Search the archive

Assist.

RCLI

RCLI is an on-device voice AI assistant for macOS Apple Silicon, with a complete speech-to-text, LLM, and text-to-speech pipeline that operates entirely locally without cloud services. It allows users to control their Mac with 38 voice actions, perform local document Q&A over their files, and manage models through an interactive terminal interface.

CRAWL WEB CONTENT

The Cloudflare `/crawl` endpoint allows users to scrape web content by providing a starting URL and following links up to a configurable depth or page limit. The process involves initiating a crawl job with a POST request to receive a job ID, then using that ID in a GET request to poll for job status and retrieve the results. Content can be returned in HTML, Markdown, or JSON.

PAGE AGENT

Page Agent is an in-page JavaScript GUI agent for controlling web interfaces using natural language. It operates directly within the webpage, removing the need for browser extensions or external tools, and uses text-based DOM manipulation.

I'M BUILDING AGENTS THAT RUN WHILE I SLEEP

AI agents can write code while you sleep but there is no reliable way to verify the correctness of the AI-generated output, as AI-written tests often have the same misunderstandings as the code itself. To address this, the proposed solution involves adopting a modified Test-Driven Development approach, where specific acceptance criteria are defined by humans before the AI agent starts writing any code.

DEBIAN DECIDES NOT TO DECIDE ON AI-GENERATED CONTRIBUTIONS

Debian recently had a debate regarding a proposed General Resolution aimed at establishing policies for accepting AI-generated contributions. There were deep divisions among developers, with concerns ranging from the precise definition of "AI" and "LLMs" to ethical implications, potential impacts on contributor onboarding, and copyright issues. Ultimately, the project failed to reach a consensus, with participants unable to agree on shared terminology or a unified approach.

90% shorter recovery times. Read the blog to learn more.

REVOGRID

RevoGrid is a high-performance JavaScript Data Grid designed for efficiently displaying and manipulating large datasets across frameworks like Angular, React, and Vue.

AGAINST VIBES: WHEN IS A GENERATIVE MODEL USEFUL

Criticizing the "vibes"-based discourse around AI models, the author proposes a scientific model for determining their true usefulness based on the relative costs of encoding and verifying artifacts, and whether the task prioritizes the final artifact over the creation process.

WE ARE BUILDING DATA BREACH MACHINES AND NOBODY CARES

AI agents are inherently untrustworthy and dangerous due to industry fragmentation and non-determinism, and this might soon show due to the industry's neglect of security during coding with AI.

I BUILT A PROGRAMMING LANGUAGE USING CLAUDE CODE

This dev built a functional programming language called Cutlet entirely with Claude Code.

Read the whitepaper (no signup required)

THE GREAT SAAS RESET: FROM 30X EUPHORIA TO AI-DRIVEN REPRICING

Figma lost 80% of its market cap. Salesforce trades below 4x revenue. The "10x ARR Club" used to have 60% of public SaaS companies in it. Now it's 5%. Not every SaaS company is dying the same death. There are two kinds emerging, and the difference between them is whether a customer would rather rebuild from scratch than rip you out.

CODING GOT EASIER. WINNING WITH AI PRODUCTS DIDN'T. HERE'S WHY

The best PMs are leveraging AI to absorb large amounts of context and make sense of sales call recordings, notes, messages, support tickets, and other sources of information. AI can draft experiments to test, flag patterns worth investigating, and generate hypotheses faster than any planning cycle ever could. 'What to build' will eventually become another AI-assisted workflow. The obstacles now sit downstream, mostly with what happens after shipping a product. This article looks at potential headwinds for AI products and suggests fixes for each.

VISHAL KAPOOR'S 10 RULES FOR BUILDING HONEST PRODUCTS WITH AI

Building with AI is a trust challenge as much as it is a technical challenge. Affirm, a company that empowers customers with flexible payment plans, believes that earning user trust is key to its mission and enduring success, especially due to the deeply emotional nature of personal finances and the often-convoluted terms of credit card companies. This article features 10 tips from Vishal Kapoor, SVP of Product at Affirm, on how to help teams accelerate development and explore more ideas while still delivering experiences that are honest and human at their core.

YOUR DATA AGENTS NEED CONTEXT

The market is aware that a lack of context is a problem, but it is still in the early stages of building solutions. Building a proper data agent is a blend of technical challenges related to data infrastructure and engineering and human operational challenges related to tribal knowledge collection. This post proposes a modern context layer paired with an agentic data system. Not every enterprise will build this in-house, so the market is open for an external solution.

MEETINGS ARE PRODUCTS

Everyone should tend to their recurring meetings the way they would tend to any other product they were responsible for. This can reveal unnecessary meetings or issues that no one thought to question. Some meetings only exist because the highest-paid person in the room decided that's how things work. However, attendees can usually adjust the who, what, how, or when these meetings occur.

