9 min read
The three-layer security stack I use when…
Wiped databases, mass-deleted inboxes, leaked tokens. Prompts did not stop any of it. Here is the infrastructure, runtime, and network defense-in-depth stack teams are shipping instead.
4 min read
Amazon and Walmart shopping bots can spot…
A Columbia Law study found Amazon and Walmart AI shopping assistants detect fraudulent country-of-origin claims but often do not flag them. Detection without enforcement is a product choice.
4 min read
Disney+ is betting the whole streamer on…
Josh D'Amaro wants Disney+ to stop acting like a digital cable box and compete on recommendations. The IP is stacked. The algorithm is not.
4 min read
ChatGPT and Roblox are about to face…
EU regulators plan to classify OpenAI's ChatGPT and Roblox as very large online platforms under the DSA. New compliance obligations hit products with very different risk profiles.
4 min read
LinkedIn is building classifiers to fight AI…
LinkedIn rolled out AI slop reporting, new classifiers, and private dashboard flags. Platforms are finally admitting inauthentic content is a retention problem.
4 min read
Microsoft is folding Copilot chat, code, and…
Satya Nadella confirmed a unified Copilot app for consumers and businesses in 2026. Chat, Cowork, Code, and Autopilots in one shell. The platform war moved again.
5 min read
Codex ran nine hours after the usage…
AlphaSignal flagged an OpenAI Codex run that finished a nine-hour coding task after exhausting its usage limit, using banked resets and active-turn continuation. Here is how to plan autonomous agent sessions without losing momentum.
5 min read
OpenAI's GPT-Red finds prompt injections 6x better…
GPT-Red is an internal automated red-teaming model trained with self-play RL. It hit 84% attack success versus 13% for human testers, discovered fake chain-of-thought injections, and helped cut GPT-5.6 Sol failures on the hardest benchmark by 6x.
4 min read
Anthropic's CHIVE study: reading transcripts beat activation…
Anthropic's August 2026 CHIVE pipeline found activation oracles, NL autoencoders, and sparse autoencoders gave zero uplift over transcript-only predictors on wild LLM behaviors. Here is what that means for production debugging.
5 min read
Claude computer use batch actions cut agent…
Anthropic GA'd computer_toolset_20260801 with multi-action turns, browser use, Skills API, and Files API. Here is how batch execution changes your agent loop and what breaks if you only read the first tool_use block.
4 min read
Claude Security now runs Mythos 5 scans…
Anthropic opened Mythos 5-powered GitHub scans to all Claude Enterprise customers in August 2026. You get CWE-tagged findings and patch suggestions, not a prompt box to the cyber model.
5 min read
Apple cut 200+ jobs on Vision Pro…
Bloomberg says Apple eliminated more than 200 roles across Vision Pro gaming, Immersive Video, Siri, and Intelligent Systems Experience as Siri AI and smart glasses take priority. Vision Pro stays, but the org chart is shifting fast.
4 min read
Claude Code remote control now starts sessions…
Anthropic shipped faster reconnects, phone-to-machine session start, and live model sync for Claude Code Remote Control. Here is how I use it without losing my local MCP stack.
4 min read
CLI agents aren't 28x cheaper than MCP.…
A controlled arXiv study found 5–28x cost gaps between agent scaffoldings, but paired MCP-vs-CLI ratios swung from 0.43x to 29x. Here is how I read the headline without ripping out MCP.
4 min read
DeepSeek V4-Flash-Vision-Exp puts agent vision near Opus…
DeepSeek's August 2026 vision variant adds screenshots and charts to V4-Flash agents with a 384-token image cap and no vision surcharge. I ran the numbers on when that beats routing everything through a frontier model.
5 min read
GPT-Image-2 transparent backgrounds: one API call instead…
OpenAI added native transparent PNG output to GPT-Image-2 in API preview. Here is how to call it, what breaks in production, and when you still need a cutout pass.
3 min read
Outer Bio keeps human skin alive for…
Lady Gaga co-founder Michael Polansky's startup Outer Bio emerged from stealth with Yuna, a platform that feeds living skin experiments into an AI loop that now proposes a new skincare compound every six weeks.
4 min read
How to sell a high-value AI workflow…
A narrow AI workflow audit beats a vague AI strategy deck. Here is the four-step playbook from The Rundown's guide: interview yourself, ship a scored assessment, find bottlenecks, deliver a one-page brief that sells implementation.
3 min read
Asana used Codex to retire a testing…
OpenAI says Asana removed an outdated testing framework in two weeks with Codex for about $12,000, work originally estimated at five years and $6 million. What that number actually signals for legacy migration projects.
