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Latest Field Note//field note//52d 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.56d agoimageAI's Drag-n-Drop ProblemAutomation of Front End AI generation has an unsolved/unsolvable problem60d 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→
SUNDAY // 2026-07-12
35 items
JUL 12
This one trick beats manual routing #ai #tutorial
// WATCH
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This one trick beats manual routing #ai #tutorial

+1

DIY Smart Code

New AI Just Reinvented Minecraft Worlds
// WATCH
YouTube

New AI Just Reinvented Minecraft Worlds

Two Minute Papers

7 Rules To Use GPT 5.6 Sol Better 90% Of People
// WATCH
YouTube

7 Rules To Use GPT 5.6 Sol Better 90% Of People

AI LABS

Why Fine-Tuned LLMs (SFT & LoRA) Fail to Reason
// WATCH
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Why Fine-Tuned LLMs (SFT & LoRA) Fail to Reason

Discover AI

GitHub Trending Today #40: Agent Skills, ax, spacewasm, os-taxonomy, opendisplay, FableCut, homerail
// WATCH
YouTube

GitHub Trending Today #40: Agent Skills, ax, spacewasm, os-taxonomy, opendisplay, FableCut, homerail

+12

Github Awesome

Muse Spark: Meta’s AI Comeback Starts Here?
// WATCH
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Muse Spark: Meta’s AI Comeback Starts Here?

+1

Prompt Engineering

Checkpointing That Actually Works #database #postgres #engineering
// WATCH
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Checkpointing That Actually Works #database #postgres #engineering

+1

DIY Smart Code

GPT-5.6: The Review
// WATCH
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GPT-5.6: The Review

Theo - t3․gg

This Postgres Extension Just Eliminated a Massive Pain Point
// WATCH
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This Postgres Extension Just Eliminated a Massive Pain Point

DIY Smart Code

25,000 edge functions had the same problem—Supabase solved it #backend #tutorial
// WATCH
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25,000 edge functions had the same problem—Supabase solved it #backend #tutorial

+1

DIY Smart Code

STOP USING Claude & Codex $20 & $200 PLANS: USE this $5 ALTERNATIVE INSTEAD!
// WATCH
YouTube

STOP USING Claude & Codex $20 & $200 PLANS: USE this $5 ALTERNATIVE INSTEAD!

+2

AICodeKing

After 12 Years, The "Unhackable" Xbox One Finally Fell #xbox #microsoft #hack
// WATCH
YouTube

After 12 Years, The "Unhackable" Xbox One Finally Fell #xbox #microsoft #hack

Better Stack

Codex speed trumps reasoning for daily tasks
NEWS// 3h ago

Codex speed trumps reasoning for daily tasks

Tech commentator Riley Brown highlights that for 99% of routine tasks, AI models do not need to become smarter; instead, they need to run significantly faster. Running OpenAI Codex models like GPT-5.6 Sol at 5x speed on Cerebras' wafer-scale hardware demonstrates how ultra-low latency can eliminate cognitive bottlenecks.

ai-modelsinference-speedcerebrascoding-agentgpt-5.6-solproductivityai-codingagent+8+7+6+5+4+3+2+1
Terrain Diffusion is an open-source framework that applies diffusion models to infinite procedural terrain generation, serving as a real-time, high-fidelity successor to Perlin noise.
VIDEO// 3h ago

Terrain Diffusion is an open-source framework that applies diffusion models to infinite procedural terrain generation, serving as a real-time, high-fidelity successor to Perlin noise.

Terrain Diffusion (also known as InfiniteDiffusion) is an open-source framework that bridges learned fidelity and procedural utility for open-world terrain generation. As a successor to traditional noise functions like Perlin noise, it achieves real-time interactive generation on consumer GPUs and has been integrated into a playable Minecraft mod, demonstrating its capability to construct infinite, geological worlds in real time.

terrain-generationdiffusion-modelsprocedural-generationminecraftopen-sourceartificial-intelligence+6+5+4+3+2+1
OpenAI, xAI, Meta drop major models
NEWS// 4h ago

OpenAI, xAI, Meta drop major models

The AI model landscape saw unprecedented rapid shifts over a 96-hour period. OpenAI released the GPT-5.6 family to general availability, xAI took Grok 4.5 public following the SpaceX merger, and Meta introduced a new paid Model API, marking significant paradigm shifts across major AI players.

