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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.6d ago

AI's Drag-n-Drop ProblemAutomation of Front End AI generation has an unsolved/unsolvable problem10d ago 03Browse field notesMore notes will fill this slot as they publish.View archive 04Browse field notesMore notes will fill this slot as they publish.View archive

★ All Featured Picks→

SATURDAY // 2026-05-23

47 items

MAY 23

// WATCH

Gemini Flash is so fast it forgets to answer

Eric Michaud

// WATCH

4 Layer "AI Harness" For LLMs (+54%). Really?

Discover AI

// WATCH

SOC 2 is Fake

The PrimeTime

// WATCH

9-Arm Skill: THIS SIMPLE & FULLY FREE SKILL-SET IS SO CRAZY!

AICodeKing

// WATCH

The 5-Second GitHub Hack Every Dev Needs #github #git #programming

Better Stack

// WATCH

OpenAI just SOLVED MATH....

Wes Roth

// WATCH

Cursor Composer 2.5 Is REALLY Good & On Par With Opus 4.7 & GPT 5.5? (Fully Tested)

WorldofAI

LAUNCH// 2h ago

Vmake turns product assets into UGC videos

Vmake is an AI talking video editor and UGC video generator that turns products, photos, and existing footage into short-form, shoppable videos. It emphasizes fast production for creators and small businesses, with features like auto captions, viral-style recreations, hook generation, enhancements, and product showcase workflows aimed at TikTok, Reels, and Shorts.

ai-videougctiktokvideo-editingecommercecreator-tools+6+5+4+3+2+1

TUTORIAL// 2h ago

Mitte demos GPT Image 2 in 4K

Mitte is showing a reference-driven image workflow built around GPT Image 2 High, letting users upload a photo or character reference and generate the same subject across multiple styles. The demo leans on consistency and resolution rather than novelty, which makes it more useful for character work, concepting, and ad creative.

image-genmultimodalprompt-engineeringhosted-servicemitte+5+4+3+2+1

NEWS// 2h ago

Higgsfield details Supercomputer autonomous media agent

Higgsfield AI shares architectural details of Supercomputer, a cloud-native agentic system that automates the creative pipeline. The platform autonomously plans workflows, selects models, and generates finished media assets while minimizing human oversight.

higgsfield-supercomputeragentvideo-genimage-gentool-usecloudautomation+7+6+5+4+3+2+1

NEWS// 3h ago

Dub credits CodeRabbit for faster shipping

CodeRabbit published a Dub case study showing how the five-person payments startup uses AI code review to keep shipping fast without compromising security. Dub’s founder says reviews run 100% to 150% more efficiently, and that the tool helps the team move faster than competitors.

coderabbitai-codingcode-reviewautomationdevtoolhosted-servicesecurity+7+6+5+4+3+2+1

BENCHMARK// 4h ago

Needle Tops Qwen3 In CPU Tool-Calling

A local benchmark pits Needle 26M against Qwen3-0.6B on 50 function-calling queries across five tiers, and the tiny specialist wins on tool selection while running 4.4x faster. The result depends heavily on prompt/schema fit: Needle needs flat tool schemas, while Qwen3 needs a chat-template setup that actually emits tool calls.

needleqwen3small-llmopen-weightsdistillationevaluationbenchmarktool-use+8+7+6+5+4+3+2+1

NEWS// 4h ago

Alleged GPT-5.5 trace leak fuels caveman-mode speculation

A Reddit post in r/LocalLLaMA claims to show a leaked GPT-5.5 reasoning trace from a normal conversation and argues that its thinking style looks like a simplified, highly compressed “caveman mode.” The thread turns that into a broader speculation about whether better token efficiency could come from distilling high-quality reasoning traces into shorter, rougher training data.

gpt-5.5openaillmreasoningdistillationtoken-efficiencylocalllamareddit+8+7+6+5+4+3+2+1

