0 through v2.1125.0 shipped in April/May 2026, graduating Bedrock AgentCore to stable with production-ready AI agent infrastructure and semver guarant…

17:42
2026-06-24
dev.to
large-language-models

Shipping a Local LLM API with FastAPI and Ollama

A developer built a production-grade API for a 3B text-to-SQL model using FastAPI and Ollama, enabling natural language queries against SQLite databases at zero inference cost. The API, part of the de…

17:40
2026-06-24
dev.to
large-language-models

AI Doesn't Read Your Mind. It Reads Your Trail.

A developer argues that large language models do not possess understanding or mind-reading abilities, but instead predict the next most likely tokens based on patterns in user input. The post emphasiz…

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