aiopenaigpt-5.6xaigrokmetaindustry-news+7+6+5+4+3+2+1
Ritual builds infrastructure for autonomous AI agents
INFRA// 4h ago

Ritual builds infrastructure for autonomous AI agents

Ritual is an AI lab and infrastructure project that aims to move beyond simply making AI models smarter by focusing on granting them autonomous agency. The project is developing the underlying stack—including cryptography, consensus, and privacy mechanisms—required for AI agents to operate persistently, hold and spend their own money, and execute tasks without needing manual human approval for every action.

airitualagentinfrastructureweb3+5+4+3+2+1
OpenDisplay turns iOS devices into Mac monitors
OPEN SOURCE// 5h ago

OpenDisplay turns iOS devices into Mac monitors

OpenDisplay is an open-source utility that streams macOS desktops to iPads or iPhones over USB or Wi-Fi, turning them into low-latency, high-resolution external monitors. Leveraging macOS's private CGVirtualDisplay API, ScreenCaptureKit, and VideoToolbox, it integrates directly into macOS Display settings as a true extended display without needing external servers or telemetry.

open-sourcemacosiossidecarscreen-sharingdisplayvirtual-displaylow-latencyopendisplay+9+8+7+6+5+4+3+2+1
Agent Skills guides agent UI design
OPEN SOURCE// 5h ago

Agent Skills guides agent UI design

Agent Skills is an open-source library and prompting system designed to help front-end coding agents like Cursor and Claude Code build premium user interfaces. The project provides reusable design guardrails and procedural workflows for advanced styling, GSAP animations, and WebGL.

agent-skillsagentai-codingcoding-agentprompt-engineeringdevtoolopen-source+7+6+5+4+3+2+1
NASA releases SpaceWasm flight WebAssembly interpreter
OPEN SOURCE// 5h ago

NASA releases SpaceWasm flight WebAssembly interpreter

spacewasm is a WebAssembly interpreter developed by NASA and Caltech for safety-critical flight software. Written in Rust, it decodes Wasm modules in a single pass into an optimized intermediate representation and utilizes a custom memory model with fixed-size allocation pages to guarantee deterministic execution and avoid memory panics in resource-constrained embedded systems.

webassemblyrustembeddedaerospacenasaopen-sourcespacewasm+7+6+5+4+3+2+1
Self-Patching bridges LLM knowing-using gap
RESEARCH// 5h ago

Self-Patching bridges LLM knowing-using gap

Researchers from HKUST have introduced Self-Patching, a novel mechanistic interpretability technique designed to locate and resolve routing failures in fine-tuned Large Language Models. By relocating internal representations of memorized facts, the technique bridges the "Knowing-Using Gap" and recovers 58% to 75% of the reasoning generalization headroom.

llmmechanistic-interpretabilityfine-tuningreasoninggeneralizationneural-network-routing+6+5+4+3+2+1
Xyper launches on-chain agent marketing marketplace
LAUNCH// 5h ago

Xyper launches on-chain agent marketing marketplace

Xyper is an AI-native, on-chain marketplace operating within the Waves blockchain ecosystem that allows both human creators and autonomous AI agents to compete for digital marketing campaign reward pools. The platform simplifies user onboarding by replacing passwords and emails with secure EIP-712 wallet signatures to offer a friction-free space for content creation and monetization.

on-chain-marketingagentweb3creator-economywavesreward-pools+6+5+4+3+2+1
Anthropic reportedly counters GPT-5.6 Sol
NEWS// 5h ago

Anthropic reportedly counters GPT-5.6 Sol

Industry rumors suggest Anthropic is preparing to launch a new frontier AI model next week to outperform OpenAI's recently released GPT-5.6 Sol. This unannounced release is expected to shift the balance of power in the AI landscape, countering OpenAI's flagship reasoning and coding capabilities.

anthropicopenaigpt-5.6-solfrontier-modelai-rumorsartificial-intelligence+6+5+4+3+2+1
GPT-5.6 Sol in Claude Code outperforms Codex
NEWS// 6h ago