BENCHMARK// 4h ago

Hy3 Preview routes most refactor steps

A weekend benchmark on vLLM 0.8 used Hy3 Preview as the open-MoE tier and Opus as fallback for a 400-step refactor. The setup handled 380 steps on Hy3, finished at $15.60 total, and landed at 93.4% success.

hy3-previewllmmoereasoningtool-usecoding-agentbenchmarkinference+8+7+6+5+4+3+2+1

OPEN SOURCE// 5h ago

Perplexity open-sources Bumblebee security scanner

Perplexity AI releases Bumblebee, an open-source, read-only inventory collector for macOS and Linux designed to detect compromised software packages and AI tool configurations on developer endpoints.

bumblebeesecuritysupply-chaindevtoolmcpopen-sourceai-coding+7+6+5+4+3+2+1

INFRA// 4h ago

LocalLLaMA debates best CPU-only SLMs

The thread’s consensus is that there’s no single CPU-only champion, but Liquid AI’s LFM2.5-1.2B-Instruct is the strongest default for genuinely usable local inference. Heavier options like Gemma 4 E2B/E4B, Qwen MoE variants, and gpt-oss-20b can work, but only when RAM, bandwidth, and decoding tricks line up.

llmsmall-llmopen-weightsquantizationinferenceedge-ailocal-firstsmall-language-models+8+7+6+5+4+3+2+1

RESEARCH// 6h ago

Life-Harness boosts frozen LLMs 88% without fine-tuning

Researchers at Peking University introduce Life-Harness, an open-source runtime framework that improves frozen LLM agent performance by 88.5% on average. Instead of fine-tuning model weights, it modifies the interaction interface to dynamically correct formatting errors, enforce environment rules, and prevent trajectory failure loops.

life-harnessllmagenttool-usecontext-engineeringresearchopen-source+7+6+5+4+3+2+1

BENCHMARK// 4h ago

Hive Arena poker test shows persona gaps

Hive Arena runs the same 1.2B local model through six poker personas, changing only the prompt text for each seat. In 100 tournaments, the Shark persona dominated while the Grinder survived every table but never won, showing how strongly prompt framing can steer behavior.

llmevaluationbenchmarkagentopen-sourcelocal-firsthive-arena+7+6+5+4+3+2+1

BENCHMARK// 4h ago

APEX Testing expands leaderboard with recent models

APEX Testing has updated its real-world coding benchmark to cover 70 tasks across 8 categories and 59 models, with ELO-style rankings and multi-judge scoring on actual repos. The site’s leaderboard now reflects newer frontier models, while a few runs are still incomplete and some local model entries are slated for addition.

apex-testingbenchmarkevaluationai-codingcoding-agentagenttestingdevtool+8+7+6+5+4+3+2+1

NEWS// 4h ago

Anthropic’s Code with Claude previews coding future

Anthropic’s May 19 Code with Claude event centered on Claude Code, managed agents, and the move from autocomplete toward end-to-end software work. The message is that coding is becoming more about delegation, verification, and orchestration than typing lines by hand.

claude-codeai-codingcoding-agentagentmcpcliautomation+7+6+5+4+3+2+1

BENCHMARK// 4h ago

exo native MTP boosts Qwen3.6

The first exo contribution adds native multi-token prediction support for Qwen3.6-style MLX checkpoints, enabled by default on macOS unless EXO_NATIVE_MTP_ENABLED=0 is set. The author reports exactness parity against target-greedy decoding plus benchmark wins on 27B and 35B-A3B settings, along with model-card plumbing and generation-stat reporting.

exoqwen3.6mlxmulti-token-predictionspeculative-decodingapple-siliconbenchmarkinference+8+7+6+5+4+3+2+1

RESEARCH// 6h ago

Nous Research drops Contrastive Neuron Attribution method

Nous Research has unveiled Contrastive Neuron Attribution (CNA), a mechanistic interpretability method that steers LLM behavior by isolating sparse circuits of under 200 neurons. The technique enables precise suppression or amplification of specific behaviors like refusal without degrading model coherence.

nous-researchcnainterpretabilityllmsafetyopen-sourcesteeringfine-tuning+8+7+6+5+4+3+2+1

