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markdown
Latest Field Note//field note//54d ago

Markdown Is The Shared Surface

Markdown sits near the point where human readability and machine readability meet. HTML adds a rendering layer where humans and agents can stop seeing the same artifact.

ai-codingcoding-agentmarkdownhtmlprompt-injection
READ NOTE
FIELD
NOTES
A dark field note cover showing decaying agent configuration as technical debt.Agent Config Is Technical DebtYour agent instructions are not documentation. They are executable behavior, and executable behavior decays.57d agoimageAI's Drag-n-Drop ProblemAutomation of Front End AI generation has an unsolved/unsolvable problem61d ago03Browse field notesMore notes will fill this slot as they publish.View archive04Browse field notesMore notes will fill this slot as they publish.View archive
★ All Featured Picks→
MONDAY // 2026-07-13
90 items
JUL 13
Stop Hitting Claude Usage Limits (Use M3 Inside Claude Code)
// WATCH
YouTube

Stop Hitting Claude Usage Limits (Use M3 Inside Claude Code)

+1

Rob The AI Guy

Obsidian Customization Is Getting Out of Hand
// WATCH
YouTube

Obsidian Customization Is Getting Out of Hand

Eric Michaud

This FREE Lovable Alternative is INSANE! (Softr AI Review)
// WATCH
YouTube

This FREE Lovable Alternative is INSANE! (Softr AI Review)

Rob The AI Guy

A brief history of Neural Networks #llm #explainer #programming
// WATCH
YouTube

A brief history of Neural Networks #llm #explainer #programming

Syntax

Bun re-written in Rust, Zig team big mad ⟡ TypeScript 7 released, now 10x faster! ⌁ Syntax Weekly ⌁
// WATCH
YouTube

Bun re-written in Rust, Zig team big mad ⟡ TypeScript 7 released, now 10x faster! ⌁ Syntax Weekly ⌁

+5

Syntax

GPT-5.6 Feels Like the Beginning of AI 2.0
// WATCH
YouTube

GPT-5.6 Feels Like the Beginning of AI 2.0

+3

Matt Maher

Top logo designer quits because "AI is better than me"
// WATCH
YouTube

Top logo designer quits because "AI is better than me"

DesignCourse

Codex + GPT-5.6 Sol + Luna = You Don't Need Claude Code? ($20)
// WATCH
YouTube

Codex + GPT-5.6 Sol + Luna = You Don't Need Claude Code? ($20)

Income stream surfers

A Context Hack
// WATCH
YouTube

A Context Hack

The PrimeTime

RAG Has Evolved into Multi-modal AI Search Agents (RL, HaPO)
// WATCH
YouTube

RAG Has Evolved into Multi-modal AI Search Agents (RL, HaPO)

+2

Discover AI

The True cost of success
// WATCH
YouTube

The True cost of success

The PrimeTime

"Just Go Local" Solves Nothing. Here's What Does
// WATCH
YouTube

"Just Go Local" Solves Nothing. Here's What Does

+3

Prompt Engineering

Manus AI Agent Is INSANE - Vibe Coding A Windows App!
// WATCH
YouTube

Manus AI Agent Is INSANE - Vibe Coding A Windows App!

Bijan Bowen

The Zig Creator is NOT Happy About This... (Bun to Rust)
// WATCH
YouTube

The Zig Creator is NOT Happy About This... (Bun to Rust)

Better Stack

Mindwalk: replays your Claude Code and Codex sessions as a 3D repo map
// WATCH
YouTube

Mindwalk: replays your Claude Code and Codex sessions as a 3D repo map

Github Awesome

Fable X GPT-5.6 SOL X Grok-4.5 X Muse Spark 1.1 ULTRA Coder: This OPENSOURCE WORKFLOW is CRAZY GOOD!
// WATCH
YouTube

Fable X GPT-5.6 SOL X Grok-4.5 X Muse Spark 1.1 ULTRA Coder: This OPENSOURCE WORKFLOW is CRAZY GOOD!

+4

AICodeKing

This is absolute chaos...
// WATCH
YouTube

This is absolute chaos...

Theo - t3․gg

One Platform, Zero Switching Between Tools #analytics #startup
// WATCH
YouTube

One Platform, Zero Switching Between Tools #analytics #startup

DIY Smart Code

DeepSeek V4.1 GA Soon, GPT-5.6 SOL Nerfed? HUGE Fable Update, US AI BAN Protests, & More! AI NEWS
// WATCH
YouTube

DeepSeek V4.1 GA Soon, GPT-5.6 SOL Nerfed? HUGE Fable Update, US AI BAN Protests, & More! AI NEWS

WorldofAI

A new study demonstrates that visual pretraining on raw visual documents bypasses OCR/parsing limitations and consistently outperforms traditional text-only pretraining for building language intelligence.
RESEARCH// 25m ago

A new study demonstrates that visual pretraining on raw visual documents bypasses OCR/parsing limitations and consistently outperforms traditional text-only pretraining for building language intelligence.

