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The last piece ended by naming something I could not answer. A reader had asked what happens when a credential is rotated in the middle of a long-running session, and I said that question landed in the part my control plane explicitly excludes, so I had nothing to report. A second reader replied that I had already answered it. They were right. The rule held up; the boundary I drew was too wide, and it pulled this question into the excluded part. The answer was the second rule, one layer down...

The hardest part of an AI customer-support system is not generating an answer. It is remembering what happened before. A customer may have already explained their operating system, browser, previous errors, attempted solutions, and preferences during an earlier conversation. If the support agent starts every new conversation from zero, the customer has to repeat the same information. I built MemorySupport around this problem: an AI customer-support platform designed to maintain useful cust...

Most "give your agent tools" tutorials hand it a calculator or a weather API. Useful for learning the mechanics, but it doesn't tell you what happens when an agent gets access to a real operational system — one with access control, multi-tenancy, and objects that map to actual physical things (buildings, vehicles, machines). This post walks through connecting a LangChain agent to Telesherpa , an ontology-based platform for facility, fleet and field-service management, over the Model Context...

Security alerts are rarely completely new. A security analyst might see dozens of failed-login alerts, suspicious IP addresses, unusual data transfers, or large file movements. Many of these incidents resemble cases the team has already investigated. The problem is that a typical LLM starts each analysis from scratch. It can understand the alert in front of it, but it doesn't automatically know how the security team handled a similar incident last week. I built ThreatMemory to explor...

Enquanto fazia o curso Claude Code: Software Engineering with Generative AI Agents , imaginei um produto mantido por várias squads: Checkout muda a criação do pedido, Pagamentos atualiza o status, Contas consome o evento e Plataforma prepara o pacote de release/homolog . Cada equipe cuida de uma parte, mas uma mudança compartilhada pode fazer essas frentes se atropelarem. É como várias equipes numa oficina: cada uma precisa da própria vaga para desmontar um carro, mas todas ainda dependem d...

There's a lot of discussion going on about post-quantum TLS. Both AWS and Cloudflare claim the overhead is minimal — but both are vendor-published, on infrastructure most people don't have. This is the starting post of a different attempt: an independent, reproducible benchmark of X25519MLKEM768 (the NIST-standardized hybrid PQ key exchange, FIPS 203) versus classical X25519 . I ran it on two c7g.large EC2 instances in the same AWS zone. The full run cost less than a dollar. Complete set...

Armin Ronacher, who wrote Flask and Jinja, ran the purest vibe coding experiment I have seen: one prompt to GPT-6 Astra, no human review, and 35 hours of the agent working alone. His write-up, "Astra for Coding: Why Are We Doing This Again?" , reports about $1,200 in API cost, a net 75,000 lines of code and "absolutely nothing of value". If you let an agent run while you sleep, the traces he pulled out are a preview of your repo. TL;DR One prompt, 35 hours, about 1 b...

Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your business-critical systems. Star us to help devs discover the project, give it a try, and share your feedback to help improve the product. We see MCPs being used for a wide variety of tasks. But have you imagined how they can help with software like Blender? Let's take a look. This is the repository: https://github.com/ahujasid/mcp-for-blender This is a plugin that lets you...

Jev is a frontier model that never generates text. You hand it the options; it scores them in a single parallel pass — roughly 8.5 seconds of LLM prose replaced by about 0.1 seconds of arithmetic. That trade matters for the cost architecture of every agent you run: most enterprise traffic is routing, triage, classification and gating, not essay-writing. The full essay walks through the demo, the honest capability trade-offs, and where a decision-only model fits in model routing and tool-call ...

Products that run on infrastructure have a strong chance of having their events in Splunk. The people who need to see those events are often in your application, not in Splunk, and often without a Splunk seat. The usual answers are an iframe around a Splunk dashboard, or a hand-built table over the REST API that re-implements filtering and paging badly. Lattice Grid has a Splunk adapter that does the translation for you. This post shows what it does, what it deliberately does not do, and the ...

I recently shipped Cá Viên Chiên , a small cooking game about Vietnamese fried fish ball street carts. It runs in the browser, works best on phones, and ships in Vietnamese and English. Here are the parts that were more interesting than I expected. Why Astro for a game Most of the site isn't the game — it's the landing page, guide, tips, menu and FAQ in two languages. Those pages matter for search, so they should be plain static HTML. Astro gives me that, and the game itself is ...

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The Bose Noise Cancelling Wired Earbuds are the first new wired headphones from the brand since 2015, inspired directly by teen preferences. We got an early listen.

With the threat of political violence at unprecedented levels, state and federal GOP candidates are openly sharing racist, pro-militia, anti-vaccine, sexist, antisemitic, and secessionist views.

SpaceX is gearing up for a monumental flight today that's sure to be closely watched by Amazon. If successful, SpaceX will deploy its first Starlink V3 satellites, which tout meaningful upgrades to the ever-expanding Starlink constellation. The 26 satellites will be riding atop Starship, which SpaceX will also attempt to deploy into Earth orbit for […]

First announced in July with an expected limited launch later this year, the Philips Sonicare Next-Generation DiamondClean 9900 Prestige smart toothbrush is now available in Europe and the US, with a broader global rollout expected in 2027. While the previous iteration is still available and discounted from $429.99, the new "Next-Gen DiamondClean" version is debuting […]

Nvidia is launching a new safety platform designed to contain and monitor AI agents, a move that comes in response to a wave of rogue hacking incidents, as reported earlier by Reuters. In an announcement on Monday, Nvidia says its new Open Agent Safety Platform can quarantine agents that attempt to escape their boundaries within […]

Today, I’m talking with Mike Cannon-Brookes, who is cofounder and CEO of Atlassian.  Atlassian is one of those companies that every other company runs on — it makes important platform tools like Jira and Trello that allow people to organize and manage big teams, create shared databases of company information, and generally allow work to […]

Everything old is new again as today Bose announced its first pair of wired earbuds since discontinuing the option in 2015. The new tethered earbuds, which are simply called the Bose Noise Cancelling Wired Earbuds, do away with battery anxiety and the need to remember to charge them every few days. Their functionality is limited, […]

It’s been a while since we’ve seen a big price cut on a capable robot vacuum and mop hybrid that can scale over short steps and threshold to hunt messes. Dreame’s X50 Ultra is the model that my colleague Jen recommends for hard floors and carpets, and it’s down to $899.99 at Amazon for Prime […]

In a widely expected move, Volkswagen announced Monday that it will replace the recently retired ID.4 crossover with the upcoming ID.Tiguan. The decision is an acknowledgment by the German automaker that its more recognizable nameplates like Tiguan are likely an easier sell with consumers, especially when it comes to EVs. When it lands in Europe […]

The tech enables real-time awareness for what Quartermaster calls the “largest blind spot on Earth.”

Though not without some drama along the way.

Instinct has raised a $1 billion Series C, saying 'we're just getting started.' The company is now valued at $10 billion.

ElevenLabs v4 can clone voices with a 10 second clip

The startup uses AI to automate tedious paperwork for insurance agencies and brokers.

The last day to book your Disrupt 2026 exhibit table is this Friday, October 2 at 11:59 p.m. PT. Secure your exhibit table and get your startup in front of 10,000+ founders, investors and tech leaders at San Francisco's Moscone West on Oct 13-15.