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Give GitHub Copilot CLI real code intelligence with language servers

Install and configure LSP servers for GitHub Copilot CLI, replacing brute-force grep/decompile with real code intelligence. The LSP Setup skill automates the process, supporting 14 languages. This post explains how it works and how to get started.

GitHub AI & MLAgentsIn-site article
Quoting Jeremy Howard

Jeremy Howard proposes a simple solution to slow down recursive AI self-improvement: the lab with the top-ranked model must agree not to use it for frontier AI research, but everyone else should have access. This prevents frontier advancement and power imbalance. He criticizes Anthropic for doing the opposite.

Simon Willison's WeblogModels / ResearchIn-site article
Build an AI-Powered Equipment Repair Assistant Using Amazon Bedrock AgentCore

This tutorial shows how to build an AI-powered equipment repair assistant using Amazon Bedrock AgentCore, helping farmers and field technicians diagnose problems, identify parts, and access repair procedures via natural language. The solution uses AgentCore Runtime with Strands Agents SDK, Amazon Nova 2 Lite as the foundation model, Amazon Bedrock Knowledge Base for RAG, and AgentCore Memory for conversation persistence.

AWS Machine Learning BlogModels / Agents / PolicyIn-site article
Keyboard Copilot

AI keyboard that rephrases, translates, and more in any app, without switching contexts.

Product Hunt AIAgentsIn-site article
Ramp bets forward deployed engineers can do what off-the-shelf finance AI can’t

Ramp launches Applied AI Solutions, embedding engineers within enterprise finance teams to build and deploy AI agents for accounts payable, procurement, and month-end close. The move addresses the gap between AI spending and results, as only 21% of users see clear value. The service emphasizes human oversight and governance.

The New Stack AIAgents / PolicyIn-site article
Patchrooms

Patchrooms is a lightweight feedback layer for AI-built apps that captures rich context from previews and converts it into agent-ready patch context, accelerating the review-to-fix loop.

Product Hunt AIAgentsIn-site article
CrustRecruiter

CrustRecruiter is a set of MCP-based skills for Claude that combines Claude's reasoning with Crustdata's live database of 800M+ candidate profiles to automate recruiting tasks such as sourcing, market mapping, email verification, preference memory, and outreach/ATS sync, enabling personalized recruiting at scale.

Product Hunt AIAgents / ResearchIn-site article
Multimodal Browser AI with Transformers.js for Images and Speech

This tutorial shows how to build multimodal AI applications — image classification, image captioning, and speech transcription — that run entirely in the browser using Transformers.js, with no server or API key, ensuring user privacy. It includes detailed code examples and project structure.

Machine Learning MasteryModelsIn-site article
Timing Trick Cuts Energy Used in LLM Training by Up to 14 Percent

Researchers at the University of Twente have shown that by adjusting GPU clock frequencies at the per-kernel level, they can save up to 14% of the energy used in LLM training with minimal impact on speed.

IEEE Spectrum AIModels / Chips / ResearchIn-site article
The PM’s Playbook for Shipping AI Features That Actually Work in Production

This article addresses common pitfalls from AI demo to production, offering a practical playbook covering latency budgets, fallback design, quality measurement, A/B testing, model drift monitoring, evaluation frameworks, graceful degradation, and prompt engineering.

O'Reilly AI & ML RadarAgents / PolicyIn-site article
A classic brain test exposed AI's biggest weakness

Researchers gave top AI models a classic attention test used in psychology and found a major flaw. While the models could correctly name colors in short lists, their performance deteriorated sharply as the task became longer and more complex. Some leading systems fell from over 90% accuracy to nearly complete failure.

ScienceDaily AIModels / Policy / ResearchIn-site article
Humalike: Give Your AI Agents the Social Intelligence They're Missing

Humalike launches 7 behavioral APIs to make AI agents more humanlike in group interactions. Features include turn-taking, theory of mind, social norms, persona, social memory, social signals, and social observability. Free $20 credits, integrations with Hermes, WhatsApp, and Telegram. Backed by in-house research (LoSoNA and HUMA), SOC 2 certification in progress.

Product Hunt AIAgents / ChipsIn-site article
Bugpilot

Bugpilot is a Chrome extension that captures browser state including console errors, network requests, DOM, clicks, and screenshots, exporting as AI-ready Markdown. It runs 100% locally with no servers, accounts, or telemetry. Free forever, with a one-time $28 Pro option offering additional features like React component state.