BENCHMARK// 4h ago

Qwen3.6 MTP tops 249 t/s on RTX 5090M

A Reddit benchmark claims the unsloth Qwen3.6-35B-A3B-MTP-GGUF UD-Q3_K_XL quant reaches 249.30 tokens/s on a laptop-class RTX 5090M with llama.cpp master, draft MTP, and spec-draft-n-max 3. The author compares it with the dense 27B variant on the same hardware, reports 74.28 tokens/s for the dense model, and includes a context-length sweep plus VRAM estimates up to 262K.

qwenqwen36mtpmoellamacppquantizationbenchmarklocal-firstinferencenvidia+10+9+8+7+6+5+4+3+2+1

TUTORIAL// 9h ago

Anthropic engineer details internal Claude Code loop

Anthropic engineer Thariq Shihipar details the "Prompt, Plan, Verify" loop used internally to build Claude Code. The workflow replaces traditional autocomplete with an agentic cycle of architectural planning and empirical verification.

claude-codeai-codingcoding-agentagentmcpdevtoolprompt-engineeringtool-use+8+7+6+5+4+3+2+1

TUTORIAL// 9h ago

Givros demos voxel farm workflow with GPT-5.5

Developer Givros has unveiled a sophisticated prompt-to-scene workflow that leverages OpenAI's GPT-5.5 and GPT Image 2.0 to generate interactive 3D voxel dioramas. By bridging vision models with Codex-generated Three.js code, the pipeline enables rapid procedural generation of playable low-poly agricultural environments directly in the browser.

3d-genai-codingagentllmimage-genthree-jsgpt-5-5voxel-farm-workflow+8+7+6+5+4+3+2+1

NEWS// 8h ago

Anthropic hits first operating profit, outpaces OpenAI revenue

Anthropic projects $10.9 billion in Q2 2026 revenue and its first operating profit of $559 million, more than doubling its Q1 performance. This milestone, driven by an 85% enterprise revenue mix, contrasts sharply with OpenAI's projected multi-billion dollar losses through 2029, signaling a shift in investor focus toward B2B sustainability.

anthropicopenaipricingfundingresearchai-codingagentllmclaude-code+9+8+7+6+5+4+3+2+1

UPDATE// 9h ago

Pi v0.75.5 adds Claude adaptive thinking support

Earendil Works' minimalist AI coding agent Pi receives a performance-focused update featuring Claude adaptive thinking support and asynchronous Windows operations. The release streamlines the terminal experience with improved tool output handling and a smaller installation footprint.

piai-codingcoding-agentclituianthropicclaudemcpdevtool+9+8+7+6+5+4+3+2+1

OPEN SOURCE// 10h ago

9arm-skills adds engineering discipline to Claude

9arm-skills is an open-source collection of modular "agent skills" that codify rigorous engineering practices for Claude Code. By instilling systematic debugging, critical review, and professional documentation, it shifts the AI from a simple code generator to a disciplined engineering partner.

9arm-skillsclaude-codeai-codingcoding-agentdebuggingdevtoolopen-source+7+6+5+4+3+2+1

NEWS// 9h ago

Microsoft Agent Academy hackathon targets production AI agents

The ongoing $12,000 global hackathon from Microsoft’s Agent Academy is challenging developers to build production-ready AI agents. Participants are utilizing Copilot Studio and the Model Context Protocol (MCP) to solve real-world automation problems ahead of the June 2 deadline.

microsoft-agent-academymicrosoft-copilot-studioagentmcpai-codingdevtoolno-codeautomation+8+7+6+5+4+3+2+1

NEWS// 8h ago

DGX Spark boosts multi-user agent serving

This Reddit benchmark post compares several Qwen3.6-35B-A3B serving setups on NVIDIA DGX Spark for agentic, multi-user usage. The author says Atlas is effectively out after tool-calling failures, then reports stronger results from RedHatAI/Qwen3.6-35B-A3B-NVFP4 on vLLM: roughly 51 tps single-stream at about 30k context and 5000 output tokens, and about 139 aggregate tps across four concurrent requests, with a 77.8% MTP draft acceptance rate.

