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Latest Field Note//field note//39d 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.43d agoimageAI's Drag-n-Drop ProblemAutomation of Front End AI generation has an unsolved/unsolvable problem47d 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 // 2026-06-29
41 items
JUN 29
GLM-5.2 vs Claude Opus 4.8 – Does GLM REALLY Beat Claude?
// WATCH
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GLM-5.2 vs Claude Opus 4.8 – Does GLM REALLY Beat Claude?

Bijan Bowen

Figma Shaders are cool, but there's a problem
// WATCH
YouTube

Figma Shaders are cool, but there's a problem

DesignCourse

7 Google Gemini Hacks You NEED to Know in 2026 (Gemini Tutorial For Beginners)
// WATCH
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7 Google Gemini Hacks You NEED to Know in 2026 (Gemini Tutorial For Beginners)

Rob The AI Guy

Your Own AI Agent in 3 Minutes | OpenClaw Hostinger Setup
// WATCH
YouTube

Your Own AI Agent in 3 Minutes | OpenClaw Hostinger Setup

+2

DIY Smart Code

The Only Claude Code Features Worth Using in 2026
// WATCH
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The Only Claude Code Features Worth Using in 2026

+2

AI LABS

Anthropic just revealed how the world uses Claude #anthropic #claude #aidata
// WATCH
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Anthropic just revealed how the world uses Claude #anthropic #claude #aidata

+1

DIY Smart Code

Advent Accelerates Deals with ChatGPT + Codex
// WATCH
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Advent Accelerates Deals with ChatGPT + Codex

+1

OpenAI

JEPA Adapters: Low-Rank Modular World Models
// WATCH
YouTube

JEPA Adapters: Low-Rank Modular World Models

Discover AI

GLM-5.2 + Z-Code (Ultra Mode - Free Tier): FABLE LEVEL PERFORMANCE!
// WATCH
YouTube

GLM-5.2 + Z-Code (Ultra Mode - Free Tier): FABLE LEVEL PERFORMANCE!

+3

AICodeKing

Thanks, AI.
// WATCH
YouTube

Thanks, AI.

Theo - t3․gg

Cursor Launches Official iOS App
LAUNCH// 8m ago

Cursor Launches Official iOS App

Cursor has introduced a native iOS mobile companion app, currently in public beta, designed to let developers manage AI coding agents on the go. The app allows users to launch and manage "always-on" cloud agents, remotely control desktop Cursor sessions, track agent progress through Live Activities and push notifications, and review logs, screenshots, and diffs to merge pull requests directly from their mobile devices.

cursoriosmobileagentdevtoolcloud-computing+6+5+4+3+2+1
Claude Code adds context window visualizer
UPDATE// 8m ago

Claude Code adds context window visualizer

Claude Code has introduced a new interactive visualizer in its documentation pages. This component allows developers to monitor how the context window changes turn-by-turn during a session, showing the initial context, its evolution through user-assistant interactions, and how subagents execute within the environment.

claude-codeanthropicagentdevtooldata-visualizationlong-context+6+5+4+3+2+1
Netlify Agent Runners Auto-Provision Postgres and Auth
VIDEO// 27m ago

Netlify Agent Runners Auto-Provision Postgres and Auth

Netlify released a video demonstration of Agent Runners, showing how the built-in AI coding agents can provision a PostgreSQL database, configure user authentication/identity, and set up project skills to make an application production-ready in minutes. Because Agent Runners execute within the Netlify dashboard ecosystem, they operate with full project context, including environment variables, database connections, and deployment settings.

netlifyagent-runnersagentdatabaseauthenticationpostgresqlcloud-hosting+7+6+5+4+3+2+1
PhysisForcing injects physics into video simulation
RESEARCH// 31m ago

PhysisForcing injects physics into video simulation

Generative video models like DiTs are increasingly used as embodied world simulators but often suffer from physically implausible artifacts such as discontinuous trajectories and object deformation. PhysisForcing addresses these issues by focusing supervision on physics-informative regions using trajectory and relational alignment losses, significantly improving physical consistency and closed-loop robotic planning success.