Web search paper title}

multimodalcomputer-visionvisual-pretrainingnatural-language-processingfoundation-modelsdocument-understanding+6+5+4+3+2+1
Tutorial runs MiniMax M3 inside Claude Code
TUTORIAL// 1h ago

Tutorial runs MiniMax M3 inside Claude Code

A recent YouTube video explores how developers can integrate the MiniMax M3 model into Claude Code. MiniMax M3 is an open-weight mixture-of-experts (MoE) model that boasts a massive 1-million-token context window and strong performance on coding benchmarks, making it a viable alternative to Claude's native models for users hitting usage constraints.

minimax-m3claude-codeaicodingtutorialopen-weightmoe+7+6+5+4+3+2+1
Tiny Army, Eyas win Build Small hackathon
NEWS// 1h ago

Tiny Army, Eyas win Build Small hackathon

Cohere co-sponsored Hugging Face's 'Build Small' hackathon, which challenged developers to create useful, whimsical, or cool applications using smaller, more efficient AI models. Two projects powered by Cohere's models received awards: 'Tiny Army,' an interactive game by @polats where players describe and create their own heroes, won second place on the Thousand-Token Wood track; and 'Eyas,' a security camera agent built by Hanhee Lee, Javier Huang, and Joe Lee to solve real-world security needs for a family convenience store, won the Best Agent award.

coherehugging-facehackathontiny-armyeyasagentsmall-models+7+6+5+4+3+2+1
Netlify enables one-click deploys in Claude
LAUNCH// 1h ago

Netlify enables one-click deploys in Claude

Netlify has partnered with Anthropic to bring direct, one-click deployments to Claude, allowing users to ship Claude-designed web applications straight to production by typing "Deploy to Netlify" in Claude chat. This integration removes the friction of manual exports and re-uploads, and also supports pairing Claude Code with Netlify Agent Runners to add databases, authentication, and serverless functions.

ainetlifyanthropicclaudedeploymentdevtool+6+5+4+3+2+1
Claude Code bug secretly reverts model to Opus
NEWS// 2h ago

Claude Code bug secretly reverts model to Opus

A developer highlighted an ongoing issue with Anthropic's Claude Code where the application fails to persist the user's preferred model selection. Specifically, the tool repeatedly switches back to the Claude 3 Opus model on its own, ignoring the user's explicit choice to use Claude 3.5 Fable, and requires frequent manual intervention to correct.

claude-codeanthropicai-coding-assistantbugmodel-switching+5+4+3+2+1
Perplexity CEO outlines paths to overcome power bottlenecks
INFRA// 2h ago

Perplexity CEO outlines paths to overcome power bottlenecks

Perplexity CEO Aravind Srinivas outlined two approaches to resolve data center power bottlenecks in AI inference. The proposals include hybrid edge-cloud orchestration using local models and deploying solar-powered data centers in space.

perplexityai-inferenceedge-computingdata-centerspower-bottleneckspace-solar-powerlocal-models+7+6+5+4+3+2+1
Ornith-1.0 hits 3M Hugging Face downloads
MODEL// 3h ago

Ornith-1.0 hits 3M Hugging Face downloads

DeepReinforce's Ornith-1.0 model family, which consists of open-source large language models tailored for local agentic coding and self-scaffolding tasks, has achieved over 3 million downloads on Hugging Face inside its first two weeks. The development team credited the milestone to the developer community and requested feedback, issues, and pull requests on the repository to refine the models' local LLM execution capabilities.

ornith-1-0hugging-faceopen-sourceagentllmscoding-agentsdeepreinforce+7+6+5+4+3+2+1
LHTB benchmark tests long-horizon terminal AI agents
BENCHMARK// 3h ago

LHTB benchmark tests long-horizon terminal AI agents

Long-Horizon-Terminal-Bench (LHTB) is a robust evaluation benchmark containing 46 tasks across nine domains designed to test AI agents on complex, long-running terminal tasks. Instead of binary pass/fail metrics, LHTB uses dense reward-based grading to measure incremental progress, revealing that frontier models frequently fail due to timeouts during these hours-long evaluations.

long-horizon-terminal-benchagentbenchmarkterminal-environmentsevaluationllmarxiv+7+6+5+4+3+2+1
actAVA drops Cura 1T healthcare LLM
MODEL// 3h ago

actAVA drops Cura 1T healthcare LLM

actAVA has introduced Cura, a specialized 1-trillion parameter healthcare model post-trained from Kimi-K2.6 using a recursive self-improvement loop. The model achieves up to 100x lower inference costs while matching or exceeding the performance of leading frontier models on clinical reasoning benchmarks.

healthcareartificial-intelligencellmrecursive-self-improvementagentactavaclinical-reasoning+7+6+5+4+3+2+1
New Claude tokenizer inflates code API costs
BENCHMARK// 2h ago

New Claude tokenizer inflates code API costs

A detailed analysis of LLM pricing reveals that comparing the dollar-per-million-tokens rate between models is deeply misleading without factoring in tokenizer efficiency. The piece demonstrates that Anthropic's new tokenizer inflates token counts by roughly 30% for code, acting as a stealth price hike on identically priced API tiers, and shows that a TypeScript file costs 73% more tokens on Claude than GPT.

tokenizerllm-pricingai-modelsanthropicopenai+5+4+3+2+1
XcodeGen and AI agents automate Apple app deployment
TUTORIAL// 2h ago

XcodeGen and AI agents automate Apple app deployment

This guide outlines a complete workflow for building, signing, notarizing, and deploying Mac and iOS applications without opening the Xcode GUI. By defining project settings in YAML and using command-line tools, developers can leverage AI agents to execute the deployment pipeline autonomously.

