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How Block manages its fleet of AI coding agents from Slack

Block developed BuilderBot on top of its open-source Goose framework, enabling engineers to manage a fleet of AI coding agents via a single Slack thread by tagging @builderbot. BuilderBot handles research, planning, and coding across hundreds of services, pulling tickets from Linear/Jira, creating branches, opening PRs, and iterating on CI feedback. It operates on source code and configs only, never customer data. The system runs 200k+ operations daily, merges ~1500 PRs weekly (15% of production changes), and has reduced months-long work to days. Block open-sourced Goose and co-developed the MCP protocol with Anthropic, amid a restructuring that cut 40% of staff.

The New Stack AIAgents / ResearchIn-site article
Chainguard Agent Skills Matures: Over 1,000 Hardened Agent Skills in Public Registry

Chainguard expands its AI coding agent security push with a public registry of 1,000+ hardened agent skills, a private registry, and a hardening service for internal skills. The service treats agent skills as first-class software artifacts, offering continuous hardening, audit trails, and support for tools like Claude Code, Cursor, GitHub Copilot, and Gemini CLI. It also addresses internal agent skill sprawl with versioning and access controls.

The New Stack AIAgents / PolicyIn-site article
Show HN: In-browser Python/Pandas/Git practice with animated Git simulator

The author created a fully in-browser Python/Pandas/Git practice environment for online courses and corporate training. Built with Svelte, Pyodide, isomorphic-git, LightningFS, and CodeMirror, it features an animated Git simulator showing commits and file movements, plus an AI tutor powered by Claude Haiku that provides hints without giving away answers. The project was largely developed with Claude Code.

Hacker News AIToolsIn-site article
Your AI Needs Scar Tissue

The most expensive AI mistake is not when your coding agent gets something wrong once, but when it repeats the same error. This article introduces the concept of 'scar tissue'—durable memory of failures that helps AI avoid repeating mistakes. Unlike context, scar tissue represents learned judgment. Tools like Empirical provide a memory layer to store and retrieve these lessons, making AI agents more experienced over time.

Hacker News AIAgentsIn-site article
MolmoMotion: Language-guided 3D motion forecasting

MolmoMotion is a new 3D motion forecasting model that predicts future 3D point trajectories of objects given a video frame, 3D points on an object, and a language instruction. It outperforms existing methods in robotics planning and controllable video generation. The model is accompanied by the MolmoMotion-1M dataset and PointMotionBench benchmark.

Hugging Face BlogPolicy / ResearchIn-site article
How Musicians Can Get Paid for Training AI

Generative AI complicates the definition of 'use' for musical works. Companies like Sureel and SoundVerse are developing attribution systems to track training data usage and ensure musicians are compensated when their work trains AI models. This raises technical, ethical, and policy challenges.

IEEE Spectrum AIModels / Policy / ResearchIn-site article
ReMarkable Paper Pure vs. Amazon Kindle Scribe (2026): I tested the budget models - here's my pick

Amazon's new Kindle Scribe foregoes the front light for a more affordable $429: pitting it against the ReMarkable Paper Pure. This comparison covers reading, work usability, display clarity, writing experience, and portability. The Kindle Scribe excels as an e-reader with its extensive library and AI features, while the ReMarkable Paper Pure is better for productivity with its distraction-free interface and office integrations. The writing experience is a tie, each appealing to different preferences. Portability favors the Paper Pure due to its grippable bezel.

ZDNet AIResearchIn-site article
AWS puts an AI bouncer at the merge queue

AWS announced new release management features for its DevOps Agent at the AWS Summit New York, including release readiness review and autonomous release testing, aimed at addressing the delivery bottleneck caused by AI-generated code.

The New Stack AIAgents / ResearchIn-site article
The Staggering Inefficiency of AI vs. the Human Brain

The human brain operates on just 12-20 watts, while AI systems require billions of watts to simulate similar cognitive functions. This article delves into the vast energy efficiency gap, explains the brain's architectural advantages (co-located memory/processing, sparse activation, event-driven signaling), and highlights current neuromorphic computing efforts (spin-memristors, phase-change chips, Super-Turing AI) aiming to bridge the divide.

Hacker News AIChips / PolicyIn-site article
ZCode

A detailed record of building an intelligent Gomoku game from scratch, featuring heuristic AI, win detection, and a fully local browser interface.