THE ONLY PITCH PREP YOU'LL EVER NEED

Redbud VC's pre-seed framework prioritizes how founders reason under pressure over rehearsed answers. Sharpest signals include naming credible failure modes, articulating uncomfortable market beliefs, and showing how customer feedback has changed their thinking. The strongest indicator of success is the ability to say "I don't know" and explain the plan to find out, as early companies typically fail from misjudging reality and updating too slowly.

how TLDR compares.

AUTORESEARCH

AI agent that runs 100 LLM experiments overnight on one GPU.

GOOSEWORKS (RESOURCE)

A collection of GTM skills for your AI agents.

TIMELAPS

Measure marketing effectiveness using real-time consumer insights.

WHITE COLLAR GOES BLUE

Your autonomy, your creative ownership, your seat at the table - none of that was ever a right. It was compensation for being hard to replace. A startup founder recently admitted their core team could just do the work themselves with AI, and dealing with ten personalities on a spectrum of competence isn't worth it anymore. You can't walk into a one-on-one and say, "Actually, we just need you to execute now and stop having opinions." So companies are resetting instead. Lay people off, restructure, and rehire the same roles but scoped as trades from the start.

THE ORG CHART MATH BEHIND AI-NATIVE SPEED

Metcalfe's Law states that each new team member adds n-1 new connections. This means there are 11,175 potential communication channels in a traditional 150-person organization. An AI-enabled team producing equivalent output might need 30 people, dropping potential communication channels down to 435, a 96% reduction. AI-native startups are pulling ahead because fewer humans means fewer channels and faster iteration, compounding speed.

OUT OF DISTRIBUTION

A study of founders behind $5B+ companies revealed recurring traits of neurodivergence, polymathic range, and early trauma that create a visceral connection to the problem being solved.

THE ENTERPRISE CONTEXT LAYER

The Enterprise Context Layer is the self-updating central intelligence that can answer questions on all knowledge for the company.

10X IS THE NEW FLOOR

People who haven't personally built anything in years should be worried, as their careers were built on reliable competence - and the tools just caught up to it.

THE GREATEST ALPHA IN VC ISN'T SELECTION - IT'S CATEGORY FORESIGHT

If you identify the right category early enough, you don't need to be right about which company wins.

>> FIND YOUR REAL SCORE

_The Cyber Resilience Operating Layer_ JSOC IT, Inc.

FAKE CLEANMYMAC WEBSITE SPREADS SHUB STEALER THROUGH CLICKFIX TERMINAL TRICK

A fraudulent CleanMyMac site uses a ClickFix-style social engineering technique to trick macOS users into pasting a malicious Terminal command that silently installs SHub Stealer, bypassing Gatekeeper entirely. The stealer harvests macOS Keychain credentials via a fake system authentication prompt, targets Exodus, Atomic Wallet, Ledger Live, and Trezor Suite for seed-phrase extraction, and persists via a LaunchAgent disguised as a Google software updater that runs every minute. Russian-language keyboard layouts trigger immediate self-termination, a common indicator of Russian-nexus cybercriminal origin.

HUNDREDS OF SALESFORCE CUSTOMERS ALLEGEDLY TARGETED IN NEW DATA THEFT CAMPAIGN

ShinyHunters is abusing misconfigured Salesforce Experience Cloud guest-user settings and a customized Aura Inspector tool to mass‑exfiltrate data from hundreds of organizations' CRM instances, then extort victims by threatening to leak it. Salesforce stresses its platform is not vulnerable, shifting responsibility to customers' configuration hygiene and third‑party integrations, making rigorous access reviews and hardening of guest accounts urgent.

ERICSSON US DISCLOSES DATA BREACH AFTER SERVICE PROVIDER HACK

Swedish telecom giant Ericsson disclosed that it had suffered a data breach affecting over 16k individuals whose data was held by a third-party service provider. The breached data includes names, addresses, SSNs, driver's license numbers, government-issued ID numbers, financial information, medical information, and dates of birth. No cybercrime group has claimed the breach, suggesting that the third party may have paid the ransom, or the cybercriminals could not link the data to Ericsson.

HOW TO SCAN FOR VULNERABILITIES WITH GITHUB SECURITY LAB'S OPEN SOURCE AI-POWERED FRAMEWORK

GitHub Security Lab's open source Taskflow Agent employs a multi-stage LLM pipeline — threat modeling, issue suggestion, and thorough audit — to detect high-impact auth bypasses, IDORs, and logic flaws with a low hallucination rate. It has identified over 80 vulnerabilities across more than 40 repositories so far. Out of 1,003 suggested issues, only 21% met the criteria for impactful reporting, with business logic flaws having the highest true-positive rate at 25%, and IDOR issues exceeding combined XSS and CSRF cases. Notable confirmed findings include a privilege escalation in Outline (CVE-2025-64487), PII exposure in WooCommerce (CVE-2025-15033) and Spree (CVE-2026-25758), and a universal authentication bypass in Rocket.Chat's microservices DDP layer (CVE-2026-28514) caused by a missing await on a bcrypt Promise.