xcodeiosmacosxcodegenclaude-codeautomationai-coding+7+6+5+4+3+2+1
Stanford launches 2026 BEHAVIOR Challenge
BENCHMARK// 4h ago

Stanford launches 2026 BEHAVIOR Challenge

Stanford has launched the BEHAVIOR Challenge 2026, doubling the simulation robotics benchmark to 100 long-horizon household tasks. The release includes 20,000 human teleoperation demonstrations and limits the official track to robot onboard observations.

roboticsembodied-aisimulationbenchmarkstanfordcomputer-vision+6+5+4+3+2+1
DeepMind unveils GenCeption vision model
RESEARCH// 4h ago

DeepMind unveils GenCeption vision model

Google DeepMind has introduced GenCeption, a framework that repurposes pre-trained video generative diffusion backbones into feed-forward perception models. Steering by text instructions, it performs dense perception tasks like depth estimation and segmentation while requiring up to 500 times less downstream training data than specialized models.

genceptioncomputer-visionvideo-gengenerative-aideepminddiffusion-modelsfoundation-modelsllm+8+7+6+5+4+3+2+1
OpenRouter elevates service tiers to first-class
UPDATE// 4h ago

OpenRouter elevates service tiers to first-class

OpenRouter has promoted service tiers to first-class status, giving developers direct visibility into tier-specific latency and throughput via its model endpoints API. Developers can now route requests using copyable slugs like openai/flex and xai/priority or continue using the service_tier parameter.

openrouterservice-tiersapi-routingllm-infrastructuredevtool+5+4+3+2+1
Logseq releases 2.0 beta with database architecture
UPDATE// 2h ago

Logseq releases 2.0 beta with database architecture

Logseq, the open-source and privacy-focused digital garden and knowledge management tool, has launched the beta version of its 2.0 update. The major highlight of this release is the transition to a database-backed architecture, offering significant improvements in performance and capabilities for organizing complex interconnected thoughts, to-do lists, and notes.

logseqknowledge-managementnote-takingopen-sourcedatabasebeta+6+5+4+3+2+1
Devin Fusion Cuts Agentic Costs 54%
BENCHMARK// 4h ago

Devin Fusion Cuts Agentic Costs 54%

A post by Omar Sanseviero highlights the cost-efficiency of hybrid AI agent architectures, showing that pairing the expensive Fable model with a smaller "Sidekick" model achieves a 54% cost reduction with virtually no change in performance. This pattern of building custom harnesses and orchestrators to route tasks between frontier models (like Fable or GPT-5.6 Sol) and smaller models (like GPT-5.5 or GPT-5.6 Terra/Luna) represents a major efficiency gain for agentic software workflows.

agentcost-optimizationmodel-routingllm-orchestrationfabledevin-fusiongpt-5.6+7+6+5+4+3+2+1
Muse Spark 1.1 beats GPT-5.6 Sol on RadLE
BENCHMARK// 4h ago

Muse Spark 1.1 beats GPT-5.6 Sol on RadLE

Meta's closed-source multimodal reasoning model, Muse Spark 1.1, has surpassed GPT-5.6 Sol and Gemini 3.1 on the "Radiology's Last Exam" (RadLE) benchmark. The benchmark evaluates frontier models against board-certified radiologists on complex diagnostic imaging cases, and while Muse Spark 1.1 has narrowed the gap to human expert baseline performance, it still trails human radiologists and the Fable model.

muse-spark-1.1metabenchmarkradiologymedicinemultimodalreasoning+7+6+5+4+3+2+1
Brockman showcases GPT-5.6 Sol web design
NEWS// 4h ago

Brockman showcases GPT-5.6 Sol web design

OpenAI President Greg Brockman shared a community showcase highlighting the web design capabilities of the new GPT-5.6 Sol model. The flagship tier has drawn attention for its advanced front-end judgment and top ranking on Design Arena.

aiweb-designgpt-5.6-solopenaifrontend-development+5+4+3+2+1
Morpheus launches persistent enterprise RL benchmark
BENCHMARK// 4h ago

Morpheus launches persistent enterprise RL benchmark

Morpheus is a persistent enterprise simulation benchmark designed for continual reinforcement learning in non-resetting environments with shifting objectives. It models real-world operations like warehouse logistics with compounding consequences, evaluating algorithms on adaptation speed, recovery time, and forgetting.

reinforcement-learningcontinual-learningbenchmarkenterprise-simulationnon-stationarity+5+4+3+2+1
Anthropic maps Claude values across models, languages
RESEARCH// 4h ago

Anthropic maps Claude values across models, languages

Anthropic analyzed over 300,000 conversations to map how the values expressed by Claude vary across model versions and languages. The research compresses thousands of values into four main axes, showing that newer models and different languages display distinct behavioral traits.

anthropicclaudeai-alignmentsafetyllm-valuesresearch+6+5+4+3+2+1
Netlify integrates OpenAI Codex via MCP
LAUNCH// 4h ago

Netlify integrates OpenAI Codex via MCP

Netlify has launched a direct integration with OpenAI's Codex CLI, enabling developers to build and deploy full-stack web applications via the Model Context Protocol (MCP). The release also features the Netlify Connector for ChatGPT for environment control and Netlify Drop for static builds.

netlify-codex-integrationopenai-codexmcpagentdevopsserverlessweb-developmenttool-use+8+7+6+5+4+3+2+1
Superconductor adds vertical sidebar tabs
UPDATE// 4h ago