airoboticsworld-modelssimulationphysicsllmdiffusion-transformers+7+6+5+4+3+2+1
Cognition launches Devin Fusion hybrid-model harness
UPDATE// 1h ago

Cognition launches Devin Fusion hybrid-model harness

Cognition has introduced Devin Fusion, a hybrid-model harness that dynamically routes tasks mid-session between a sidekick agent and a frontier model. This approach reduces the cost of frontier-level intelligence by 35% while maintaining performance on complex coding tasks.

aidevtoolscoding-agentsllm-routingcognition+5+4+3+2+1
Cline launches ClinePass for open-weight model access
LAUNCH// 1h ago

Cline launches ClinePass for open-weight model access

Cline has officially launched ClinePass, a service designed to simplify access to various state-of-the-art open-weight models such as GLM 5.2, Kimi k2.7-code, Mimo 2.5, Deepseek v4 pro, and Minimax M3. The service allows users to leverage these models seamlessly without the hassle of managing individual API keys.

aiclineclinepassllmopen-weightdevtool+6+5+4+3+2+1
Vercel launches real-time voice agents on AI Gateway
UPDATE// 1h ago

Vercel launches real-time voice agents on AI Gateway

Vercel has introduced support for real-time speech and transcription capabilities for voice agents on its AI Gateway. Developers can now utilize tools like useRealtime, generateSpeech, and transcribe within Vercel's AI SDK 7 to build responsive voice-based AI applications.

vercelvoice-agentsai-gatewaysttreal-timeai-sdkfrontendserverless+8+7+6+5+4+3+2+1
Advent builds portfolio GPTs with ChatGPT
VIDEO// 1h ago

Advent builds portfolio GPTs with ChatGPT

Global investment firm Advent International is leveraging OpenAI's ChatGPT to streamline its deal pipeline and portfolio management. By building custom GPTs tailored to specific deal folders, investment professionals can query complex financial data and documents in real time.

chatgptopenaienterprise-aifinancecustom-gptsvideo+6+5+4+3+2+1
Advent accelerates deals with ChatGPT, Codex
VIDEO// 1h ago

Advent accelerates deals with ChatGPT, Codex

Private equity firm Advent International has integrated OpenAI Codex and ChatGPT into its operations, allowing its support group to build prototypes of business applications like contract management systems. By enabling non-technical teams to vibe code using natural language prompting, the firm can rapidly design, test, and iterate on internal software solutions to speed up deal cycles before dedicating engineering resources.

openai-codexchatgptprototypingai-codingenterprisevideo+6+5+4+3+2+1
Claude Code adds sub-agent teams, git isolation
VIDEO// 2h ago

Claude Code adds sub-agent teams, git isolation

Claude Code is Anthropic's agentic terminal tool that reads codebases, runs commands, and automates developer workflows. It supports advanced features such as agent teams, advisor models, automated safety modes, and git-level sub-agent worktree isolation to orchestrate multi-file work safely.

claude-codeanthropicai-codingterminaldevtoolagents+6+5+4+3+2+1
Meta AI releases non-invasive BCI Brain2Qwerty v2
RESEARCH// 2h ago

Meta AI releases non-invasive BCI Brain2Qwerty v2

Meta AI has released Brain2Qwerty v2, a non-invasive brain-computer interface (BCI) system that decodes brain activity into real-time sentences using deep learning and large language models. The system achieves an average word accuracy rate of 61% from magnetoencephalography (MEG) recordings.

brain-computer-interfacebcimagnetoencephalographymegdeep-learningmeta-airesearch+7+6+5+4+3+2+1
WATaBoy emulator bypasses iOS JIT ban via Wasm
OPEN SOURCE// 52m ago

WATaBoy emulator bypasses iOS JIT ban via Wasm

WATaBoy is an open-source Game Boy emulator that achieves higher performance than native interpretation by dynamically compiling SM83 instructions to WebAssembly. This JIT-to-Wasm approach circumvents iOS restrictions on native JIT compilation by utilizing the browser's built-in JavaScript engine, yielding a 1.2x speedup over a native interpreter.

emulationwebassemblywasmrustjitiosgameboy+7+6+5+4+3+2+1
OpenAI Plans SuperApp Merging ChatGPT and Codex
NEWS// 2h ago