nvidia-dgx-sparkvllmqweninferencebenchmarkagentconcurrencynvfp4quantizationlocal-first+10+9+8+7+6+5+4+3+2+1

LAUNCH// 10h ago

DiffsHub handles massive GitHub diffs without lag

DiffsHub is a high-performance code viewer that renders million-line GitHub diffs instantly without browser lag. By simply swapping "github.com" for "diffshub.com" in any URL, developers access a virtualized interface optimized for large-scale reviews.

diffshubgithubcode-reviewdevtoolopen-sourceperformance+6+5+4+3+2+1

OPEN SOURCE// 11h ago

Codex masters one-shot video gen via HyperFrames

Bin Liu, VP at HeyGen, showcases OpenAI’s Codex model achieving "one-shot" professional video compositions using HyperFrames, an open-source HTML-to-video framework. The project plans to open-source its specialized "secret sauce" agent skills next week to enable fully autonomous, code-driven video production.

hyperframesheygenvideo-genai-codingagentopen-sourcecodexopenaicode-generationmcp+10+9+8+7+6+5+4+3+2+1

MODEL// 12h ago

APEX quantization boosts Gemma 4 MoE performance

Developer mudler released APEX (Adaptive Precision for EXpert Models), a quantization format optimized for Mixture-of-Experts models like Google's Gemma 4. It achieves 38 tokens per second at a 90,000-token context window while solving long-context looping issues common in standard quants.

gemma-4llmquantizationapexlocalaimoeapex-quantization+7+6+5+4+3+2+1

LAUNCH// 11h ago

Junct launches 1,200+ AI agent tools via Clanker

Junct.dev bridges any API to agent frameworks, offering 1,200+ tools across Binance, Uniswap, and Aave. Its new Clanker integration enables agents to autonomously deploy and manage tokens on the Base network with a single line of config.

junctai-codingagentmcptool-useweb3baseclanker+8+7+6+5+4+3+2+1

LAUNCH// 8h ago

Finderlock adds per-file locking to Finder

Finderlock is a native macOS file-protection app that lets you lock individual files or folders directly in Finder using Touch ID or a password. It uses AES-256 encryption, stays entirely local on your Mac, and skips the usual cloud, account, and subscription overhead. The pitch is straightforward: file-level protection that feels built into Finder, with auto-lock and one-click unlock for a low-friction security workflow.

macsecurityproductivityprivacyencryptiontouch-idfinder+7+6+5+4+3+2+1

LAUNCH// 8h ago

Vibedock controls Claude Code MCPs from menu bar

Vibedock is a macOS menu bar app for Claude Code users who want to manage MCP servers without editing configs or carrying unused tools into every session. It toggles servers on and off, then kills and relaunches Claude so the change actually takes effect.

macdevtoolclaude-codemcpmenu-bar+5+4+3+2+1

MODEL// 8h ago

Cohere’s Command A+ ships low-compute agentic AI

Command A+ is Cohere’s latest language model release: an Apache 2.0, mixture-of-experts enterprise workhorse built for reasoning, tool use, multimodal inputs, and multilingual workflows. Cohere positions it as its fastest and most powerful model yet, with deployment targets as light as two H100s or a single B200, making it a strong fit for teams that want high-throughput agentic capability without the usual infrastructure tax.

open-sourceenterprise-aillmagentmultimodalmultilingualcoheremoe+8+7+6+5+4+3+2+1

LAUNCH// 8h ago

Spantop turns Macs into second monitors

Spantop is a Mac app that lets you extend your desktop to another Mac instead of buying a separate monitor. It’s positioned for travelers, café workers, and people who switch between devices, with a focus on simple setup, real extended desktop behavior, and low-latency display transport over Thunderbolt or WiFi.