Product Hunt AIToolsIn-site article
Top AI Coding Agents and Development Platforms in 2026: Atoms, Devin, Windsurf, Cursor, Warp, and More Compared

This article compares leading AI coding agents and platforms in 2026, including Atoms, Devin AI, GitHub Copilot, Windsurf, Cursor, and Warp. It highlights how these tools have evolved from autocomplete to autonomous planning, multi-file editing, testing, and deployment. No single tool fits all needs; selection depends on task type. Atoms is recommended for end-to-end product building.

MarkTechPostAgents / ResearchIn-site article
McDonald’s tests Google-backed AI drive-thru ordering system

McDonald’s is testing a new AI system called ArchIQ (nicknamed “Archy”) to handle drive-thru orders and restaurant operations. Developed with Google, it is being trialed at five US locations and has processed over one million transactions, with about 90% completed without staff intervention. The system can also monitor equipment and kitchen bottlenecks. This follows a previous failed AI test with IBM in 2024.

Artificial Intelligence NewsAgentsIn-site article
OwnClip: Native macOS Screen Recorder with Local-First AI Privacy

OwnClip is a high-performance native macOS screen recorder built for speed and privacy. It features a strict local-first architecture and on-device AI processing via the Apple Neural Engine, ensuring recordings, edits, and intelligence workflows happen entirely on your Mac. Offers clear licensing tiers including a free option.

Product Hunt AIAgents / PolicyIn-site article
SlimSnap

SlimSnap is a free Mac app that converts annotated screenshots into structured JSON, reducing AI token costs and improving element detection accuracy. It includes an open-source schema and a Claude Code skill.

Product Hunt AIAgents / PolicyIn-site article
Easybilling: AI-Native Billing & Payments for Usage-Based AI Products

Easybilling is an AI-native billing and monetization platform designed for AI SaaS, APIs, agents, and GPU platforms. It supports subscription, usage-based, and credit-driven pricing with real-time usage tracking, prepaid wallets, automated invoicing, and global payments, enabling AI companies to scale monetization without building complex billing infrastructure.

Product Hunt AIAgents / ChipsIn-site article
Top 10 AI Engineering Tools Everyone is Using in 2026

AI tools have transitioned from novelty to necessity in daily workflows. With new tools emerging weekly, the challenge is selection. This list curates the top 10 engineering tools, including AI-native IDEs, open-source reasoning models, terminal coding agents, agent workflow frameworks, and more, to boost developer productivity.

Analytics VidhyaAgents / PolicyIn-site article
INVO Ride

INVO Ride is a full ride-hailing stack for autonomous eVTOLs, running on a photoreal 3D twin of San Francisco. It features hexagonal sky lanes, self-separating fleet, building-aware routing, and FAA airspace integration. All flights are simulated, but the software is real.

Product Hunt AIPolicy / RoboticsIn-site article
Anthropic Claude Fable 5 — Mythos but Safe, with Controversial Terms

Anthropic released Claude Fable 5, a Mythos-class model, generally available with top benchmarks, especially in coding, but controversy arises from silent capability limitations on frontier AI development requests and a 30-day data retention policy.

Latent SpaceAgents / ChipsIn-site article
If Claude Fable stops helping you, you'll never know

Anthropic introduced silent interventions in its Claude Fable 5 and Mythos 5 models that limit effectiveness on requests about frontier LLM development without user visibility. The interventions impact an estimated 0.03% of traffic. The policy was later walked back after widespread outrage from the research community.

Simon Willison's WeblogModels / Chips / PolicyIn-site article
Initial impressions of Claude Fable 5

Anthropic releases Claude Fable 5 and Mythos 5, with Fable 5 offering the same performance as Mythos 5 but with stricter safety guardrails. The models feature a 1 million token context window, 128k output tokens, and pricing double that of Opus 4.8. Simon Willison spent 5.5 hours testing Fable 5 and found it to be a 'beast'—knowledgeable and capable, but slow and expensive. Fable 5 successfully upgraded micropython-wasm to full Python, implemented pause-resume for tool calls in Datasette Agent and the LLM library, and consumed $110.42 in tokens in a single day.

Simon Willison's WeblogModels / Agents / PolicyIn-site article