OpenAI Plans SuperApp Merging ChatGPT and Codex

OpenAI Co-founder Greg Brockman has outlined plans for a desktop "superapp" that unites ChatGPT and Codex into a single, unified interface. Moving away from standalone tools, the application will use Codex to run agentic tasks, deprecating the legacy ChatGPT desktop experience.

openai-superappchatgptcodexagentproduct-consolidation+5+4+3+2+1
Guide explains two decades of frontend web development
TUTORIAL// 51m ago

Guide explains two decades of frontend web development

"The Descent" is an explanatory long-form article that takes developers who may have missed the last decade of frontend evolution on a journey from simple server-rendered HTML and FTP uploads through the rise of jQuery, declarative component frameworks like React, and modern build tools. The guide argues that the staggering complexity of modern web development isn't arbitrary but rather the result of incremental solutions to real problems, illustrating how each new layer of abstraction (transpilers, bundlers, Virtual DOMs) was designed to heal a specific wound created by the previous generation.

frontendjavascriptweb-developmentreacthistorytoolingbundlers+7+6+5+4+3+2+1
JEPA world models get first generalization theory
RESEARCH// 3h ago

JEPA world models get first generalization theory

This research paper presents the first formal generalization theory for Joint Embedding Predictive Architectures (JEPAs) operating as world models by casting pretraining as a conditional spectral graph learning problem. The authors establish finite-sample generalization bounds linking pretraining representation error directly to downstream planning regret, showing a trade-off in the latent space dimension.

jepaworld-modelsmachine-learning-theoryspectral-graph-learninggeneralization-boundsai-research+6+5+4+3+2+1
Apollo reports Mag 7 underperforms amid AI costs
NEWS// 51m ago

Apollo reports Mag 7 underperforms amid AI costs

Apollo's June 2026 report notes the Magnificent 7's market cap share is declining due to massive AI infrastructure capital expenditures driving down free cash flow. The report also highlights rapidly falling AI token prices and emphasizes that AI-linked issuance now dominates venture capital and credit markets.

financestock-marketmagnificent-7artificial-intelligencecapexventure-capital+6+5+4+3+2+1
Rocket Lab acquires satellite leader Iridium for $8B
FUNDING// 48m ago

Rocket Lab acquires satellite leader Iridium for $8B

Rocket Lab has agreed to acquire satellite communications leader Iridium for an enterprise value of approximately $8.0 billion. The deal transforms Rocket Lab into a vertically integrated space applications company, adding material recurring revenue and 2.55 million active subscribers.

rocketlabiridiumacquisitionspaceaerospacesatellitetelecommunications+7+6+5+4+3+2+1
DAIR.AI launches LLM-as-a-Judge lab
TUTORIAL// 3h ago

DAIR.AI launches LLM-as-a-Judge lab

DAIR.AI has launched a short-form laboratory tutorial focused on LLM-as-a-Judge, a critical methodology for constructing AI verifiers and automated evaluation systems. The 10-minute guide provides a structured introduction to the concept and guides developers through practical applications to help them master this increasingly essential AI skill.

llm-as-a-judgeai-evaluationdair.aitutorialdevtoolartificial-intelligence+6+5+4+3+2+1
GuarEmperor shares Web3 Hermes Agent persona
OPEN SOURCE// 3h ago

GuarEmperor shares Web3 Hermes Agent persona

Crypto influencer GuarEmperor has released a customized SOUL.md configuration to adapt the open-source Nous Research Hermes Agent for on-chain Web3 tasks. By applying this configuration, users can establish a dedicated persona with core directives and operational rules tailored for Web3 interactions.

hermes-agentweb3soul.mdagentopen-sourcenous-researchcrypto+7+6+5+4+3+2+1
Instagram serves highly personalized Meta Glasses ads
NEWS// 47m ago

Instagram serves highly personalized Meta Glasses ads

Screenshots circulating online show Instagram Reels ads for Meta Glasses featuring the viewer's profile picture alongside examples of voice commands. This hyper-personalized ad creative demonstrates how Meta is leveraging user-specific profile data—rather than just standard targeting parameters—to showcase the capabilities of its smart glasses directly within the advertisement.

