Everything Will Be Code
A developer argues that as AI agents grow more capable, nearly everything — from corporate systems to consumer devices — will need to become "agent-addressable" through code, creating a feedback loop akin to the one betw…
Developer tools news — AI coding assistants, IDEs, CLI tools, APIs, and productivity tools for software engineers. GitHub Copilot, Cursor, and more.
A developer argues that as AI agents grow more capable, nearly everything — from corporate systems to consumer devices — will need to become "agent-addressable" through code, creating a feedback loop akin to the one betw…
A developer shared a technique for ensuring large language models return valid JSON, describing a three-layer approach with a repair loop. The method aims to improve reliability when integrating LLMs into full-stack appl…
A developer has turned a Steam Deck into a server node for the BarkVisor homelab platform, enabling it to run VMs and local AI models via Ollama while remaining a gaming device. The walkthrough details installing BarkVis…
FreeCodeCamp published a tutorial by an unnamed developer on building an AI chatbot with Google's Gemini and Vercel Serverless Functions, using React and Node.js, as implemented in the web app buildcv.makeadifference.app…
A developer's tutorial outlines practical techniques for closing the sim-to-real gap in robot learning, emphasizing system identification, camera calibration, staged validation, and fine-tuning on real data. The guide pr…
A developer detailed the construction of an end-to-end imitation learning pipeline for robotic manipulation, covering dataset loading, normalization, model architecture, and training. The tutorial emphasizes action chunk…
Quire, a new open-source tool, lets humans and AI agents edit local Markdown files together in a live multiplayer workspace, with every edit visible, attributable, and separately revertable. The public beta requires Node…
Raknaos released Lightpanda Session Bridge, an open-source tool that transfers authenticated browser sessions from Chrome, Comet, or Edge into the Lightpanda headless browser via CDP, enabling AI agents to operate on rea…
A developer offers practical advice for keeping AI coding assistants consistent with a project's existing style, noting that assistants default to patterns from training data unless given explicit guidance. The guide rec…
OpenCode v2 beta, a complete rewrite by Anomaly, replaces Bun with Node.js and Tauri with Electron to fix memory bloat and rendering inconsistencies, and introduces a service-first architecture with multi-tab parallel se…
A developer introduced CodeShrink, a query-aware code compression tool that uses Tree-sitter ASTs to reduce a 1.29M LOC codebase to about 1,500 lines in 2.8 seconds for LLM queries. The tool extracts relevant symbols wit…
Developer Timur Rakhmatullin has released logcompress, an open-source Rust tool that compresses large log files down to the most relevant lines by using TF-IDF scoring, trace ID expansion, and context windowing. The tool…
A developer built TraceShrink, an OpenTelemetry Collector processor that replaces random tail sampling with cost-aware rules to cut LLM observability costs. The processor keeps traces based on cost thresholds, errors, an…
A legal software company tripled software engineering output in 18 months by rebuilding its product development life cycle around AI, according to a technology leader writing in InfoWorld. Deployments rose from 82 to ove…
The developer of Flame IDE, a free desktop IDE for macOS, Windows, and Linux, has introduced the tool to unify multiple repositories, Git worktrees, AI agents, and other development tasks in one workspace. The IDE featur…
Accordo, an open-source framework for building custom CRMs with coding agents, demonstrates a quote-approval workflow where an agent can request a discount but requires human approval above a threshold. The example shows…
Girder, an open-source MCP server from developer dhishwasher, gives coding agents a semantic code graph instead of whole files, cutting context bytes by 97.85% (8,765 vs 408,137 bytes) on a committed ten-node measurement…
HealthAPI, a new hosted REST API that syncs Apple Health data, launched on Hacker News, enabling any AI or agent to query health metrics such as steps, heart rate, sleep, and workouts in plain English. The service offers…
A developer documented writing GPU kernels in Triton to understand PyTorch operations, starting with vector add and fused ReLU/dropout, highlighting the benefit of fused kernels in reducing memory round trips. The post d…
A developer migrating an MCP server and two clients from FastMCP 3 to FastMCP 4 documented several breaking changes that compile but fail at runtime. Key issues include a pip in-place upgrade leaving an importable shell …