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Latest Field Note//field note//37d 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.41d agoimageAI's Drag-n-Drop ProblemAutomation of Front End AI generation has an unsolved/unsolvable problem45d 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→
SATURDAY // 2026-06-27
39 items
JUN 27
OpenAI admits GPT-5.6 takes actions it shouldn't #AIsecurity #LLM #TechNews
// WATCH
YouTube

OpenAI admits GPT-5.6 takes actions it shouldn't #AIsecurity #LLM #TechNews

+1

DIY Smart Code

HERMES AGENT + Stripe Payments + NVIDIA Nemotron is INSANE!
// WATCH
YouTube

HERMES AGENT + Stripe Payments + NVIDIA Nemotron is INSANE!

+6

Wes Roth

How AI Discovered Hidden Information in Light
// WATCH
YouTube

How AI Discovered Hidden Information in Light

+2

Discover AI

I Work on the Internet
// WATCH
YouTube

I Work on the Internet

The PrimeTime

Who actually owns AI-generated code? #aiethics #law
// WATCH
YouTube

Who actually owns AI-generated code? #aiethics #law

+1

DIY Smart Code

GPT 5.6 SOL: TBH, IT'S OKAY.. I have SERIOUS CONCERNS.
// WATCH
YouTube

GPT 5.6 SOL: TBH, IT'S OKAY.. I have SERIOUS CONCERNS.

+2

AICodeKing

Morgan Linton shares $198/mo agentic coding stack
NEWS// 49m ago

Morgan Linton shares $198/mo agentic coding stack

Entrepreneur Morgan Linton shared his optimized $198/month agentic AI coding stack on X, highlighting his recent transition to Claude Code as a primary tool. His setup also includes Cursor, ChatGPT, and GLM, reflecting a growing developer preference for multi-vendor stacks.

agentic-codingclaude-codecursorchatgptglmdevtoolai-stack+7+6+5+4+3+2+1
Axis Robotics introduces Policy Checker
LAUNCH// 1h ago

Axis Robotics introduces Policy Checker

Axis Robotics has launched Policy Checker to increase transparency in robotic AI policy development by exposing intermediate models and live inference. The tool allows developers to inspect decision-making pathways, trace performance regressions, and visualize behavior in real time.

roboticspolicy-checkeraxis-roboticstransparencyartificial-intelligence+5+4+3+2+1
WhisperX enables 70x faster speech recognition
OPEN SOURCE// 2h ago

WhisperX enables 70x faster speech recognition

WhisperX is an open-source speech recognition pipeline that achieves up to 70x real-time transcription speed using a batched Whisper pipeline. By leveraging wav2vec2 forced alignment and speaker diarization, it provides precise word-level timestamps and speaker detection.

stttranscriptionwhisperopen-sourcemachine-learningaidiarizationforced-alignment+8+7+6+5+4+3+2+1
VulcanBench refines LLM tasks for real engineering
UPDATE// 2h ago

VulcanBench refines LLM tasks for real engineering

VulcanBench creator Morgan Linton announced updates to the project's LLM evaluation tasks to more accurately mirror day-to-day software development. The updated benchmarks will focus on practical tasks like real-world debugging, testing, and implementing minor features rather than complex synthetic puzzles.

vulcanbenchllmbenchmarkingartificial-intelligencesoftware-engineeringdeveloper-tools+6+5+4+3+2+1
Meta uses $111M fine to silence whistleblower
NEWS// 1h ago

Meta uses $111M fine to silence whistleblower

In "Zuckerberg's increasingly bizarre war on whistleblowers," Cory Doctorow details Meta's aggressive legal campaign to suppress Careless People, a whistleblower memoir by former Facebook global policy head Sarah Wynn-Williams. Meta is leveraging binding arbitration and a $111 million fine to enforce permanent silence regarding the book's exposure of institutional misconduct, including cooperation with Chinese censorship.

metafacebookwhistleblowingcory-doctorowcareless-peoplecensorshiparbitrationnda+8+7+6+5+4+3+2+1
Exploitarium mass-drops functional zero-day exploit PoCs
SECURITY// 1h ago

Exploitarium mass-drops functional zero-day exploit PoCs

The GitHub repository 'exploitarium', created by anonymous user 'bikini', serves as a public archive for undisclosed vulnerability research, encouraging developers to report findings for CVE credit. Among the functional proof-of-concept exploits is a critical heap out-of-bounds write vulnerability in libssh2 (CVE-2026-55200) capable of unauthenticated remote code execution.