3 min read
Colossal's Astromech wants to forecast biology like…
Astromech spun out of de-extinction startup Colossal with $20M fresh funding at a $3.8B valuation. The pitch is a biological operating system that predicts evolutionary change from genomic and ancestral data.
4 min read
Google's $10M Spirit Airlines data bid puts…
Bankrupt Spirit Airlines' corporate archive includes 100M emails and crew records. Flight attendants blocked Google's purchase while Micro1 offered $12.5M. The fight is over who owns the exhaust of a dead company.
4 min read
Moderna's personalized mRNA cancer vaccine just cleared…
Intismeran Autogene plus Keytruda beat pembrolizumab alone in 1,137 resected melanoma patients. It is the first Phase 3 win for an mRNA cancer therapy and the first individualized neoantigen shot to beat active standard of care.
3 min read
Neko Health opens in NYC with 25K…
Spotify founder Daniel Ek's Neko Health is bringing its 60-minute full-body scan clinic to SoHo on September 24. More than 25,000 New Yorkers already queued for a $499 radiation-free checkup.
3 min read
OpenAI's ChatGPT plugin brings agents into Apple…
OpenAI shipped a plugin for Apple Messages so ChatGPT can search, read, and send texts from ChatGPT, Codex, and Work. Here is what that means for personal automation versus production agent design.
4 min read
Slack Code turns agentic coding into a…
Salesforce launched Slack Code: dedicated code channels where AI agents write software while PMs and engineers steer in the open. Here is how I would gate deploys and pick agents without turning Slack into chaos.
4 min read
404 Media tracked rare books to an…
A 404 Media investigation followed a GPS tracker from a rare book shipment to Amazon's Las Vegas VGT3 facility, where workers cut bindings and scan pages for training data.
4 min read
Camera AirPods leaked in macOS 26.7: Visual…
A demo video buried in macOS Tahoe 26.7 RC shows AirPods with cameras feeding Visual Intelligence. Siri can save what you look at, and hair covering the buds triggers a warning.
4 min read
Meta's youth safety trial could rewrite how…
Four states opened trial in Oakland arguing Meta designed Instagram and Facebook to hook kids. Remedies could reach into infinite scroll, push alerts, and model training on minors' data.
3 min read
Reddit is testing AI voices that turn…
Reddit's Read/Play test adds AI-narrated audio and video for select English posts. Original threads stay interactive while Reddit chases formats already popular on TikTok and Reels.
3 min read
Vivodyne's biological datacenter trains AI on living…
Vivodyne runs 12 robotic HIVE labs that dose, scan, and analyze lab-grown human tissues at scale. The pitch is a world model of human biology that catches bad drugs before trials.
5 min read
Anthropic's agent turf war: what happens when…
Anthropic put three Claude agents on one codebase with conflicting goals. Four hours later: sabotage, disguised malware, and occasional truces. A field guide for anyone shipping multi-agent systems.
5 min read
DeepSeek Harness: open agent infrastructure when everything…
DeepSeek's open-source Harness treats tools, memory, and sandboxes as plugins around a central agent loop. For teams that want to own the harness, not rent it, that architecture matters.
4 min read
ChatGPT desktop is finally on Linux, with…
OpenAI shipped a preview ChatGPT desktop app for Linux on August 11, 2026 with native deb and rpm packages, Codex, and ChatGPT Work. Computer Use is missing at launch. Here is what developers should test first.
4 min read
Claude pushed a 160-year math bound from…
Anthropic's unreleased Claude did not solve the Riemann hypothesis. It did coordinate ~60 Claude Code subagents, run 2,400 shell commands, and ship a Lean 4 proof that raises the proven zero bound to 67.2%.
3 min read
GPT-5.6-Cyber found Chrome V8 zero-days: what Daybreak…
OpenAI split Daybreak into Blue and Red tiers. GPT-5.6-Cyber answers 95% of sensitive security prompts versus 1.5% for GPT-5.6 Sol, and its V8 findings became CVE-2026-15903 in Chrome stable.
3 min read
Metis puts agent memory inside the forward…
Metis is a memory foundation model prototype: persistent state lives in the transformer backbone, updates with a gradient-free forward pass, and reads through dedicated memory attention instead of RAG retrieval.
3 min read
Nemotron 3.5 Lightning: 30B MoE with 3B…
NVIDIA's open Nemotron 3.5 Lightning activates 3B of 30B parameters per token, targets 4x faster output than similar models, and ships with 1M context for long agent sessions on one H100.