metainstagramadvertisingprivacysmart-glasseswearables+6+5+4+3+2+1
Developer ports Principia to Windows XP
TUTORIAL// 47m ago

Developer ports Principia to Windows XP

The creator of the open-source physics game Principia successfully compiled a modern version for Windows XP by building a custom GCC toolchain. The project required an LLVM-mingw Dockerfile, patching GCC 16 to avoid Vista API dependencies, and overcoming hardware driver issues to achieve a functional port.

retro-computingwindows-xpcross-compilationgccmingwgame-developmentopen-source+7+6+5+4+3+2+1
Post breaks down end-to-end CUDA kernel execution
TUTORIAL// 43m ago

Post breaks down end-to-end CUDA kernel execution

This detailed post traces the lifecycle of a simple vector addition CUDA kernel from its C++ source code to hardware execution on an RTX 4090. It explores compilation via nvcc into PTX and device-specific SASS, the host-to-device bridge facilitated by the CUDA driver involving pushbuffers and GPFIFOs, and the low-level hardware mechanics of the GPU's compute work distributor, instruction caches, and warp schedulers managing resident blocks and hiding memory latency.

cudagpunvcchardwarearchitecturenvidiaprogramming+7+6+5+4+3+2+1
Meta MMS ports hit Ascend NPU ecosystem
NEWS// 3h ago

Meta MMS ports hit Ascend NPU ecosystem

Meta's open-source Massively Multilingual Speech (MMS) project is experiencing widespread adoption in China's AI model-platform ecosystem, where developers are frequently releasing models targeting different low-resource languages. In parallel, the Huawei Ascend NPU developer community is mirroring these releases to optimize and run the multilingual speech recognition and synthesis models on domestic hardware.

meta-mmsmassively-multilingual-speechascend-npusttlow-resource-languageschinahuaweiopen-source+8+7+6+5+4+3+2+1
VulnClaw drops open-source AI pentesting framework
OPEN SOURCE// 5h ago

VulnClaw drops open-source AI pentesting framework

VulnClaw is an open-source, AI-powered penetration testing framework that automates the vulnerability assessment lifecycle using Python and the Model Context Protocol (MCP) toolchain. Users provide a natural language goal, and VulnClaw autonomously orchestrates operations across MCP servers and penetration testing skills from information gathering to report generation.

penetration-testingagentmcpcybersecurityautomationpythonopen-sourcetool-use+8+7+6+5+4+3+2+1
Open-Source AI System Design Course Drops
OPEN SOURCE// 5h ago

Open-Source AI System Design Course Drops

AI System Design is an open-source course and handbook by developer anzal1 that bridges the gap between backend architecture and production-grade AI engineering. The repository provides a comprehensive learning path with architecture patterns, decision guides, and hands-on labs covering RAG, agents, evals, and safety.

system-designai-engineeringragllmopen-sourcetutorial+6+5+4+3+2+1
Davi Cavalcante releases @takk AI agent primitives
OPEN SOURCE// 7h ago

Davi Cavalcante releases @takk AI agent primitives

Software engineer Davi Cavalcante has launched a portfolio of 11 open-source, zero-runtime-dependency TypeScript libraries under the @takk scope to establish a deterministic and secure foundation for production-grade AI agents. The suite includes modelchain for cost-and-latency-based LLM routing, behavioralai for drift detection, noeticos for runtime parameter tuning, and keymesh for resilient API key rotation.

typescriptagentopen-sourcecybersecurityslsa-provenancemodel-routingkey-rotation+7+6+5+4+3+2+1
Lightpanda Tops Chromium on Agent Benchmarks
BENCHMARK// 7h ago

Lightpanda Tops Chromium on Agent Benchmarks

Lightpanda outperforms Chromium on GAIA and AssistantBench benchmarks when powering Vercel's agent-browser library. By replacing Chromium with Lightpanda, developers can run web-navigation agents with reduced memory usage and faster execution times.

lightpandaagent-browservercelheadless-browserbenchmarksgaiaassistantbenchweb-agentzigagent+10+9+8+7+6+5+4+3+2+1
Cursor contributes training data to Grok 4.5
NEWS// 7h ago