securityzero-dayexploitlibssh2cve-2026-55200githubopen-source+7+6+5+4+3+2+1
AHOIS embeds Socratic criticism in AI framework
RESEARCH// 3h ago

AHOIS embeds Socratic criticism in AI framework

AHOIS is a multi-agent AI framework that embeds Socratic inquiry into closed-loop experimentation to achieve epistemic autonomy in scientific discovery. Validated on a multimode-fiber optical platform, it uses a physics-critic agent to autonomously propose and verify hypotheses without relying on pre-trained human classifiers.

autonomous-scientific-discoverymulti-agent-systemsartificial-intelligencesocratic-agentsphysicsoptics+6+5+4+3+2+1
Microsoft releases OpenRCA 2.0 causal reasoning benchmark
BENCHMARK// 3h ago

Microsoft releases OpenRCA 2.0 causal reasoning benchmark

OpenRCA 2.0 is a root cause analysis (RCA) benchmark of 500 instances designed to evaluate step-wise causal reasoning of LLM agents using the PAVE protocol. Evaluation of 11 frontier LLMs reveals they struggle with process-level reasoning, recovering the exact root-cause set in only 20.7% of cases.

root-cause-analysisllm-agentsbenchmarkingaiopscausal-reasoningmicrosoft+6+5+4+3+2+1
Levels builds AI DDoS detector Pietflare
INFRA// 3h ago

Levels builds AI DDoS detector Pietflare

Pieter Levels has built a custom security tool called Pietflare to protect his VPS fleet hosting Nomads.com and PhotoAI.com. The tool analyzes access logs on individual servers for suspicious probes and reports them to a central hub, which compiles a unified blocklist that all servers dynamically pull and apply.

ddos-protectionsecurityself-hostingserver-administrationartificial-intelligencelevelsio+6+5+4+3+2+1
Asian AI startups launch sovereign alternatives
NEWS// 1h ago

Asian AI startups launch sovereign alternatives

Following U.S. export controls blocking access to Anthropic's advanced models, Asian AI startups are deploying domestic alternatives. Sakana AI launched the Fugu orchestration model, while 360 Security introduced Tulongfeng and Yitianzhen for vulnerability discovery and cyber defense.

aisovereign-aiexport-controlsanthropicmythossakana-aifugu360-securitygeopoliticsmodel-release+10+9+8+7+6+5+4+3+2+1
Runway launches "Localize ads" API recipe
UPDATE// 4h ago

Runway launches "Localize ads" API recipe

Runway has introduced a new "Localize ads" Recipe to its API platform, allowing developers to translate static advertisements and visual assets using a single API call. This feature is designed to automate the translation and redesign process of localized media, making it easier for marketing teams and developers to scale creative ad campaigns across different languages and regions.

runwayrunway-apirecipeslocalizationtranslationad-techautomation+7+6+5+4+3+2+1
California bans loud streaming ads
POLICY// 1h ago

California bans loud streaming ads

Beginning July 1, California will prohibit video streaming services from broadcasting ads louder than the programs they accompany, bringing parity with traditional television. Although platforms cite technical complexity in volume normalization, they are expected to implement the adjustments nationwide rather than geofencing California.

californiastreamingadvertisingaudio-loudnessfcccalm-actlegislationcalifornia-senate-bill-576-sb-576+8+7+6+5+4+3+2+1
OpenAI announces the restricted GPT-5.6 model series, Anthropic accuses Alibaba of Claude model distillation, and IBM debuts a sub-1nm chip technology.
NEWS// 4h ago

OpenAI announces the restricted GPT-5.6 model series, Anthropic accuses Alibaba of Claude model distillation, and IBM debuts a sub-1nm chip technology.