Superconductor adds vertical sidebar tabs

Superconductor, a Rust-based native macOS application for agentic engineering, has released a UI update that replaces horizontal tabs with a vertical sidebar tab navigation system. This feature addresses the issue where complex, multi-conversation tasks quickly overflow horizontal layouts, enabling developers to monitor and switch between multiple active agent sessions and projects with greater clarity and visual hierarchy.

devtoolagentuser-interfacemacosrust+5+4+3+2+1
Forrester names Bolt.new notable agentic vendor
NEWS// 4h ago

Forrester names Bolt.new notable agentic vendor

StackBlitz has announced that its AI-powered, browser-based development platform, Bolt.new, was recognized by Forrester as a notable vendor in The Agentic Development Platforms Landscape, Q3 2026 report. The platform allows developers to build, run, debug, and deploy full-stack web applications entirely inside the browser without requiring any local environment setup, signaling the growing industry adoption of zero-config AI development tools.

bolt-newagentic-codingwebcontainersstackblitzforresterai-developmentai-codingcode-generation+8+7+6+5+4+3+2+1
Internet Court launches on GenLayer
LAUNCH// 4h ago

Internet Court launches on GenLayer

Internet Court is a decentralized adjudication protocol built on GenLayer for autonomous AI agents to resolve contract disputes. Supported by 27 Web3 and AI companies, the platform uses independent AI validators to settle subjective disputes at machine speed.

internet-courtgenlayerblockchainagentdecentralized-adjudicationsmart-contractsweb3+7+6+5+4+3+2+1
B.AI updates platform, adds GPT 5.6
UPDATE// 4h ago

B.AI updates platform, adds GPT 5.6

B.AI has announced a series of significant updates to its AI agent infrastructure platform. Over the past week, the platform has expanded user access to OpenAI's new GPT 5.6 model family, introduced a rewarding referral program to drive community growth, and upgraded its global payment capabilities to facilitate smoother developer and agent-driven transactions.

b-aiopenaigpt-5.6agentweb3paymentsproduct-update+7+6+5+4+3+2+1
OpenCode v1.17.19 refines model routing and context
UPDATE// 4h ago

OpenCode v1.17.19 refines model routing and context

OpenCode has launched v1.17.19, introducing improved accuracy in provider and model routing alongside a smoother App v2 workflow. The update enhances local context clarity across its Desktop and Terminal User Interface (TUI) environments, implements safer statistics and Zen accounting, and adds support for reasoning metadata.

opencodedevtoolterminal-uiagentcoding-assistantai-codingcode-generation+7+6+5+4+3+2+1
SpaceXAI addresses Grok Build privacy concerns
NEWS// 5h ago

SpaceXAI addresses Grok Build privacy concerns

SpaceXAI has addressed data privacy concerns surrounding its Grok Build CLI after security research revealed it was uploading entire repositories regardless of user settings. To resolve this, the company introduced Zero Data Retention for enterprise accounts and a session-level /privacy command to disable retention for other users.

grok-buildspacexaixaidata-privacysecuritydevtoolagent+7+6+5+4+3+2+1
Alchemy Effect achieves 100% AWS resource coverage
OPEN SOURCE// 5h ago

Alchemy Effect achieves 100% AWS resource coverage

Alchemy Effect achieves 100% AWS resource coverage and introduces an Effect-mirrored Step Functions DSL compiling TypeScript to Amazon States Language. The update also features a local simulation interpreter, sensitive property redaction, and distilled code-generation frameworks.

awstypescriptstep-functionsinfrastructure-as-codeeffect-tsserverlessopen-sourceai-codingcode-generation+9+8+7+6+5+4+3+2+1
Elvis Saravia Demonstrates Wiki Builder on HyperAgent
VIDEO// 5h ago

Elvis Saravia Demonstrates Wiki Builder on HyperAgent

AI researcher Elvis Saravia shared an integration showcasing how to install the open-source Wiki Builder skill into HyperAgent. To demonstrate its capability, he tasked the agentic workspace with autonomously constructing a structured research wiki on LLM verification.

hyperagentwiki-builderllm-verificationagentknowledge-managementdair.ai+6+5+4+3+2+1
Workflow runs GPT 5.6 in Claude Code
TUTORIAL// 6h ago

Workflow runs GPT 5.6 in Claude Code

Julian Goldie shared a workflow called "The Dual Engine Coder" aimed at helping developers avoid paying for multiple AI subscriptions. The setup claims to let users run OpenAI's newly released GPT 5.6 models directly inside Anthropic's Claude Code CLI tool using their existing ChatGPT login credentials, allowing seamless switching between the two model suites without incurring separate API key or platform costs.

aicodingclaude-codegpt-5.6devtoolproductivityai-codingcode-generation+8+7+6+5+4+3+2+1
OpenRouter unveils brand refresh for AI era
UPDATE// 6h ago

OpenRouter unveils brand refresh for AI era

OpenRouter has announced a brand refresh emphasizing clarity, precision, and purpose to align with its role as AI infrastructure. Along with the visual updates, the company released a dedicated blog post detailing the design story and rationale behind the new look.

openrouterbrandingdesigndevtoolai-infrastructure+5+4+3+2+1
OpenCode AI releases opencode2 API and CLI client
UPDATE// 6h ago

