The five things I never let my AI do
A developer running a solo company with AI agents has defined a strict list of actions the agents are never allowed to take without human approval, including publishing content, handling credentials, …
A developer running a solo company with AI agents has defined a strict list of actions the agents are never allowed to take without human approval, including publishing content, handling credentials, …
Tailscale engineers spent six months hunting a SQLite bug that corrupted shard databases 19 times, ultimately tracing it to a fault in SQLite itself that had existed for at least 16 years. The team's …
A developer overhauled their hybrid retrieval pipeline for technical documentation, combining Qwen embeddings, BM25 sparse vectors, and reciprocal rank fusion with a FastEmbed reranker. The upgrade im…
Agentic workflows are emerging as a key enterprise AI automation concept, enabling systems to pursue multi-step tasks rather than single answers. The source material emphasizes that value depends on t…
A developer built a deterministic SQL-based audit for Supabase Row Level Security, wrapped in a prompt that instructs the model to run exact queries against Postgres catalogue views rather than invest…
A developer's field guide benchmarks DFlash, a block-diffusion speculative decoding method, on 30B-scale models, arguing that tokens per second can mislead. The guide highlights DFlash's architectural…
OpenAI's enterprise data reveals a widening gap between frontier firms and typical organizations in AI usage intensity, with frontier firms now using 3.5 times more AI intelligence per worker, up from…
An engineer argues that as AI agents write more code, developers must shift from reviewing the writing process to verifying results against contracts. The author warns that rules in prompts are reques…
An engineer argues that passing test suites is insufficient to prove an AI coding agent made the correct engineering decision, highlighting the need for context-adaptation benchmarks. The developer pr…
Anthropic is in talks to acquire Decart AI for around $6 billion, a deal that would bring Decart's video-simulation and chip-efficiency technology into Anthropic's inference team. While the sourced st…
Fernando Paladini's open-source project publish-agents offers a reviewable workflow for cross-posting DEV.to tutorials to Medium, using its medium-publisher package to import articles, check formattin…
Rust compiled to WebAssembly is replacing JavaScript for heavy AI workloads in the browser, with local inference of 1B+ parameter models via WebGPU and WASM SIMD becoming standard in 2026. Benchmarks …
A developer demonstrates how to build a custom MCP (Model Context Protocol) server for Claude Code using the FastMCP library, creating a fortune-telling tool in just a few dozen lines of Python. The t…
A developer recommends using pre-aggregated metrics for gaming AI-agent admin dashboards while keeping structured logs for investigation, emphasizing rollback safety as a release requirement. The advi…
A developer has automated a niche newsletter about sustainable tech startups using AI, generating $2,400/month in sponsorship revenue while cutting weekly work from 12 hours to 45 minutes. The pipelin…
PerkFuel has published a guide on tracking AI referral traffic in Google Analytics 4, based on its analysis of how visits from AI assistants like ChatGPT, Claude, Gemini, and Perplexity appear in anal…
Karan Bhasin's open-source project itr-wala, which prepares Indian income tax returns from the terminal, bans the language model from performing any arithmetic. The LLM extracts facts from documents a…
Software engineer Rajश्री argues that Retrieval-Augmented Generation (RAG) alone is insufficient for enterprise AI, as production demands shift from simple knowledge retrieval to complex software engi…
A developer who was laid off from a large company built an automatic llms.txt generator and later created Schrödinger's Website, a project that lets AI generate a story and HTML page with complete cre…
Oracle has announced a multiyear agreement to deploy Quantinuum's Helios quantum computer inside Oracle Cloud Infrastructure data centers, enabling enterprise customers to run hybrid quantum-AI worklo…