FROM A SOPHISTICATED BROWSER-EXTENSION SUPPLY-CHAIN COMPROMISE TO A VIBECODED TWIST: A CHROME EXTENSION AS THE INITIAL ACCESS VECTOR FOR A BROADER MALWARE CHAIN

The Featured Chrome extension ShotBird (ID: gengfhhkjekmlejbhmmopegofnoifnjp) was weaponized after an ownership transfer between December 2025 and March 2026, transformed into a remote-controlled malware channel that beaconed to api.getextensionanalytics.top, stripped CSP/X-Frame-Options headers via declarative rules.json, injected fake Chrome update lures, and exfiltrated form data including passwords, card/CVV, IBAN, and SSN fields. The file-delivery path dropped googleupdate.exe (SHA256: E8D2ED43...), a WiX Burn bootstrapper bundling a legitimate Google-signed ChromeSetup.exe alongside a stager psfx.msi that decoded to irm orangewater00.com|iex. PowerShell Script Block Logging (Event ID 4104) reconstructed a second stage from 115 fragments, revealing ETW suppression via PSEtwLogProvider, Windows Credential Manager enumeration, Chromium Login Data and Web Data targeting, and exfiltration routines — with infrastructure and endpoint patterns overlapping a parallel campaign involving the QuickLens extension documented by Annex Security.

TRUST NO ONE: ARE ONE-WAY TRUSTS REALLY ONE WAY?

look at cybercrime's dark economy. 👉Save your spot for 3/18

PYLINGUAL

PyLingual is an open-source CPython bytecode decompiler supporting all Python versions from 3.6 onward, with auto-detection of .pyc version, a segmentation model for control-flow reconstruction, and a web service at pylingual.io for browser-based use.

CYLAKE (PRODUCT LAUNCH)

Cylake is a cybersecurity platform that runs fully on-prem or in a private cloud to protect highly regulated organizations barred from using public cloud, emphasizing data and operational sovereignty.

FRAY

Open-source WAF bypass toolkit with over 4,300 payloads, 27 recon checks, AI-assisted bypass, and security hardening. Designed for pentesters, bug bounty hunters, and DevSecOps.

AN IPHONE-HACKING TOOLKIT USED BY RUSSIAN SPIES LIKELY CAME FROM US MILITARY CONTRACTOR

The 23-component iPhone exploit toolkit dubbed "Coruna" — targeting iOS 13 through 17.2.1 — has been traced by former employees and iVerify researchers to L3Harris's Trenchant division, originally built for Five Eyes intelligence customers. Former Trenchant GM Peter Williams, sentenced to seven years last month, sold eight company tools to Russian zero-day broker Operation Zero for $1.3M, providing a likely path by which Coruna reached Russian espionage group UNC6353 and later Chinese cybercriminals. Two Coruna exploits (Photon and Gallium) have also been linked to Operation Triangulation, the sophisticated iOS campaign first disclosed by Kaspersky in 2023.

THE MCP AUTHN/Z NIGHTMARE

Doyensec maps the full OAuth 2.0/dynamic client registration attack surface in MCP deployments, covering tool poisoning, rug pulls, schema poisoning, prompt injection via tool responses, command injection (CVE-2025-53100, CVE-2025-53818), SSO metadata manipulation (CVE-2025-4144, CVE-2025-4143), DNS rebinding against unauthenticated localhost WebSocket servers, and OIDC discovery endpoint abuse. The proposed Identity Assertion JWT Authorization Grant (JAG) enterprise authorization model introduces four unresolved risks: no token revocation path for misbehaving agents, LLM-driven scope escalation without user consent, undefined client credential issuance enabling scope namespace collision and resource identifier injection, and ID-JAG replay amplifying blast radius across multiple MCP access tokens. Security teams auditing MCP deployments should treat every step of the authorization chain as an injection point and prioritize mTLS/certificate-based trust anchors, strict resource namespacing, centralized access invalidation, and explicit per-action consent gates for high-risk tool calls.

AGENT SAFETY IS A BOX

AI agents are highly flexible and adaptable systems that can affect the outside world via side effects. To effectively secure these workflows, we need to add a deterministic “box” around the agent. In a cloud environment, agents can run in an AgentCore Runtime, which utilizes an AgentCore Gateway to restrict the access an agent has outside of the “box,” and an AgentCore Policy can be utilized to grant the agent authorization to use specific tools in a specific way.