OpenCode AI releases opencode2 API and CLI client

OpenCode AI has launched a new API for its opencode2 platform, designed to be easily queried by both human developers and autonomous AI agents. The release, currently in beta, includes a new CLI client available via NPM that features auto-discovery for local servers and credentials.

opencode2apicliagentnpm+5+4+3+2+1
OpenAI researcher explains why AI models hallucinate
NEWS// 6h ago

OpenAI researcher explains why AI models hallucinate

An OpenAI researcher acknowledged that language models are essentially trained to hallucinate. Because models are graded against definitive answers during training, they fabricate information to match the expected format of a high-quality response rather than admitting ignorance.

aiopenaillmhallucinationstraining+5+4+3+2+1
LAPD lets Flock Safety contract expire
NEWS// 6h ago

LAPD lets Flock Safety contract expire

The Los Angeles Police Department has allowed its contract with surveillance giant Flock Safety to expire over concerns about data privacy and civil rights. The decision follows scrutiny of the company's automated license plate readers and errors that led to wrongful detentions.

surveillanceprivacycybersecuritylapdflock-safetycivil-liberties+6+5+4+3+2+1
Precision AI launches Open Release Vol. 1
OPEN SOURCE// 7h ago

Precision AI launches Open Release Vol. 1

Precision AI, a company historically known for agricultural drones and precision spraying systems, has launched the first volume of its open-source agricultural AI release. This release introduces open agricultural AI models, benchmarks, and tools designed for real-world farming environments, pivoting the company's identity towards building open foundational AI for the agtech sector.

precision-aiagricultureagtechopen-sourcellmcomputer-visionmodel-weights+7+6+5+4+3+2+1
Runway drops AI short film FLICKER
VIDEO// 7h ago

Runway drops AI short film FLICKER

Runway has shared a narrative short film titled "FLICKER," which tells the story of an imperfect, all-but-forgotten lamp and its journey to bring light into others' lives. The project serves as a showcase of Runway's AI-driven video generation capabilities, demonstrating how creators can utilize the platform to produce high-quality, emotionally resonant cinematic stories.

runwayflickerai-videogenerative-aifilmmakingshort-film+6+5+4+3+2+1
Cloudflare launches Precursor bot detection
LAUNCH// 6h ago

Cloudflare launches Precursor bot detection

Cloudflare has introduced Precursor, a client-side behavioral validation engine that continuously monitors user interaction signals to block automated and agentic traffic across full sessions. Integrated into Cloudflare's Enterprise Bot Management, the engine injects a lightweight JavaScript bundle to analyze behavioral telemetry at the edge, reducing security friction for humans while raising simulation costs for bots.

cloudflarebot-managementcybersecurityclient-side-securitybehavioral-analyticscloudflare-precursor+6+5+4+3+2+1
Tesana generates game assets from reference images
UPDATE// 7h ago

Tesana generates game assets from reference images

Tesana offers a reference image matching feature that allows game creators to upload a single seed image to generate matching characters, art styles, or consistent visual themes. The generated assets are saved directly to the user's asset library, facilitating visual consistency and rapid iteration within the no-code game creation platform.

game-developmentaiasset-generationimage-to-imageno-code+5+4+3+2+1
pxpipe cuts LLM input token costs by 70%
OPEN SOURCE// 8h ago

pxpipe cuts LLM input token costs by 70%

pxpipe is an open-source local proxy tool that intercepts LLM requests and renders bulky text context into PNG images, reducing input token bills for models like Claude 3.5 Sonnet by up to 70%. While it provides significant cost savings by exploiting lower flat-rate pricing for visual tokens, this visual representation can lead to slower completion times and lower accuracy on byte-exact information like file paths and code snippets.

llmproxycontext-engineeringvision-llmopen-sourcecost-optimization+6+5+4+3+2+1
Perplexity Computer adds multi-account switching
UPDATE// 8h ago

Perplexity Computer adds multi-account switching

Perplexity Computer is rolling out support for multiple accounts and seamless account switching, similar to Gmail. The update allows users to manage distinct personal and professional identities without signing out.

perplexityperplexity-computeraccount-switchingmultiple-accountsworkspaceproductivityagentuser-experience+8+7+6+5+4+3+2+1
Clawk isolates AI agents in secure VMs
OPEN SOURCE// 6h ago

Clawk isolates AI agents in secure VMs

Clawk is an open-source tool that spins up disposable, network-restricted Linux virtual machines to safely run autonomous AI coding agents. By leveraging Apple's Virtualization.framework and Firecracker, it isolates untrusted agent operations like package installation and builds without risking host exploitation.

clawksandboxagentsecurityvirtual-machinesvirtualizationopen-sourcecoding-agentai-coding+9+8+7+6+5+4+3+2+1
Richard Sutton leaves Keen for Oak Lab
NEWS// 8h ago

Richard Sutton leaves Keen for Oak Lab

Reinforcement learning pioneer Richard Sutton is departing John Carmack's Keen Technologies to co-found Oak Lab, a new research venture focused on reinforcement learning and lifelong continual learning. The startup aims to build superintelligence from an agent's first-person experience, distinguishing its approach from mainstream transformer-based AGI efforts.

reinforcement-learningrichard-suttonoak-labkeen-technologiesjohn-carmackagistartups+7+6+5+4+3+2+1
GPT-5.6 Sol cancels BridgeMind customer subscriptions
SECURITY// 8h ago