A roundup of three major tech breakthroughs: OpenAI's limited release of the GPT-5.6 model series (Sol, Terra, Luna) restricted to a government-vetted group; Anthropic's formal accusation against Alibaba's Qwen lab for executing a massive model distillation campaign targeting Claude's reasoning capabilities; and IBM's announcement of a groundbreaking 0.7 nm (7 angstrom) "nanostack" chip architecture capable of packing 100 billion transistors on a fingernail-sized surface.

openaigpt-5.6anthropicclaudealibabadistillationibmsemiconductornanostacktech-news+10+9+8+7+6+5+4+3+2+1
Keycloak 26.6.4 ships Quarkus update, security fixes
OPEN SOURCE// 5h ago

Keycloak 26.6.4 ships Quarkus update, security fixes

Keycloak is an open-source identity and access management (IAM) platform providing standards-based authentication, authorization, and single sign-on. It supports protocols like OpenID Connect, OAuth 2.0, and SAML 2.0, offering built-in user federation, identity brokering, and customizable registration flows.

authenticationauthorizationssoiamidentity-managementoauth2openid-connectjavasecurity+9+8+7+6+5+4+3+2+1
SimpleX Chat eliminates identifiers for total privacy
OPEN SOURCE// 5h ago

SimpleX Chat eliminates identifiers for total privacy

SimpleX Chat is a decentralized, open-source messaging network built with Haskell that completely eliminates user identifiers to prevent metadata correlation. It routes messages through unidirectional queues to secure communication across iOS, Android, and desktop applications.

messagingprivacyopensourcedecentralizedhaskellsecurityencryptionchat+8+7+6+5+4+3+2+1
Open-weight models overtake US on OpenRouter
NEWS// 5h ago

Open-weight models overtake US on OpenRouter

Developer usage data on OpenRouter reveals a massive market shift, with US token share for closed-source models collapsing from 73% to 33% in a single year. This transition is accelerated by the rise of Chinese open-weight models and US regulatory roadblocks, including the ban on Fable 5 and gating of GPT 5.6.

openrouteropen-sourceaimarket-shareus-labsregulationdeveloper-ecosystem+7+6+5+4+3+2+1
Fintech Engineering Handbook details financial systems architecture
TUTORIAL// 5h ago

Fintech Engineering Handbook details financial systems architecture

The Fintech Engineering Handbook is a living online resource by Voytek Pitula that provides a technical reference for designing and operating financial systems. Based on three core principles—no invented data, no lost data, and no trust—the guide covers representing money, ledger recording, and executing resilient money flows.

fintecharchitecturedouble-entryledgersoftware-engineeringdatabasesfinancial-systems+7+6+5+4+3+2+1
DeepSeek open-sources DSpark speculative decoding framework
OPEN SOURCE// 5h ago

DeepSeek open-sources DSpark speculative decoding framework

DeepSeek has open-sourced DSpark, a confidence-scheduled speculative decoding framework, along with its training and evaluation codebase, DeepSpec. Deployed in production for DeepSeek-V4 (Flash and Pro), DSpark utilizes a semi-autoregressive architecture to accelerate LLM generation speeds by 60% to 85%.

deepseekspeculative-decodingllm-inferencedeepspecdsparkllmopen-source+7+6+5+4+3+2+1
QApilot launches CoWork mobile testing assistant
LAUNCH// 4h ago

QApilot launches CoWork mobile testing assistant

CoWork is an agentic test authoring mode within the QApilot platform that converts existing test cases from Jira, TestRail, or spreadsheets into executable mobile automation. Using an AI planner, it executes these tests on real devices and automatically generates execution replans requiring human approval to handle UI updates.

devtoolartificial-intelligenceqa-automationmobile-testingsoftware-testing+5+4+3+2+1
AgentGrade audits website AI agent readiness
LAUNCH// 4h ago

AgentGrade audits website AI agent readiness

AgentGrade is a diagnostic tool designed for the AI-first web that scans URLs and returns a graded report card on AI agent readiness. By analyzing signals like llms.txt, robots.txt permissions, and structured metadata, the tool helps developers ensure their websites are accessible to autonomous agents.

marketingartificial-intelligencetechdevtoolseo+5+4+3+2+1
OpenBot ships local-first agent orchestrator
OPEN SOURCE// 4h ago

OpenBot ships local-first agent orchestrator

OpenBot is an open-source, local-first multi-agent coordination platform that allows developers to run and orchestrate multiple specialized AI agents in a single workspace. Utilizing a clean tag-and-channel system, the platform dynamically routes tasks, manages persistent threads, and synchronizes workflows directly in the local file system.

productivitydevtoolartificial-intelligencegithubopen-sourceagentlocal-first+7+6+5+4+3+2+1
Epilogue launches distraction-free local-first writing app
LAUNCH// 4h ago