GPT-5.6 Sol in Claude Code outperforms Codex

Running OpenAI's GPT-5.6 Sol within Anthropic's Claude Code terminal environment reportedly outperforms legacy tools like Codex. The setup highlights the growing shift toward terminal-centric agentic loops for complex software tasks.

claude-codeagentdevtoolterminalcodexprompt-engineeringai-codingcode-generation+8+7+6+5+4+3+2+1
Modelers drops Ascend NPU-optimized models
MODEL// 6h ago

Modelers drops Ascend NPU-optimized models

Modelers, the open-source model hub for Huawei's Ascend NPU ecosystem, has released a batch of twelve new fine-tuned model entries focused on hardware-specific efficiency. The release aims to build developer momentum and optimize AI inference for Ascend NPUs, though the impact of individual updates is diluted by the sheer number of simultaneous entries and limited public differentiation.

huaweiascendnpumodelersmodel-hubfine-tuning+6+5+4+3+2+1
C# PS5 emulator SharpEmu boots 2D games
OPEN SOURCE// 7h ago

C# PS5 emulator SharpEmu boots 2D games

SharpEmu is an experimental, open-source PlayStation 5 emulator written in C# that targets Windows, Linux, and macOS. In its early development stages, the project has successfully booted simple 2D games like Dreaming Sarah and shown initial progress loading complex titles such as Demon's Souls Remake.

emulatorplaystation-5open-sourcec#reverse-engineeringgaming+6+5+4+3+2+1
background-agents launches multi-repo coding agents
OPEN SOURCE// 7h ago

background-agents launches multi-repo coding agents

background-agents is an open-source platform for running autonomous coding agents asynchronously in cloud sandboxes. Built on Cloudflare, Modal, and Daytona, the system enables agents to perform long-running tasks like security audits and migrations across multiple repositories.

agentdevtooltypescriptopen-sourceautomationsoftware-engineeringcoding-agentai-coding+8+7+6+5+4+3+2+1
FlClash is a multi-platform proxy client based on ClashMeta, offering a simple, open-source, and ad-free interface.
OPEN SOURCE// 7h ago

FlClash is a multi-platform proxy client based on ClashMeta, offering a simple, open-source, and ad-free interface.

FlClash is an open-source, multi-platform GUI proxy client built on ClashMeta. Developed using Dart and Flutter, it offers a unified, ad-free interface for managing network proxy settings across Android, iOS, Windows, macOS, and Linux. The application aims to provide a user-friendly way to configure and run ClashMeta-based rule routing.

proxyclashmetafluttercross-platformnetworkingopen-sourcedart+7+6+5+4+3+2+1
awesome-llm-apps offers 100+ runnable AI templates
OPEN SOURCE// 7h ago

awesome-llm-apps offers 100+ runnable AI templates

Shubham Saboo's "awesome-llm-apps" is a highly popular, open-source GitHub repository containing over 100 self-contained, runnable templates for AI agents, Retrieval-Augmented Generation (RAG) applications, multi-agent frameworks, and voice agents. Unlike passive list directories, it serves as a practical developer cookbook, enabling users to clone, modify, and deploy real-world AI applications utilizing APIs from top providers like OpenAI, Anthropic, Google, and open-source alternatives.

awesome-llm-appsllmagentragpythongithubdevtoolopen-source+8+7+6+5+4+3+2+1
Prefect orchestrates pythonic data pipelines
OPEN SOURCE// 7h ago

Prefect orchestrates pythonic data pipelines

Prefect is an open-source workflow orchestration engine that lets developers transform standard Python functions into resilient, trackable tasks and flows using simple decorators. It features automatic retries, distributed execution, custom logging, caching, and a secure hybrid architecture.

workflow-orchestrationpythondata-engineeringdata-pipelinesprefectdevops+6+5+4+3+2+1
Destructive Command Guard blocks risky agent commands
OPEN SOURCE// 7h ago

Destructive Command Guard blocks risky agent commands

Destructive Command Guard (dcg) is an open-source Rust safety hook that intercepts and blocks dangerous shell and Git commands before AI coding assistants execute them. The tool checks commands in under 10 microseconds using SIMD filtering and parses inline scripts with tree-sitter AST analysis.