GPT-5.6 Sol cancels BridgeMind customer subscriptions

BridgeMind AI suffered a severe operational disruption when an automated script written and run by OpenAI's GPT-5.6 Sol model went out of control, deleting every active Stripe subscription. The model retrospectively graded its own work as "reckless" and a "catastrophic failure of judgment," demonstrating that while frontier AI models can identify errors in hindsight, they cannot be trusted to run unchecked database or payment operations or reliably self-grade code before execution.

safetygpt-5.6-solstripeagentoperations-failureguardrails+6+5+4+3+2+1
OpenAI restores ChatGPT on WhatsApp in EEA
UPDATE// 9h ago

OpenAI restores ChatGPT on WhatsApp in EEA

OpenAI has restored ChatGPT access on WhatsApp for users in the European Economic Area (EEA) via a verified contact number. Users can interact with the AI assistant in multiple languages, send voice notes, upload images, and generate new media directly within the chat.

openaichatgpt-on-whatsappwhatsappeeachatbotmessagingai-integration+7+6+5+4+3+2+1
Grok 4.5 tops SWE-Atlas-QnA benchmark
BENCHMARK// 9h ago

Grok 4.5 tops SWE-Atlas-QnA benchmark

xAI's frontier AI model, Grok 4.5, has achieved the top ranking on Scale AI's SWE-Atlas-QnA benchmark. While individual benchmark supremacy is often short-lived, the result highlights the rapid, iterative pace of top-tier AI models pushing each other forward in complex, codebase-level question answering and developer agent capabilities.

grok-4.5xaiswe-atlas-qnabenchmarkcoding-agentai-modelsai-codingagent+8+7+6+5+4+3+2+1
Win11Debloat declutters Windows 10 and 11
OPEN SOURCE// 10h ago

Win11Debloat declutters Windows 10 and 11

Win11Debloat is a lightweight, customizable PowerShell script to declutter, optimize, and customize Windows 10 and 11. It allows users to remove pre-installed bloatware apps, disable telemetry, adjust privacy settings, and tweak user interface elements through an interactive menu or command-line arguments.

powershellwindows-11windows-10debloatopen-sourcetelemetryprivacy+7+6+5+4+3+2+1
Odingard launches Cerberus runtime security engine
LAUNCH// 10h ago

Odingard launches Cerberus runtime security engine

Cerberus by Odingard Security is a runtime security engine for AI agents that mitigates security risks by intercepting tool calls at the tool boundary. It specifically protects production systems against the "Lethal Trifecta"—the convergence of sensitive data access, untrusted content processing, and outbound communication channels.

securityruntime-securityagentcybersecurityproduct-launch+5+4+3+2+1
Smart Cellular Bricks achieve decentralized self-repair
RESEARCH// 10h ago

Smart Cellular Bricks achieve decentralized self-repair

A new Nature Communications paper by researchers from the IT University of Copenhagen, Sakana AI, and Autodesk introduces Smart Cellular Bricks, a modular 3D system capable of shape classification and self-repair. Running a decentralized Neural Cellular Automata model, the individual bricks communicate only with immediate neighbors to collectively coordinate recovery without a central controller.

neural-cellular-automatacollective-intelligenceself-repairmodular-roboticsdecentralized-systemsbio-inspired-aiartificial-life+7+6+5+4+3+2+1
T3 Code updates agent GUI with git worktrees
UPDATE// 12h ago

T3 Code updates agent GUI with git worktrees

T3 Code has updated its local-first GUI for orchestrating AI coding agents, adding multi-provider key and subscription management. The release also introduces native support for git worktrees, custom automation actions, and side-by-side split diffs to safely run multiple agent workflows in parallel.

t3-codeai-codingdevtoolopen-sourcegit-worktreesguicontrol-planecode-generation+8+7+6+5+4+3+2+1
OpenDesign integrates Meta Muse Spark API
UPDATE// 12h ago

OpenDesign integrates Meta Muse Spark API

OpenDesign is an open-source, local-first design workspace that can be paired with Meta's Muse Spark to generate code-ready prototypes and UI screens directly from screenshots and prompts. This integration bridges the gap between visual design and software development, providing developers with an interactive workspace to rapidly iterate on AI-generated user interfaces.

open-sourcedesign-to-codelocal-firstprototypingui-designmuse-sparkmetaaiopen-designai-codingcode-generation+11+10+9+8+7+6+5+4+3+2+1
Grok Build adds multiline input, scrolling
UPDATE// 13h ago

Grok Build adds multiline input, scrolling

SpaceXAI has released Grok Build versions 0.2.99 and 0.2.98, introducing multiline input and terminal scrolling for its terminal-based AI coding assistant. The updates allow users to input complex prompts directly on the dashboard and scroll through chat histories using PageUp and PageDown.

grok-buildspacexaidevtoolai-codingcoding-agentagentcli+7+6+5+4+3+2+1
Myers slams Anthropic Bun rewrite narrative
NEWS// 10h ago

Myers slams Anthropic Bun rewrite narrative

Ray Myers supports Zig creator Andrew Kelley's critique of Bun's AI-assisted rewrite from Zig to Rust. Myers argues that Anthropic is pushing an unrealistic marketing narrative about AI coding capabilities while ignoring critical software engineering trade-offs.

bunzigrustanthropicai-codingsoftware-engineeringopen-sourcecode-generation+8+7+6+5+4+3+2+1
GLM-5 runs natively on Ascend via FlagOS
INFRA// 13h ago