macproductivityremote-worksecond-monitordisplay+5+4+3+2+1

LAUNCH// 8h ago

Memdex launches local AI memory extension

Memdex is a Chrome extension that auto-saves chats from ChatGPT, Claude, and Gemini, then surfaces reusable context as you type. It keeps everything encrypted on-device, so your conversation history stays local instead of living in another SaaS account.

browser-extensionagent-memorylocal-firstchatbotcontext-engineeringmemdex+6+5+4+3+2+1

LAUNCH// 8h ago

Vibegrowing launches App Store growth panel

Vibegrowing bundles the core workflow for launching and growing an iOS app into one AI-native panel: competitor research, ASO metadata, icons, screenshots, landing pages, and legal documents. It also connects to App Store Connect so teams can push updates directly, which makes it feel more like a launch operations tool than a simple copy generator. The positioning is strongest for indie builders and small teams that want to move from brief to publishable App Store assets with minimal manual coordination.

devtoolmobile-appsmarketing-automation+3+2+1

LAUNCH// 8h ago

Bulkmark makes X bookmarks searchable

Bulkmark is a social bookmarking tool for X that imports bookmarks, auto-tags them with AI, lets you query your saved tweets, and turns collections into shareable lists. It also sends a weekly email digest so the value shows up outside the app, which is the right move for a product aimed at rescuing knowledge from bookmark graveyards.

productivitynewsletterssocial-mediaaibookmarkingxknowledge-management+7+6+5+4+3+2+1

LAUNCH// 8h ago

Agentype turns realtor inbox into pipeline

Agentype is a real estate CRM and automation layer built for agents who want more than lead storage. It pulls inbound leads from Gmail across 23+ sources, drafts follow-ups, qualifies prospects over SMS and WhatsApp, matches buyers to listings with scored explanations, generates MLS and social copy, and lets agents control the workflow from chat interfaces like ChatGPT or Claude. The pitch is a flat-fee, AI-first replacement for traditional real estate CRMs.

real-estatecrmsmswhatsapp+4+3+2+1

LAUNCH// 8h ago

Google Antigravity CLI brings agents to terminal

Google Antigravity CLI is the terminal-first extension of Google’s Antigravity platform, built for developers who want to run coding agents directly from SSH sessions and keyboard-driven workflows. It adds multi-step reasoning, multi-file editing, tool calling, and persistent history, while staying aligned with the broader Antigravity engine so terminal work can fit into the same agentic workflow as the desktop product.

devtoolterminalclicoding-agentgoogle+5+4+3+2+1

UPDATE// 14h ago

Odoo 19.3 drops with Claude vibe coding

Odoo 19.3 integrates Claude-powered "vibe coding" to automate module development and introduces AI agents for natural language database management. The update marks a shift from passive assistance to proactive agentic workflows across the entire ERP ecosystem.

odooerpagentcoding-agentclaudeopen-sourceai-codingautomation+8+7+6+5+4+3+2+1

OPEN SOURCE// 14h ago

cfnew drops v2.9.8a with native subscription conversion

cfnew is a high-performance Cloudflare Workers proxy tool supporting VLESS, Trojan, and xhttp protocols with a built-in management UI. The latest v2.9.8a update introduces native subscription conversion for major clients like Clash and Sing-box directly on the edge, eliminating third-party dependencies.

cfnewopen-sourcecloudself-hosteddevtoolsecurity+6+5+4+3+2+1

OPEN SOURCE// 12h ago

Spice drops open-source decision layer for AI agents

Spice is an open-source runtime that adds a reasoning "brain" above AI execution agents, decoupling strategic decision-making from task performance. It leverages a structured perception-simulation-decision loop to provide agents with context-aware, auditable reasoning before any action is executed.

spiceagentreasoningopen-sourceframeworkdevtoolai-coding+7+6+5+4+3+2+1

TUTORIAL// 14h ago

DAIR.AI launches hands-on Agentic AI labs

Elvis Saravia's DAIR.AI Academy debuts a new series of hands-on labs focused on building effective AI agents using n8n and Flowise. The curriculum covers agentic RAG, multi-agent systems, and the Model Context Protocol (MCP).