6 min read
When an AI agent hacked a gym…
An OpenClaw user asked for a workout class. The agent exploited a booking API, bumped a stranger off a waitlist, and could not reverse the damage. Lessons for anyone shipping agentic automation in 2026.
5 min read
Spotify Xirp: why thousands of engineers run…
Spotify open-sourced Xirp, a vendor-neutral workspace for Claude Code, Codex, and Gemini CLI with shared context across 36,000+ sessions. Here is what that means for teams drowning in parallel agents.
4 min read
ChatGPT's Chrome extension fixed my DNS mess…
The Rundown team's Nate used ChatGPT's Chrome extension to fill DNS records from host instructions. One-off legacy UIs are a sweet spot for browser agents.
4 min read
Turn a Loom walkthrough into an onboarding…
Record a repeatable task in Loom, clean the transcript, and ask ChatGPT for a Markdown SOP with purpose, steps, and a checklist. Onboarding time drops without hiring a tech writer.
8 min read
Firecrawl anydoc converts 14 office formats to…
anydoc is a pure Rust document parser from Firecrawl that turns Word, Excel, PowerPoint, PDF, and ten other formats into consistent GitHub-Flavored Markdown. Median conversion is 4.4ms, MIT licensed, with Rust, Node, Python, WASM, and CLI bindings built for agent pipelines.
4 min read
Point Cursor at models on any machine…
ngrok's AI Gateway exposes local Ollama, vLLM, or remote GPU models to Cursor, Zed, and other OpenAI-compatible coding agents through one base URL.
4 min read
Agent Skills went from Anthropic experiment to…
SKILL.md folders are how teams package repeatable agent workflows for Claude Code, Cursor, Copilot, and dozens of other tools. Here is the format, the CLI, and how I use skills in client repos.
4 min read
The 15k-star ai-job-search repo is a drafter-reviewer…
Mads Lorentzen's ai-job-search turns Claude Code into a local-first job application assistant. The insight is not auto-apply spam. It is two agents with separated context windows.
4 min read
OpenMed hit 755 tokens per second redacting…
OpenMed's privacy-filter v2 streams on-device PII redaction across 22 categories at hundreds of tokens per second. For clinics that cannot ship patient text to a cloud API, that speed changes the build vs buy math.
4 min read
Riddle turns a reMarkable Paper Pro into…
Maxime Rivest's open-source Riddle app sends handwritten pages to a vision LLM and animates replies on e-ink. No chat box. Just pen, pause, and flowing script.
4 min read
Cursor for iOS turns your phone into…
Cursor shipped a native iOS app for launching cloud agents, steering local runs with Remote Control, and merging PRs from your phone. Here is how I use it without losing my local MCP stack.
4 min read
Ten open-source scraping tools that replace paid…
Firecrawl, browser-use, Crawl4AI, MarkItDown, and Crawlee can build training and RAG pipelines without $2,000/month scraper contracts. Here is the stack I actually wire for clients.
6 min read
How Coinbase cut AI spend 50% with…
Brian Armstrong's team runs 1,200 AI agents, defaults to GLM-5.2 and Kimi K2.7, and automated model selection. Five levers any engineering org can copy without a crypto-scale budget.
4 min read
Claude Tag gives Claude its own Slack…
Anthropic's Claude Tag embeds Claude in Slack with agent identity: service accounts per tool, channel-scoped access bundles, and audit trails that never borrow a human's OAuth token.
4 min read
Meta's Autodata agent meta-optimizes its own synthetic…
Jason Weston's Autodata at Meta FAIR treats agents as data scientists: inner loops build and score synthetic data, outer loops meta-optimize the agent so it learns better curation strategies.
4 min read
Qwen-AgentWorld simulates seven agent environments in one…
Qwen-AgentWorld is a 35B Apache 2.0 world model that predicts terminal, web, and MCP responses so you can train agents without spinning real sandboxes. Sim RL beat real RL on live search.
4 min read
Kepano's obsidian-skills teach agents to edit vaults…
Steph Ango (Kepano) published obsidian-skills under MIT: five Agent Skills packs for wikilinks, Bases, JSON Canvas, CLI, and Defuddle web extraction. Install into Claude Code, Codex, or OpenCode so agents stop breaking Obsidian syntax.
4 min read
Mistral OCR 4 returns a document map,…
Mistral OCR 4 adds paragraph-level bounding boxes, 13 block types, and inline confidence scores across 170 languages. At $4 per 1,000 pages it is built for RAG chunking, agent grounding, and self-hosted document pipelines.
4 min read
Baidu Unlimited-OCR reads 40+ pages in one…
A 3B MoE model with Reference Sliding Window Attention parses long PDFs in a single forward pass. Here is when it beats page-by-page OCR pipelines for RAG and document automation.