Cursor contributes training data to Grok 4.5

Elon Musk announced that xAI's Grok 4.5 training run incorporates critical training data and engineering support from the Cursor team. Cursor's contributions enhance the model's coding capabilities, while a larger 2-trillion-parameter model is already underway.

grokxaicursormachine-learningsftreinforcement-learningcoding-assistantartificial-intelligence+8+7+6+5+4+3+2+1
llm-d orchestrates Kubernetes LLM inference
OPEN SOURCE// 9h ago

llm-d orchestrates Kubernetes LLM inference

llm-d is a Kubernetes-native orchestration framework for distributed and disaggregated LLM inference serving on top of engines like vLLM and SGLang. By integrating with the Kubernetes Gateway API (Inference Extension), llm-d provides prefix-cache-aware routing, tiered KV-cache offloading, disaggregated prefill/decode serving, and SLO-aware autoscaling based on queue demand.

llm-dkubernetesinferencevllmsglangkv-cacheroutingopen-source+8+7+6+5+4+3+2+1
xAI to release new model every month
NEWS// 10h ago

xAI to release new model every month

Elon Musk has announced that xAI plans to release a brand-new AI model every month for the remainder of the year, signaling a pivot toward rapid, continuous iteration. Leveraging infrastructure and feedback from SpaceX and Starlink, this monthly roadmap aims to accelerate the deployment of trained-from-scratch models.

xai-modelsspacexaielon-muskxaimachine-learning+6+5+4+3+2+1
GPT-5.6 Leads Polymarket Top AI Race
NEWS// 11h ago

GPT-5.6 Leads Polymarket Top AI Race

OpenAI's GPT-5.6 leads the Polymarket prediction race for the top AI model by June 30, with Sakana AI's newly launched Fugu platform emerging as a wildcard challenger. While OpenAI remains the frontrunner, rapid multi-agent developments and infrastructure upgrades continue to shift trader expectations before the deadline.

aipolymarketprediction-marketopenaisakana-aigpt-5.6fugutech-news+8+7+6+5+4+3+2+1
SUNDAY // 2026-06-28
10 items
JUN 28
GPT-5.6 IS OUT! GLM 5.5 Is Mythos Level, U.S Governement Banning AI Cause of Dario?, & Grok 4.5!
// WATCH
YouTube

GPT-5.6 IS OUT! GLM 5.5 Is Mythos Level, U.S Governement Banning AI Cause of Dario?, & Grok 4.5!

+3

WorldofAI

PDFx: bundles multiple PDFs into one valid file any viewer can read
// WATCH
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PDFx: bundles multiple PDFs into one valid file any viewer can read

Github Awesome

Anthropic Just Confirmed It: The 2028 AI Warning Is Real
// WATCH
YouTube

Anthropic Just Confirmed It: The 2028 AI Warning Is Real

+5

AI Revolution

Fix These 3 Settings To Make Google Gemini 10x Smarter! #shorts
// WATCH
YouTube

Fix These 3 Settings To Make Google Gemini 10x Smarter! #shorts

Rob The AI Guy

I think it's finally time.
// WATCH
YouTube

I think it's finally time.

Theo - t3․gg

Google's New Memory Format Makes Old Methods Obsolete!
// WATCH
YouTube

Google's New Memory Format Makes Old Methods Obsolete!

+3

DIY Smart Code

The CRM That Turns Leads Into €11,647 in Bookings (Built With Claude Code)
// WATCH
YouTube

The CRM That Turns Leads Into €11,647 in Bookings (Built With Claude Code)

Income stream surfers

Ornith 1.0 Beats Claude Opus 4.7 — and It's Free #aimodel #coding
// WATCH
YouTube

Ornith 1.0 Beats Claude Opus 4.7 — and It's Free #aimodel #coding

+1

DIY Smart Code

Will JEPA Fail & World Models are just Tools?
// WATCH
YouTube

Will JEPA Fail & World Models are just Tools?

+2

Discover AI

DeepSeek's New Trick Makes LLMs 85% Faster
// WATCH
YouTube

DeepSeek's New Trick Makes LLMs 85% Faster

+1

Prompt Engineering