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Large Action Models (LAMs) vs Agentic LLMs: What’s the Real Difference?

Large Action Models (LAMs) and agentic LLMs are often confused but fundamentally different. Agentic LLMs gain action abilities through external scaffolding, while LAMs are trained from scratch to generate executable actions. This article breaks down the differences and provides guidance on when to use each.

Analytics VidhyaModels / Agents / ResearchIn-site article
AI turned every engineer into three. Now companies need more product thinkers

Anthropic told its growth team to hire more product managers, not fewer, because Claude Code tripled engineering output, shifting the bottleneck from the IDE to deciding what to build. The bottleneck in software is no longer typing—it's deciding what to type. Engineers who treat that as someone else's problem risk plateauing.

Hacker News AIToolsIn-site article
Show HN: Emra – A workspace where every app you build shares one db

Emra is a workspace that lets non-developers build full-stack apps with AI, all sharing the same database and service layer. It aims to democratize software creation, has built example apps like a 3D note-taking tool and video editor, and plans to open-source its SDK. The bootstrapped team prioritizes user data ownership and plans a usage-based pricing model.

Hacker News AIAgents / StartupsIn-site article
AirKaren

AI that fights customer service for you.

Product Hunt AIToolsIn-site article
Flora: A Diagram Library Built with (and for) AI

Flora is a fault-tolerant, Mermaid-compatible diagram library that renders polished, interactive SVGs from imperfect input. Built in 10 days with heavy AI assistance (particularly Claude Fable), it skips malformed lines instead of crashing, offers strict mode, interactive canvases, and supports JS/React/Python/Markdown integrations.

Hacker News AIAgentsIn-site article
Patagonia Vests Are "Out" with AI Crowd

The AI boom is creating new wealth, leading luxury brands like Chanel and The RealReal to expand in San Francisco as the tech crowd shifts from Patagonia vests to more elevated casual looks.

Hacker News AIToolsIn-site article
Plasma Wiki – a CLI for maintaining agent-edited Markdown wikis

Plasma Wiki is a CLI tool for maintaining Markdown wikis edited by AI agents. It follows the LLM Wiki pattern and Google's Open Knowledge Format, auto-generating indexes and cross-links, and handling merge conflicts. Install via pip, integrate with Claude Code and Codex.

Hacker News AIAgents / PolicyIn-site article
The Information Theory Behind Why AI Writing Sucks

This article explains why AI-generated text lacks the unique voice of human authors, using information theory concepts like probability distributions and KL divergence. Alignment techniques like RLHF push models toward a low-variance 'Annotator Consensus Dialect', and prompting or temperature adjustments fail to reproduce human stylistic irregularity.

Hacker News AIPolicy / ResearchIn-site article
Skillsaw: Lints the files that steer your AI coding agents

Skillsaw lints the files that steer your AI coding agents: skills, plugins, CLAUDE.md, and AGENTS.md. It catches weak language, contradictions, attention dead zones, and structural issues with more than 40 rules, then auto-fixes them.

Hacker News AIAgents / ResearchIn-site article
Show HN: IDE for code assembly of reusable code blocks

Tetrees is an AI IDE for assembling reusable code blocks. The team eliminated the white flash on cold load by inlining critical styles, optimizing favicon, and separating the stylesheet for caching and parallel fetch.

Hacker News AIToolsIn-site article
Show HN: AI latent space with overlapping manifolds

This project presents a novel approach to AI latent space, using topological manifolds (sphere and torus) and advanced loss functions (curvature alignment, Casimir entropy, geodesic regularization) to build overlapping manifolds. The code implements adaptive topology configuration, smooth leaky guardrails, and gradient flow protection to improve learning of high-dimensional representations.

Hacker News AIChips / PolicyIn-site article
It Still Can't Do My Job: Four Years of Moving Goalposts (2022–2026)

This article traces the history of moving goalposts in AI coding capabilities from November 2022 to 2026, documenting how skeptics continually raised the bar as AI achieved each milestone—from writing a simple Snake game to passing exams, building real products, and handling production code. Despite AI's progress, critics always found a new reason to say 'it still can't do my job.' The piece ends with forecasts for future benchmarks.

Hacker News AIAgents / ChipsIn-site article
AI coding is addictive. Engineers are paying the price

LeadDev's Engineering Leadership Report 2026 reveals AI coding tools are leading to longer hours and higher burnout among engineers, with 45% working more hours and 49% feeling emotionally drained weekly. The addictive nature of AI's intermittent rewards and lack of natural stopping points are key contributors. Experts recommend deliberate habits like time-boxing, separating exploration from execution, and proper training.