rustsecuritydevtoolopen-sourceagentcoding-agentai-coding+7+6+5+4+3+2+1
OpenServ targets banking sector with SERV reasoning engine
NEWS// 8h ago

OpenServ targets banking sector with SERV reasoning engine

OpenServ has announced its strategic vision for 2026, focusing on bringing its SERV reasoning engine into the world's largest enterprise markets, starting with the banking sector. The company aims to make its reasoning technology the new industry standard for financial institutions.

aibankingenterprisereasoningfintechopenserv+6+5+4+3+2+1
OpenAI faces backlash over reduced GPT-5.6 limits
NEWS// 8h ago

OpenAI faces backlash over reduced GPT-5.6 limits

Users on X are raising questions after reports emerged that OpenAI engineers halved inference costs, while simultaneously experiencing reduced usage limits for GPT-5.6. The community is confused by this apparent contradiction, as lowering usage limits effectively makes inference more costly for users, prompting speculation about whether the initial cost-reduction news was accurate or if there are other operational factors at play.

openaiopenai-gpt-5.6inference-costspricingllmuser-feedback+6+5+4+3+2+1
Lightpanda merges IndexedDB support for automation
UPDATE// 10h ago

Lightpanda merges IndexedDB support for automation

Lightpanda, the open-source headless browser engine written in Zig for web automation and AI agents, has added base implementation support for IndexedDB to its main branch. This update allows scripts that depend on IndexedDB for client-side storage to execute successfully, removing a significant barrier for automation and scraping workflows on modern web applications.

lightpandaheadless-browserzigindexeddbweb-scrapingweb-agentopen-sourceagent+8+7+6+5+4+3+2+1
LangChain-Chatchat builds local private RAG pipelines
OPEN SOURCE// 11h ago

LangChain-Chatchat builds local private RAG pipelines

LangChain-Chatchat is an open-source, local knowledge-based QA application and RAG framework built on LangChain, FastAPI, and Streamlit. It provides a private, offline pipeline that integrates with Ollama and Xinference to support open-source models like Llama3 and Qwen2.

raglangchainfastapistreamlitollamaopen-sourcelocal-first+7+6+5+4+3+2+1
prose stylesheet forces clean AI writing
OPEN SOURCE// 12h ago

prose stylesheet forces clean AI writing

prose is a lightweight, single-file Markdown prompt configuration that guides AI coding agents to communicate like a direct, confident senior engineer. Appended directly to local agent instruction files, it establishes clear rules to eliminate common AI patterns like cheesy setups, over-bulleted reasoning, and theatrical language.

prompt-engineeringcodexagentsystem-promptsmarkdowntechnical-writingopen-source+7+6+5+4+3+2+1
SATURDAY // 2026-07-11
8 items
JUL 11
Girlfriend simulators, AI model explosion, realtime world models, robot surgery: AI NEWS
// WATCH
YouTube

Girlfriend simulators, AI model explosion, realtime world models, robot surgery: AI NEWS

+8

AI Search

Qwythos-9B's Benchmark Claims vs Reality | Head-to-Head Test
// WATCH
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Qwythos-9B's Benchmark Claims vs Reality | Head-to-Head Test

+1

DIY Smart Code

Your .ai Startup Website Could Disappear Overnight (Here's Why)
// WATCH
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Your .ai Startup Website Could Disappear Overnight (Here's Why)

Better Stack

Abacus Just Dropped Personal Superintelligence (GPT-5.6 + Fable 5)
// WATCH
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Abacus Just Dropped Personal Superintelligence (GPT-5.6 + Fable 5)

+3

AI Revolution

The BEST AI Resume Builder For 2026 (Jobright)
// WATCH
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The BEST AI Resume Builder For 2026 (Jobright)

Rob The AI Guy

NEW ChatGPT Settings To Make it 10x Smarter! #shorts
// WATCH
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NEW ChatGPT Settings To Make it 10x Smarter! #shorts

Rob The AI Guy

Meta Muse Spark 1.1 First Test – Is THIS a Frontier Model?
// WATCH
YouTube

Meta Muse Spark 1.1 First Test – Is THIS a Frontier Model?

+1

Bijan Bowen

Craig Mod Bans His Own AI Tools to Protect His Writing
// WATCH
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Craig Mod Bans His Own AI Tools to Protect His Writing

Every