LLMs เข้าใจและเขียนโค้ดได้อย่างไร?
An engineer explains how large language models (LLMs) understand and generate code through pattern recognition, tokenization, and attention mechanisms. The post highlights that LLMs do not truly think…
An engineer explains how large language models (LLMs) understand and generate code through pattern recognition, tokenization, and attention mechanisms. The post highlights that LLMs do not truly think…
A new open-source tool called Undoable helps coding assistants make software changes reversible by planning, reviewing, splitting, testing, and rolling back modifications. The tool integrates with Cla…
GitHub Copilot experienced degraded availability for chat and agent models on March 4, 2025, causing request failures for customers. The company is investigating the incident and will provide updates …
Vercel announced Vercel Connect, a new service in public beta that replaces long-lived provider tokens with runtime credential exchange for agent access. The system uses short-lived, scoped credential…
A developer uses Qwen Code, an open-source agentic coding CLI, to build Achu, a desktop screenshot beautification app built with Electron, React, and TypeScript. The workflow relies on slash commands …
A developer identified that document review, not code writing, is the new bottleneck in AI-assisted software development. To solve the imprecision of natural-language feedback on generated docs, they …
Google introduced the Open Knowledge Format (OKF), a vendor-neutral, file-based standard for packaging curated organizational knowledge as Markdown files with YAML frontmatter. OKF aims to solve the f…
A developer built Solstice Eternal, an AI-powered adventure game using Gemma 4. The game features interactive storytelling, dynamic decision-making, and a responsive web interface, with Gemma 4 assist…
An AI research engineer has open-sourced their entire workflow and prompts for coding agents, releasing a public workflow playbook on GitHub. The engineer critiques the high cost and overthinking tend…
Devopness released a guide for deploying the Hermes AI agent using Docker with automatic HTTPS and authentication, enabling users to run the autonomous coding agent on cloud infrastructure without man…
Antigravity, an agentic AI coding assistant, autonomously engineered a Rust-based agentic interface that allows users to control OBS Studio via natural language. The tool features a reasoning loop pow…
Vercel launched Vercel Connect, a service that allows apps and AI agents to securely access external services like Slack, GitHub, and Salesforce using scoped, short-lived tokens instead of long-lived …
SpaceX agreed to acquire AI coding startup Cursor for $60 billion in stock on June 16, 2026, raising concerns about using the same AI stack for both code generation and review. Industry data shows a 1…
SigNoz released a guide for instrumenting Java and Spring Boot applications with OpenTelemetry to send traces to its observability platform. The guide covers automatic instrumentation via the OpenTele…
Flue 1.0 Beta is now available, introducing new primitives including autonomous agents, deterministic AI workflows, channels for integrating with Slack and GitHub, and durable agents that recover from…
A developer is building CortexDB, an agent-native context database designed to provide AI agents with bounded, permission-safe, evidence-aware, and verifiable context. Instead of returning raw text ch…
Vercel launched Enterprise Apps and Agents, a platform that enforces security and access controls for internal AI applications and agents, including identity-based authentication, short-lived credenti…
Synaxi-predict, a new tool from Synaxi, predicts the token cost, turn count, and pass rate of a Claude Code task before execution, enabling users to select the optimal model and avoid wasted tokens. T…
PromptShark, a transparent local proxy for AI agents, was released on Hacker News. The tool intercepts API calls between agents and OpenAI, detects infinite loops with a C++ engine, and enables replay…
ClimateSOS, an open-source project for inspecting net-zero transition pathways, released a foundational charter with guardrails for reuse by AI systems, including climate justice, planetary boundaries…