Hacker News AIAgents / ResearchIn-site article
June 2026 newsletter

Simon Willison's sponsors-only monthly newsletter for June 2026 is out. It covers Claude Fable 5, GPT-5.6, US export restrictions, GLM-5.2 as best open weights model, Tokenmaxxing being over, Datasette Apps, sqlite-utils, shot-scraper, WASM projects, and other model releases. Available to sponsors at $10/month.

Simon Willison's WeblogModels / Agents / ResearchIn-site article
Stop AI from Wrecking Your Codebase with Spec-Driven Development

Without structured specs, AI coding tools amplify inconsistency—they hallucinate requirements, expand change scopes, and forget rules between sessions. SDD shifts the human role from line-by-line reviewer to rule definer, cutting rework and making AI output predictable enough for multi-sprint, multi-developer projects.

Hacker News AIAgentsIn-site article
Show HN: TaskPeace – a task queue my AI coding agents pull work from over MCP

TaskPeace is a mission control for AI coding agents, providing a single ranked queue from which agents pull work via MCP or REST. It allows humans to prioritize tasks, agents execute them autonomously, and users monitor progress live. It works with Claude Code, Cursor, ChatGPT, and others.

Hacker News AIAgents / PolicyIn-site article
World Cup 2026 Offside Technology: AI, Computer Vision, and the Connected Ball

The 2026 FIFA World Cup will feature an advanced semi-automated offside technology (SAOT) combining a connected ball with IMU sensors, multi-camera computer vision, and player-specific 3D digital twins to improve the speed and accuracy of offside decisions. The system provides automatic audio alerts for clear offsides while leaving complex scenarios to human referees.

Hacker News AIPolicy / ResearchIn-site article
Leanstral 1.5: Proof Abundance for All

Leanstral 1.5, a free Apache-2.0 licensed model with 6B active parameters, delivers a major performance upgrade in formal verification, saturating miniF2F, solving 587/672 PutnamBench problems, and achieving state-of-the-art results on FATE-H (87%) and FATE-X (34%). Trained through mid-training, supervised fine-tuning, and reinforcement learning with CISPO, it excels in agentic proof engineering and real-world code verification, uncovering 5 previously unknown bugs across 57 repositories tested. Fully open-sourced and available via Hugging Face and a free API, Leanstral 1.5 is now accessible for practical proof engineering in Lean 4.

Hacker News AIAgents / PolicyIn-site article
OpenAI offers feds a stake, Anthropic gets out of AI model jail and Meta wants to be a neocloud

OpenAI reportedly has floated giving the U.S. government a 5% stake in the company, perhaps the start of a series of such stakes in other AI companies as well. Anthropic models got out of jail as the Trump administration lifted controls on two of its most powerful AI models, but with potentially onerous restrictions. Meta may finally offer cloud services, but agentic AI progress is slower than hoped. AI chip investments surge, with Etched raising $800M and South Korea launching a $584B chip initiative. AWS and Microsoft form professional services teams to accelerate enterprise AI adoption. Experts highlight Enterprise AGI as the real prize.

SiliconANGLE AIModels / Agents / ChipsIn-site article
Anthropic wants to develop its own drugs

Anthropic announced Claude Science, an AI workbench for scientists, and plans to develop its own drugs for neglected diseases. Experts highlight challenges in AI-driven drug discovery, including experimental validation and data scarcity, with no AI-designed drug yet approved.

The Verge AIModels / Research / StartupsIn-site article
CorvinOS: A Self-Hosted Agentic OS Enforcing EU AI Act 2026 by Design

CorvinOS is a self-hosted agentic operating system that embeds EU AI Act 2026 and GDPR compliance into its architecture as structural constraints. It runs locally with Ollama, supports multiple AI engines, and provides multi-tenant, privacy-focused AI agent deployment.

Hacker News AIAgents / PolicyIn-site article
DaisyUI uses AI generated images AND ART to sell merchandising

DaisyUI has launched a merchandise line featuring AI-generated images and art, including t-shirts and hats with programmer-themed designs. Prices range from €22.27 for hats to €31.18 for t-shirts, with various sizes and colors available. Products are made to order with a 2-year warranty against defects.

Hacker News AIToolsIn-site article