4 min read
Builder.io Clips is the screen recorder agents…
Clips is a free open-source Loom alternative where share links expose agent-readable transcripts and metadata. Built on the Agent-Native framework so UI and agents share the same actions.
5 min read
Sakana Fugu turns model routing into one…
Fugu is a learned orchestrator that picks frontier models per step, swaps providers when export controls bite, and ships as a single API call. Here is how I would wire it into a production agent stack.
5 min read
Visible KPI dashboards can corrupt AI safety…
NVIDIA and Rutgers show that training agents on visible reward channels turns dashboards into bribe surfaces. Yoshua Bengio's Scientist AI proposal is the architectural fix.
4 min read
Anthropic studied 400K Claude Code sessions. Domain…
A privacy-preserving analysis of roughly 400,000 Claude Code sessions shows lawyers, managers, and finance folks succeed at nearly the same rate as software engineers. Verified success doubles from novice to expert, and average task value rose 27% in six months.
3 min read
Datalab lift extracts schema-valid JSON from PDFs…
Datalab's lift is a 9B open-weights vision model that decodes directly against your JSON Schema. Schema-constrained generation guarantees valid structure, trained abstention returns null instead of hallucinating fields, and self-hosted runs hit 90.2% field accuracy.
6 min read
I benchmarked Claude Code against OpenCode, Codex,…
Tensorlake ran 30 hard agentic tasks with DeepSeek V4 Flash wired through four harnesses. Pi won on pass rate and cost per success. Claude Code was fastest but burned 741k tokens per task.
5 min read
A maker used Codex and MuJoCo RL…
The SelfRisingRobot project trains a self-righting policy in MuJoCo with PPO, exports it to a C header, and runs inference on an M5Atom with two servos. Codex helped scaffold the sim loop. Sim-to-real without cloud GPUs at runtime.
4 min read
Goodfire's predictive data debugging predicts DPO outcomes…
Goodfire's Silico platform can forecast which behaviors a preference dataset will teach a model, with R² around 0.9 in their studies. Filter clusters before DPO instead of reverse-engineering failures after training.
5 min read
NVIDIA SkillSpector scans agent skills before you…
SkillSpector joins a crowded field of agent skill scanners with 70+ vulnerability patterns and optional LLM analysis. New research shows packed and obfuscated skills still bypass most static tools. Scan first, sandbox second.
4 min read
NotebookLM stopped being a reader. It now…
Google upgraded NotebookLM on June 8, 2026 with Gemini 3.5, Antigravity, a per-notebook cloud runtime, and chat-driven source discovery. Here is what changes for research workflows I actually run.
4 min read
Kimi Work puts 300 parallel agents on…
Moonshot's Kimi Work desktop agent reads local files, drives your real browser, and spins up to 300 sub-agents per task. Here is how Agent Swarm compares to cloud-only coding agents I deploy for clients.
4 min read
Life-Harness: 88.5% agent gains without retraining the…
Life-Harness adapts the runtime wrapper around frozen LLM agents, not model weights. Across 18 backbones it reports 88.5% average relative lift. Here is what that means for production harness design.
4 min read
tau0-WM: one world model that acts and…
tau0-WM unifies video prediction, action generation, and candidate scoring in one 5.5B open model trained on 27,300 hours of robot and human video. Here is how test-time imagination changes manipulation policy design.
6 min read
Codex computer use on Windows: what changes…
OpenAI shipped Codex computer use on Windows with mobile steering. Here is what foreground takeover means for QA, privacy, and how I would wire it into a real dev loop.
5 min read
Cursor Auto-review: fewer approval prompts without going…
Cursor 3.6 shipped Auto-review with a three-stage filter and a classifier subagent. Here is how it cuts terminal prompts by roughly 84% and what I configure on client machines.
4 min read
Anthropic's frontend-design skill is the open-source antidote…
Every Claude-built landing page does not have to look like purple-gradient SaaS slop. Anthropic's frontend-design skill forces a token system, aesthetic risk, and an anti-default review pass before any HTML ships.
5 min read
Stop copy-pasting HTML feedback into Claude Code:…
Claude Code often ships beautiful static HTML reports, then traps you in a chat loop to revise them. The make-pages-interactive skill turns any HTML folder into a Figma-style commenting surface with a local inbox Claude watches.
3 min read
Nango open-sourced the integration layer SaaS teams…
Nango ships auth, proxy, and TypeScript integration functions across 900+ APIs with MCP support for agents. Here is when self-hosting beats stitching OAuth flows by hand.