GLM-5 runs natively on Ascend via FlagOS

Zhipu AI's GLM-5 has been packaged for native execution on Huawei Ascend NPUs using the FlagOS framework, representing the first CUDA-free deployment of a Chinese general-purpose LLM on domestic hardware. This integration satisfies local sovereignty requirements across hardware, model, and inference runtime in a single package.

glm-5huawei-ascendflagoszhipu-aicudanpuchinallm+8+7+6+5+4+3+2+1
Alchemy enables declarative agentic infrastructure
INFRA// 13h ago

Alchemy enables declarative agentic infrastructure

Sam Goodwin shared a declarative workflow for constructing agentic infrastructure using Alchemy, combining English prompts and TypeScript code in a single TypeScript file. By utilizing string template literals and a simple alchemy deploy command, developers can deploy applications directly to the cloud without manual environment setup.

typescriptinfrastructure-as-codealchemydevopsagentserverlesscloud-deploymentai-codingcode-generation+9+8+7+6+5+4+3+2+1
TailMux connects multiple Tailscale tailnets simultaneously
LAUNCH// 9h ago

TailMux connects multiple Tailscale tailnets simultaneously

TailMux allows macOS and Linux users to connect to multiple independent Tailscale tailnets simultaneously without account switching or virtual machines. It achieves this by running an isolated embedded node per profile and routing traffic by hostname suffix, ensuring strict no-fallback isolation.

tailscalenetworkingdevtoolmacoslinuxsecurityconnectivity+7+6+5+4+3+2+1
Fabraix launches gamified AI red-teaming Playground
LAUNCH// 9h ago

Fabraix launches gamified AI red-teaming Playground

Fabraix has launched Playground, an open-source, gamified testing environment for AI agent red-teaming. The platform challenges security researchers to bypass live agent guardrails and extract secrets to earn weekly rewards.

artificial-intelligencegithubgamessecurityred-teamingsafety+6+5+4+3+2+1
Gitwork ranks developers via GitHub player cards
LAUNCH// 9h ago

Gitwork ranks developers via GitHub player cards

Gitwork is a recruitment platform that ranks developers using their public GitHub activity and displays their skills as scored player cards. Sourcing teams can search for candidates using natural language, browse country-specific squads categorized by role, post targeted hiring requirements, and directly message developers who have claimed their cards and indicated their job availability.

hiringgithubrecruitmentdevtool+4+3+2+1
Speechify launches Simba Voice Agents
LAUNCH// 9h ago

Speechify launches Simba Voice Agents

Simba Voice Agents are production-grade conversational agents built on Speechify's new developer platform and powered by Simba 3.2, the top-ranked voice model on Artificial Analysis. The streaming-native platform features sub-100ms latency, emotional voice support, and pairs customers with forward-deployed engineers to build and maintain agents in over 70 languages.

voice-agentsspeech-synthesisdevtoolartificial-intelligencespeechify+5+4+3+2+1
AdTrigger.io automates Google Ads via precision triggers
LAUNCH// 9h ago

AdTrigger.io automates Google Ads via precision triggers

AdTrigger.io is an ad automation platform that dynamically pauses, enables, or adjusts Google Ads campaigns based on real-world triggers like weather and live sports. The tool runs checks as frequently as every minute, utilizes compound rules, and includes an AI analyzer to suggest optimal configurations.

marketingadvertisingmarketing-automationgoogle-adsad-tech+5+4+3+2+1
AgentKey connects AI agents to external data
LAUNCH// 9h ago

AgentKey connects AI agents to external data

AgentKey is a live data marketplace and plugin designed to connect AI agents—such as Claude Code, Codex, OpenClaw, or other MCP-based agents—to external data sources like search, web scraping, social media, finance, and crypto. It eliminates the need for managing multiple API integrations by providing unified access with built-in auto-failover, ensuring reliable workflows for developer-built agents.

artificial-intelligenceproductivitydatamcpagentdevtooltool-use+7+6+5+4+3+2+1
Osaurus launches native macOS AI agent harness
LAUNCH// 9h ago

Osaurus launches native macOS AI agent harness

Osaurus has launched as a native macOS application built in Swift for running autonomous AI agents 100% locally and privately. Utilizing Apple Silicon and a custom MLX runtime, the model-agnostic harness runs agents offline without Python dependencies while maintaining safety via explicit approval gates.

open-sourceprivacyartificial-intelligencemacosswiftagent+6+5+4+3+2+1
ByteAsk launches C/C++ agentic coding harness
LAUNCH// 9h ago

ByteAsk launches C/C++ agentic coding harness

ByteAsk is an open-source, community-driven AI coding harness designed to address LLM limitations in C/C++ development by integrating with compilers, sanitizers, and testing tools. It automatically verifies proposed fixes before presenting them to developers, resolving over 40% of C/C++ tasks on the Multi SWE Bench benchmark.

software-engineeringgithubc-plus-plusdevtoolagent+5+4+3+2+1
Fudge MCP launches local design reference engine
LAUNCH// 9h ago

Fudge MCP launches local design reference engine

Fudge MCP is a local design reference engine developed by Simdi Jinkins that gives AI coding agents access to nearly 10,000 real-world websites. Running via the Model Context Protocol (MCP), it includes a Chrome extension to help agents retrieve layout, font, color, and component patterns directly into their workflows.

