Hands in the Swamp
Adam Jacob, creator of Chef, launched Swamp, a new tool for adaptive workflows and deterministic automation for AI agents, at CfgMgmtCamp in February. Early adopter and developer Paul Stack reported that users are alread…
AI Infrastructure news and analysis on Web Pulse: 32692 curated articles tracking the latest AI Infrastructure developments, tools, and research, updated continuously from vetted sources.
Adam Jacob, creator of Chef, launched Swamp, a new tool for adaptive workflows and deterministic automation for AI agents, at CfgMgmtCamp in February. Early adopter and developer Paul Stack reported that users are alread…
A developer built an autonomous MCP lead generation system using Hermes Agent that runs daily on their own infrastructure. The system searches LinkedIn, Reddit, and ProductHunt for small-to-medium enterprises with legacy…
A developer detailed architectural strategies for deploying an enterprise-grade RAG pipeline capable of handling over 10 million documents while minimizing hallucinations, emphasizing robust pre-processing, advanced inde…
A developer has created an open-source CLI toolchain that generates fully functional NestJS, Go, Spring Boot, Laravel, and Rust applications from a single plain-text PRD file, without requiring an IDE, account, or networ…
A developer accidentally spent $3 on a Hermes research agent running across 50 literature review tasks after forgetting to check the bill until the next morning, with the agent retrying failed web searches at a cost each…
A developer replaced 200 lines of ad-hoc state management in a Hermes research agent with a single `StateBag` object. The object wraps a dictionary with features for snapshotting, diffing, incrementing, and saving state,…
Murph, a local-first handoff agent, allows users to maintain async continuity in Slack and Discord by monitoring selected channels, drafting replies, and applying user-defined policies while they are offline. The tool st…
OpenAI CFO Sarah Friar suggested at a November 2025 Wall Street Journal event that the company sought a federal "backstop" to finance chip and data center investments, a remark she and CEO Sam Altman retracted within 24 …
A developer has highlighted several lesser-known Git commands that are gaining renewed relevance in AI-assisted coding workflows. Commands like `git worktree` allow multiple independent working directories from a single …
An engineer at a mid-sized engineering firm identified six levels of MCP server sophistication after shipping nine servers across ERP, BIM, fleet, energy, and operational systems. Most production MCP servers remain at Le…
A developer has introduced the "Hermetic Container Principle" for deploying autonomous AI agents, arguing that standard `pip install` methods cause "epistemic breaks" that erase an agent's cognitive progress. The Hermes …
A developer successfully offloaded automatic speech recognition (ASR) for a Home Assistant voice pipeline from CPU to the Intel NPU on a Core Ultra 7 265K processor, achieving 3-6× faster inference and 10-22× less energy…
AWO is a new Go CLI tool that runs Claude Code and Codex in isolated git worktrees, preventing agent edits from directly modifying a developer's working tree. The tool executes agents in single, writer-reviewer, or compe…
Norway's National Library is using 2 petabytes of Huawei OceanStor Dorado flash storage to develop a large language model (LLM) trained specifically on Norwegian language and cultural data, as no commercial LLM provider …
Sustainable AI requires prioritizing efficiency over scale, according to a developer's analysis of AI's environmental impact. The developer argues that companies can reduce compute, energy, and emissions by choosing smal…
Nvidia's Deepu Talla discusses the state of physical AI and robotics, highlighting that the industry is still in early stages with only a million or two robots shipped annually against a tens-of-billions opportunity. He …
Enterprises operating multiple Kubernetes clusters are increasingly connecting them through legacy north-south networking patterns—load balancers, public DNS, and firewall rules—that were not designed for east-west traff…
Aquifer, a self-hosted API request queue, has been released to control the pace of inbound and outbound agentic traffic and prevent partial outages from cascading. The tool absorbs traffic bursts by durably queuing reque…
A structured extraction pipeline using OpenRouter's `google/gemini-3-flash-preview` model failed to capture budget and date flexibility fields from user conversation history, but only when the model was routed to a speci…
YourMemory, a new persistent memory layer for AI agents, introduces a biologically inspired decay system and temporal reasoning capabilities. The tool includes a CLI command that infers knowledge from stored context with…