Prompt engineering is not disappearing but evolving into context engineering, argues a developer who builds AI workflows. As AI models improve, the need for clear, structured prompts grows, especially…
PowWater, a startup building an operating system for water delivery, is expanding to Mexico City after processing billions of liters in Kenya. The company uses a Python/FastAPI/PostgreSQL stack and in…
Graphify, a new tool, converts codebases and notes into queryable knowledge graphs to provide AI agents with persistent, efficient memory, reducing token costs and improving precision over vector sear…
SparQ Soft released SparQ Pulse, the first fully open-source Developer Experience suite for GitHub-native teams, offering self-hosted project management, async standups, and team presence features. Th…
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…
NVIDIA has released a GenAI LLM Certification Lab that guides developers through building a production-ready fine-tuning and optimization pipeline. The lab covers data preparation, LoRA fine-tuning wi…
A developer building a local-LLM agent for a boat's ship-computer role encountered two types of confabulation: the agent invented infrastructure topology and data provenance stories. The 8B model fabr…
SigNoz released a self-host guide for installing its open-source observability platform on Docker standalone using Docker Compose. The guide walks users through installing foundryctl, creating a casti…
SigNoz released a guide for instrumenting Apache Tomcat with OpenTelemetry to send traces to its observability platform. The guide covers setup via setenv.sh on Linux/Windows, Docker, and Kubernetes, …
Docker Security Dispatch Issue 3 reports on major supply chain incidents including the TanStack and Nx Console compromise, the persistence of the Mini Shai-Hulud npm worm, and a kernel-level container…
Sysdig's threat research reveals an LLM-harness-driven attacker exploiting a vulnerable marimo notebook to perform a container escape, chaining together known weaknesses such as a mounted Docker socke…
Koji, a self-hostable personal website engine for developers, has been released. It uses FastAPI, Markdown on disk, and a minimalist layout with no database, offering features like HTMX-based live sea…
ByteDance released DeerFlow 2.0, a ground-up rewrite of its open-source agent runtime, on February 28, 2026. The new version transforms the deep-research tool into an isolated, stateful execution harn…
A Docker Space built on rocker/r2u remains stuck on 'starting' despite the runtime log showing the app is listening on http://0.0.0.0:7860. Users report the issue is a Hugging Face glitch, with a work…
Conduit released v0.8.4 of its self-hosted Bitcoin Lightning payment infrastructure for AI agents, enabling operators to run their own LND node with virtual sub-balances, spending policies, and a plat…
GreyFox Community Edition, a free self-hosted AI traffic proxy, was released by Skillful Fox Studio. The Docker-based tool allows teams to control LLM token usage, enforce per-user quotas, cache respo…
A developer recounts their enduring preference for the terminal over graphical interfaces, tracing it back to their first Linux experience with RedHat 6.2. They argue that Unix pipes and command-line …
A new open-source stock analysis system called Daily Stock Analysis uses large language models to automatically generate decision dashboards for A-shares, Hong Kong, US, Japanese, and Korean stocks, a…
A developer built a production-ready Playwright testing framework across seven parts and added AI capabilities in Part 8, including Playwright MCP, AI test agents, and self-healing selectors. The fram…
Maco, an open-source tool, collapses multiple MCP servers into a single endpoint by representing tools as Python code in a virtual filesystem, reducing agent context footprint. It allows agents to dis…