Epilogue launches distraction-free local-first writing app

Epilogue is a professional local-first writing environment designed to structure drafts, organize chapters, and manage character sheets. With cross-device sync and private feedback threads for alpha readers, it keeps writers in their creative flow without distraction or platform lock-in.

writingnovelsbooksmarkdownproductivity+5+4+3+2+1
Folio AI launches real-time presentation copilot
LAUNCH// 4h ago

Folio AI launches real-time presentation copilot

Folio AI is a real-time AI presentation copilot that integrates directly with PowerPoint and Google Slides to manipulate native elements instead of static images. It automates presentation design and formatting using existing brand templates, claiming to work up to six times faster than alternatives.

design-toolsproductivityartificial-intelligencepresentationspowerpointgoogle-slidesai-copilot+7+6+5+4+3+2+1
OCR.chat is a free online tool that converts images and PDFs to editable text, tables, and LaTeX, and lets users chat with their documents with cited answers.
LAUNCH// 4h ago

OCR.chat is a free online tool that converts images and PDFs to editable text, tables, and LaTeX, and lets users chat with their documents with cited answers.

OCR.chat is a web-based document processing tool that allows users to perform OCR on PDFs, images, and Word documents in over 100 languages. Developed by Johnathan Nader, the platform supports exporting to plain text, Markdown, Word (DOCX), searchable PDF, CSV, and JSON, and includes a side-by-side editing interface to correct low-confidence OCR results. Beyond text extraction, users can chat directly with their documents to get answers cited to specific pages, with a fast engine for printed text and a premium AI engine for handwriting, tables, and complex math.

ocrpdfdocument-chatlatextablesweb-appproductivitytech+8+7+6+5+4+3+2+1
RetroMac wraps macOS in vintage OS styling
LAUNCH// 4h ago

RetroMac wraps macOS in vintage OS styling

RetroMac is an open-source macOS utility that brings classic OS aesthetics to desktops using GPU-accelerated CRT shaders and retro themes. A virtual webcam integration allows users to pipe vintage visual effects directly into video calls.

macosretronostalgiacustomizationopen-source+5+4+3+2+1
Supra Player syncs macOS videos side-by-side
LAUNCH// 4h ago

Supra Player syncs macOS videos side-by-side

Supra Player is a native macOS application developed by Jesse Ngatai to review, compare, and sync up to 12 video files side-by-side. Designed for AI video workflows and editing reviews, it features frame-accurate playback, automatic audio synchronization, shared zoom and pan, and annotations.

productivityuser-experiencevideomacos+4+3+2+1
Cloud World Model simulates cloud architectures cost-free
LAUNCH// 4h ago

Cloud World Model simulates cloud architectures cost-free

Cloud World Model is a simulation platform that lets developers model complex architectures across AWS, GCP, Azure, OCI, and DigitalOcean to predict cost and performance. It supports injecting faults to test resilience and provides a reinforcement learning API to train AI optimization agents.

cloud-simulationdevopsawsgcpazurecost-optimizationchaos-engineeringdevtool+8+7+6+5+4+3+2+1
CowCo launches local AI file editor
LAUNCH// 4h ago

CowCo launches local AI file editor

CowCo is a local, account-free desktop application designed to reduce friction for developers inspecting or editing files generated by AI agents. It provides a unified interface to browse project folders and view or edit text, markdown, spreadsheets, and images without switching between multiple single-purpose applications.

productivityartificial-intelligencemaker-toolsdevtoolfile-management+5+4+3+2+1
Yoga Unlock gates screen time with movement
LAUNCH// 4h ago

Yoga Unlock gates screen time with movement

Yoga Unlock is an iOS app that requires users to complete a brief yoga or stretching session before unlocking distracting apps. Developed by Vinoth Ramajeyam, the app aims to reduce mindless screen time and build healthier physical habits.

ioshealth-fitnessproductivityscreen-timewellnesshabit-building+6+5+4+3+2+1
Velocity 2.0 launches one-click prompt optimizer
LAUNCH// 4h ago

Velocity 2.0 launches one-click prompt optimizer

Velocity is an AI prompt optimization tool operating as a Chrome extension and web app that acts as a "Grammarly for prompting." The extension integrates directly into 40+ AI tools to convert basic inputs into context-aware, high-quality prompts with a single click, while the web app manages custom prompts.