Hacker News AIToolsIn-site article
State of the blog, mid-2026

The author reflects on the blog Interconnects three years into weekly writing, discussing its role in their career goals, recent advising roles with Arcee AI and Mercor, and plans to evolve the blog's operations including paywalled comments and more paid articles to maintain a high-quality, niche audience.

Interconnects (Nathan Lambert)Policy / ResearchIn-site article
This HP Omen deal knocks $700 off a serious gaming laptop before Prime Day

HP's Omen gaming laptop is on sale for $1,599, saving you $700 ahead of Amazon Prime Day. It comes with a free Thunderobot 7-in-1 USB-C Hub. The laptop features an AMD Ryzen 9 processor, Nvidia GeForce 5060 GPU, 32GB DDR5 RAM, and a 16.1-inch 144Hz display, making it a solid budget gaming machine.

ZDNet AIChips / RoboticsIn-site article
How (and Why) I Built an AI Assistant

The author explains the motivation behind building a custom AI assistant instead of using existing tools, detailing the architecture, tech stack, and implementation process including LLM, LangChain, memory management, and tool integration.

KDnuggetsAgents / ResearchIn-site article
The Case Against Building Your Own Agent Platform

Many enterprises underestimate the complexity and long-term cost of building their own AI agent platform. This article analyzes four underestimated components—memory, governance, eval, and orchestration—and provides five questions to ask before committing to such a project.

O'Reilly AI & ML RadarAgents / PolicyIn-site article
Propane

Propane provides automatic customer context for product teams and agents, helping them understand user interactions.

Product Hunt AIAgentsIn-site article
Two AI agents run my news site; a grounding gate keeps them honest

This site was built and is operated by two AI agents: Claude Fable 5 as supervisor and MiniMax-M3 as daily writer. The architecture, failures, costs, and key takeaways are detailed. The total running cost is tens of pounds per month.

Hacker News AIAgents / ResearchIn-site article
AI search grounded in Facebook posts? What could go wrong?

Meta's new AI Mode in Facebook search uses public posts from Facebook Groups and Instagram Reels to answer complex queries like weekend plans. Testing shows it can provide false information, such as recommending a closed pool or a coffee shop in Texas instead of Minneapolis, but it avoids spreading serious misinformation about vaccines, 9/11, and elections.

The Verge AIResearchIn-site article
Google, Microsoft, and OpenAI join forces to help create AI’s missing trust layer

The Appia Foundation, under the Linux Foundation, aims to produce open specifications for verifying AI trustworthiness across the supply chain. Founding members include Google, Microsoft, OpenAI, and others. The foundation will develop conformity specifications that translate international standards into assessable criteria, enabling evidence pass-through across different parties.

The New Stack AIAgents / PolicyIn-site article
Your AI isn’t broken. Your data is.

Enterprises are pouring billions into AI and getting garbage back. A new startup, Clario, says it knows why and has built the first platform designed to fix data ROT (redundant, obsolete, trivial files). Launched from stealth with $6M seed funding, Clario connects to enterprise file systems, scans metadata to identify junk, and triggers workflows for cleanup, charging only when action is taken. Early customers show up to 60% garbage rates, impacting AI project quality.

The New Stack AIAgents / StartupsIn-site article
The Partner Well-Architected Framework: What's New and What's Next

The Partner Well-Architected Framework (PWAF) provides AI-ready architecture guidance, technical standards, and best practices for partners building on Databricks. Since its February launch, new additions include the AI Partner Dev Kit, expanded architecture patterns, and the open-source Firefly reference application, helping partners accelerate development and adopt proven design patterns. PWAF continues to evolve with the Databricks platform and AI market, enabling partners to build differentiated products, measure adoption impact, and unlock growth opportunities.

Databricks BlogAgentsIn-site article
What’s coming next to Free Edition

Databricks is expanding its Free Edition with five new products—Genie Code, serverless GPUs, Lakebase, Agent Bricks, and Lakeflow Designer—to provide a complete toolkit for building data and AI projects. Over 500,000 users have already used Free Edition, and the new additions enable end-to-end development from data engineering to AI agents.

Databricks BlogAgents / ChipsIn-site article
Becoming the most comprehensive data & AI ecosystem on earth

Databricks expands its partner ecosystem with new Marketplace, Apps, OpenSharing, and Genie Agent capabilities that help partners build, distribute, share, and monetize solutions on the platform.

Databricks BlogAgents / PolicyIn-site article