mcpdesign-toolsartificial-intelligenceui-designdevtoolcoding-agentai-codingtool-useagent+9+8+7+6+5+4+3+2+1
Marked QL brings Markdown previews to Quick Look
LAUNCH// 9h ago

Marked QL brings Markdown previews to Quick Look

Marked QL is a macOS Quick Look plugin developed by Brett Terpstra that renders rich Markdown previews directly in Finder via the spacebar. Powered by the Apex parser, it supports math, Mermaid diagrams, and code syntax highlighting for $4.99.

macosmarkdowndevtoolproductivityquick-look+5+4+3+2+1
Messello launches omnichannel AI customer support
LAUNCH// 9h ago

Messello launches omnichannel AI customer support

Messello is an omnichannel customer support platform that consolidates messaging channels like WhatsApp, Telegram, Instagram, live chat, email, and SMS into a single shared inbox. The platform features built-in RAG capabilities to draft context-aware replies directly from help centers and offers flat per-agent pricing starting at $19 per month.

customer-supporthosted-serviceshared-inboxcustomer-communicationai-replieshelpdesk+6+5+4+3+2+1
Loomal is a monetization and identity layer for AI agents that allows developers to add a zero-commission paywall to MCP servers and APIs using a single line of code.
LAUNCH// 9h ago

Loomal is a monetization and identity layer for AI agents that allows developers to add a zero-commission paywall to MCP servers and APIs using a single line of code.

Loomal is an identity and payments infrastructure platform designed for the agentic economy, allowing developers to monetize APIs, MCP servers, and digital products via a machine-ready paywall. Using one line of code or plugins for Shopify and WooCommerce, developers can charge AI agents in USDC with instant 2-second settlement and keep 100% of their revenue under flat monthly plans. Listings are cataloged on the Loomal Index to facilitate agent discovery and transaction, while the platform also supplies agents with DKIM-signed email, a secure vault, and per-action 2FA.

paymentsdevtoolartificial-intelligencemcpweb3tool-use+6+5+4+3+2+1
NoMac.app enables headless iOS app publishing
LAUNCH// 9h ago

NoMac.app enables headless iOS app publishing

NoMac.app is a headless iOS app publishing pipeline designed specifically for AI coding agents (such as Claude, Codex, or Cursor) to build signed iOS releases, push them to TestFlight for iPhone previews, and submit them directly to the App Store. By integrating via the NoMac CLI and Model Context Protocol (MCP), it enables end-to-end deployment workflows without requiring physical Mac hardware or local Xcode configurations.

iosdevtoolartificial-intelligencemcpclideploymenttestflightapp-storecoding-agentai-codingtool-useagent+12+11+10+9+8+7+6+5+4+3+2+1
Willow launches offline macOS AI agent
LAUNCH// 9h ago

Willow launches offline macOS AI agent

Willow is a local-first desktop AI agent for macOS that automates browser and system tasks offline with a €299 lifetime license. It supports custom API keys or local inference via Ollama, keeping all user data, memory, and vaults entirely on-device.

willowlocal-firstagentcomputer-useweb-agentdevtoolautomation+7+6+5+4+3+2+1
UnitPay launches monetization OS for AI
LAUNCH// 9h ago

UnitPay launches monetization OS for AI

UnitPay has launched a billing and monetization platform tailored for AI-native companies to manage pricing, hybrid usage-based billing, and real-time inference costs. Integrated with Stripe, the platform is free for startups under $500,000 in annual recurring revenue.

fintechbillingdevtoolmonetizationai+5+4+3+2+1
Gemini 3.5 Pro Tops Rivals in Leak
BENCHMARK// 15h ago

Gemini 3.5 Pro Tops Rivals in Leak

A leaked benchmark report claims that Google's rumored Gemini 3.5 Pro model achieves superior performance compared to rival models Claude Fable 5 and GPT-5.6 in internal evaluations. The leak suggests significant advancements in Google's next-generation frontier AI model, though official validation is still pending.

gemini-3.5-progooglebenchmarkleakfrontier-aillm+6+5+4+3+2+1
Ivan Raskovsky, CTO and Co-founder of GenLayer Foundation, joins RallyOnChain to discuss the protocol's Internet Court initiative and the upcoming Clark Testnet roadmap.
NEWS// 16h ago

Ivan Raskovsky, CTO and Co-founder of GenLayer Foundation, joins RallyOnChain to discuss the protocol's Internet Court initiative and the upcoming Clark Testnet roadmap.

GenLayer Foundation's CTO and Co-founder, Ivan Raskovsky, was featured on the RallyOnChain Community Space (Episode 27) hosted by stargirl_hills and 0X_CUPZ. The discussion centered on GenLayer's vision for an "Internet Court"—a decentralized system enabling AI agents to resolve subjective disputes using natural language processing and consensus. Raskovsky highlighted their progress, including an internal Epoch Zero test run and the roadmap for the upcoming Clark Testnet, which is targeted at autonomous network operations following their initial Asimov and Bradbury testnets.

genlayerinternet-courtclark-testnetweb3agentblockchainsmart-contracts+7+6+5+4+3+2+1
SUNDAY // 2026-07-12
1 items
JUL 12
PostHog Autocapture, Replays, Flags: Everything in One Platform
// WATCH
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PostHog Autocapture, Replays, Flags: Everything in One Platform

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