velocitychrome-extensionsproductivityartificial-intelligenceprompt-engineeringai-tools+6+5+4+3+2+1
Letter Maps launches local-first voice-following teleprompter
LAUNCH// 4h ago

Letter Maps launches local-first voice-following teleprompter

Letter Maps is a free, local-first browser teleprompter that dynamically scrolls to follow the user's voice. Running fully on-device and offline, it stores scripts and settings locally to ensure complete privacy without requiring sign-up or installation.

video-streamingmeetingstelepromptersttbrowser-app+5+4+3+2+1
Nada converts voice to MIDI in real-time
LAUNCH// 4h ago

Nada converts voice to MIDI in real-time

Nada is a mobile music composition tool that translates vocal sounds like humming or singing into MIDI data in real-time. The app functions as a simplified multi-track DAW, allowing users to arrange melodies, select virtual instruments, and export standard MIDI files without using AI generation.

musicaudiomidivoice-to-midimobile-app+5+4+3+2+1
Vercel Eve default OIDC triggers 401s
INFRA// 10h ago

Vercel Eve default OIDC triggers 401s

A developer attempting to connect a custom Next.js frontend to a Vercel Eve agent encountered 401 Unauthorized errors on the `/eve/v1/session` endpoint. This issue occurs because the framework enforces OpenID Connect (OIDC) authentication by default, blocking external client-side calls unless developers explicitly configure auth overrides (such as Clerk, Auth.js, or basic auth) in the agent's channel configuration.

verceleveauthenticationoidcagentnext.js+6+5+4+3+2+1
FRIDAY // 2026-06-26
14 items
JUN 26
Weave Router: a drop-in proxy that picks the right model per request, with a tiny on-box embedder
// WATCH
YouTube

Weave Router: a drop-in proxy that picks the right model per request, with a tiny on-box embedder

+2

Github Awesome

I Built a Business That Makes €10K/Month With Claude Code (Full System)
// WATCH
YouTube

I Built a Business That Makes €10K/Month With Claude Code (Full System)

+2

Income stream surfers

Builders Unscripted: Ep. 4 - Pietro Schirano
// WATCH
YouTube

Builders Unscripted: Ep. 4 - Pietro Schirano

+2

OpenAI

GPT 5.6 Mythos Level Intelligence
// WATCH
YouTube

GPT 5.6 Mythos Level Intelligence

+1

Prompt Engineering

MiniMax just Launched Their M3 Model and it's INSANE! (crazy use cases)
// WATCH
YouTube

MiniMax just Launched Their M3 Model and it's INSANE! (crazy use cases)

+1

Rob The AI Guy

Figma Motion in 30 Minutes - Crash Course
// WATCH
YouTube

Figma Motion in 30 Minutes - Crash Course

DesignCourse

This Open-Source Voice AI Framework Actually Works (TEN Framework)
// WATCH
YouTube

This Open-Source Voice AI Framework Actually Works (TEN Framework)

+2

Better Stack

HarborSEO: 2,000+ Pages Published in 3 Months! #shorts
// WATCH
YouTube

HarborSEO: 2,000+ Pages Published in 3 Months! #shorts

Income stream surfers

GLM 5.2 + ZCODE: The FREE Claude Code Alternative?
// WATCH
YouTube

GLM 5.2 + ZCODE: The FREE Claude Code Alternative?

+2

Income stream surfers

You're gonna hate this tier list.
// WATCH
YouTube

You're gonna hate this tier list.

Syntax

OpenThoughts: The Blueprint for Agentic SFT
// WATCH
YouTube

OpenThoughts: The Blueprint for Agentic SFT

+4

Discover AI

Hacker News Show #9: paca, talos, ember-hackernews, ezra, bsharp, kyde, clawpatrol, microcrad, nub
// WATCH
YouTube

Hacker News Show #9: paca, talos, ember-hackernews, ezra, bsharp, kyde, clawpatrol, microcrad, nub

+10

Github Awesome

Dear Google, we need to talk.
// WATCH
YouTube

Dear Google, we need to talk.

+1

Theo - t3․gg

Ornith (35B,9B) + Hermes,Zed: THE FULLY PRIVATE LOCAL AGENT is ACTUALLY HERE!
// WATCH
YouTube

Ornith (35B,9B) + Hermes,Zed: THE FULLY PRIVATE LOCAL AGENT is ACTUALLY HERE!

+2

AICodeKing