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03:52
2026-07-16
github.com
machine-learning

Crystal ML Library: Autograd, Tensors, Neural Networks, Optimizers

Cogni-ML, a Crystal machine learning library, now supports native Apple Silicon GPU acceleration with Metal inference for GGUF models, including nomic-embed-text-v2-moe embeddings and Qwen 3.5 9B text generation. The lib…

14:19
2026-06-17
dev.to
ai-infrastructure

The Bug Behind the Bug: Anatomy of a Three-Layer Consensus Halt

An 18-year-old developer building NOVAI, an AI-native layer-one blockchain in Rust, diagnosed a three-layer consensus halt that wedged the testnet at a single block height. The bug involved an in-memory map that failed t…

19:42
2026-06-24
tanelpoder.com
developer-tools

Why SELECT * is bad for SQL performance (2020)

Using SELECT * in SQL queries degrades performance by increasing network traffic, CPU usage, and memory consumption, as demonstrated by an Oracle benchmark where selecting 3 columns instead of 16 reduced query time from …

10:19
2026-06-24
glukhov.org
ai-agents

Polling Agents in AI Assistants: 11 Implementation Patterns

A new guide outlines 11 implementation patterns for polling agents in AI assistants, enabling proactive background monitoring of sources like inboxes, task lists, and GitHub issues. The patterns emphasize using determini…

07:34
2026-06-14
github.com
ai-tools

Show HN: Have your agent consult other models

Developer Raine released consult-llm, an open-source tool that lets AI agents query other models for second opinions during coding tasks. The tool supports multiple providers including GPT-5.5, Gemini 3.1 Pro, and Claude…

18:09
2026-05-27
deepresearch.ninja
artificial-intelligence

The State of AI and Automation Tools in 2026

The AI tool landscape in mid-2026 spans eight major categories with clear market leaders and intense competition, as ChatGPT maintains 5.5 billion monthly visits but faces challenges from Gemini and specialized tools. Th…

13:43
2026-06-24
github.com
ai-agents

Show HN: CLI and MCP for model fusion via harnesses

Parley, a new CLI and MCP server, enables local multi-model deliberation by fusing answers from multiple AI coding agents like Claude, Codex, and Gemini into a single response, providing consensus or flagging disagreemen…

15:54
2026-06-06
github.com
ai-tools

Claudemux – Run and coordinate multiple Claude Codes reliably

Claudemux, a new Node.js library from @wastedcode, enables developers to reliably run and coordinate multiple real-login Claude Code CLI sessions from a single process. The tool replaces ad-hoc workarounds like child_pro…

15:01
2026-08-05
pub.towardsai.net
ai-agents

Agent Skills: Vendor First, Commit Always

A developer's skills audit of AI coding agents found that hand-written skills drift and become unreliable, leading to the principle 'Vendor First, Commit Always': before writing a skill, check the vendor's official skill…

07:17
2026-07-17
github.com
ai-tools

A few thoughts on building a terminal ePub reader with AI

A developer spent months using AI coding agents to port the terminal e-book reader epy from Python to Rust, producing a fully AI-generated project called repy that adds features like inline terminal graphics and persiste…

06:58
2025-04-26
gist.github.com
developer-tools

Some notes on AI Agent Rule / Instruction / Context files / etc

Based on the article, there are several emerging standards for guiding AI coding agents, including **AGENTS.md** (an open format for guiding coding agents) and **DESIGN.md** (a specification for describing visual identit…

23:52
2026-07-29
techstrong.ai
large-language-models

LLM Routers Have Become a Service Category of Their Own

LLM routers have evolved from a niche infrastructure trick into a mainstream product category, with gateways like OpenRouter, LiteLLM, and Portkey offering API unification and failover, while smart routers such as Martia…

05:09
2026-07-23
dev.to
artificial-intelligence

AI Weekly: MCP Goes Stateless, AMD Ships 2nm Silicon

The AI industry is shifting focus from raw novelty to durable interfaces, with the Model Context Protocol locking its largest revision ahead of a July 28 release, AMD unveiling its first 2nm x86 server chip, and GitHub C…

10:28
2026-05-27
dev.to
ai-tools

Which AI Tool Wins? Wrong Question.

A senior engineer at a developer tooling company argues that the question of which AI coding tool will win is fundamentally flawed, as the market is fragmenting into three distinct segments: pro-dev, enterprise low-code,…

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