Tech news · 12 November 2026

Tech news, 12 November 2026: NEAR AI and Fireworks AI breached, a web host entered through its MCP server, Rackspace signs GB300 capacity and Anthropic sets its IPO range

This week's theme is the security of AI infrastructure itself. Two inference providers disclosed breaches, one through a flaw in a popular open-source inference engine, and a German web host said an attacker got in through the MCP server that connects customers' AI assistants. Meanwhile, capacity deals and Anthropic's IPO pricing show how much money is flowing into that same infrastructure.

Tech newsSumanta Mukhopadhyay6 min read6 sources
#news#security#ai#mcp
TECH NEWS · TECH NEWS · 12 NOVEMBER 202612 Nov 2026 · 08:50 GST

Today's brief covers stories from 9 to 11 November.

Connectors
Mittwald MCP serverentry point to customer projects
Inference
NEAR AISGLang flaw inside the enclaveFireworks AIsecond breach via a cloud provider
Capacity and capital
Rackspace and Together AIGB300 for 2027Anthropic IPOprice range set
Attackers are working through every layer of the AI stack, from connectors to inference servers.

1. NEAR AI breached through a flaw in the SGLang inference engine

NEAR AI disclosed that an attacker used a remote code execution flaw in SGLang, a widely used open-source inference engine, to run code on one of its inference servers2. The Cloud Security Alliance notes that the attacker could observe in-flight requests on that server, including ones meant to be protected by confidential computing, because the enclave protects against the host and operator but not against flaws in software running inside it1. NEAR AI said it revoked credentials and deployed a fix across its inference servers2.

CTO take: confidential computing is a strong control, but it does not patch the software inside the enclave. If you self-host inference with SGLang, vLLM or similar engines, treat them like any internet-facing service: keep them patched, never expose their internal ports, and restrict what the serving process can reach. If you buy confidential inference, ask providers for their patch cadence and egress controls, not just their attestation. See AI model supply chain security.

2. Fireworks AI discloses a second breach

Fireworks AI told customers that an October intrusion through a third-party cloud provider reached its development machines, exposing account and billing information and, for a limited set of accounts, secrets, datasets and incomplete model weights3. It is the company's second disclosed incident in weeks; it has restricted some data upload and download functions while it investigates3.

CTO take: any provider you send fine-tuning data or keys to is holding your crown jewels. Rotate any secrets stored with affected providers, review what datasets you have uploaded and whether they are still needed, and keep the ability to move inference to another provider at short notice. See model routing and the third-party access case study.

3. A web host is breached through its MCP server

German hosting provider Mittwald said an attacker exploited a flaw in its MCP server, which connects customers' AI assistants to its mStudio platform, and accessed 56 customer projects before being detected; it shut down the server, revoked session tokens and asked users to change passwords and review API keys4. Whether the flaw was in Mittwald's own code or an underlying component has not been confirmed4.

CTO take: an MCP server that can act on customer resources is a privileged API and needs the same rigour: strong authentication, narrow scopes per user, rate limits, and logging that would spot a stranger moving between customers. If you publish an MCP server, review it this week. See the MCP server security checklist and the Europe page.

4. Rackspace signs a GB300 capacity deal with Together AI

Rackspace announced a multi-year agreement to provide Together AI with dedicated Nvidia GB300 NVL72 infrastructure, valued at about $380 million and expected in service by mid-2027; Converge Digest notes it remains conditional on financing and on equipment, power and facility availability5.

CTO take: new inference capacity is being contracted now for 2027, with financing still to be arranged. If you depend on a specialist inference provider, ask where its future capacity is coming from and how firm those plans are. See AI capacity contracts.

5. Anthropic sets its IPO price range

Anthropic set a price range of $70 to $78 per share for its IPO, and people familiar with the plans told CNBC it aims to start trading on 19 November6.

CTO take: for customers, little changes on listing day. Over time, public-market pressure can shape pricing, product priorities and disclosure. Keep provider choice open and contracts flexible, as with any strategic supplier.

What I'd do this week

  • Patch self-hosted inference engines and check their ports are not exposed.
  • Rotate secrets held by AI providers that have disclosed incidents.
  • Review any MCP servers you publish for authentication, scoping and logging.
  • Ask inference providers about their capacity plans for 2027.

I am based in India, the United States and the UAE, working globally. See where I work, or analyse your challenge and bring the result to a call.

References
  1. 1
  2. 2
  3. 3
  4. 4
  5. 5
  6. 6
FAQ

Common questions

What happened in the NEAR AI breach?

NEAR AI disclosed that an attacker used a remote code execution flaw in the open-source SGLang inference engine to run code on one of its inference servers, where in-flight requests, including confidential-mode ones, could be observed. NEAR AI said it deployed a fix across its servers.

What did Fireworks AI disclose?

Fireworks AI told customers that an October intrusion through a third-party cloud provider reached its development machines, exposing account and billing information and, for a limited set of accounts, secrets, datasets and incomplete model weights. It was the company's second disclosed incident in weeks.

How was Mittwald breached?

The German hosting provider said an attacker exploited a flaw in its MCP server, which connects customers' AI assistants to its platform, to access 56 customer projects. It shut down the server, revoked session tokens and asked affected users to change passwords and review API keys.

Keep reading

Related

ServiceAI & LLM architectureI design and build AI systems that leadership can trust: grounded in your data, measured by evaluations, governed by your rules and priced so they make sense at scale.→ServiceFractional CTO and AI architect for European companiesTechnology leadership for EU startups, scale-ups and enterprises, with AI and data platforms built for the EU AI Act, GDPR and the resilience rules that now apply to financial services and critical sectors.→InsightTech news, 11 November 2026: Australia's frontier AI rules, an exploited Outlook zero-day, Fortinet's advisories, New York's AI safety law and Anthropic's office toolsAustralia announced it will legislate mandatory safety rules for frontier AI developers, policed by a new regulator. Patch Tuesday brought an exploited Outlook flaw, Fortinet published details of critical fixes it shipped in October, New York set registration rules for frontier developers and Anthropic moved into office software.→InsightTech news, 10 November 2026: Claude Fable 5.2 and Mythos 5.2, N-able takes N-central offline, Qubole's AWS access abused, Norway pauses data centre grid bookings and Meta's Muse EmberAnthropic released new Claude models with a lower price for its general model. A remote management platform used by managed service providers went offline after a researcher published alleged zero-days, and attackers used a data platform's trusted access into its customers' AWS accounts. Norway paused new grid reservations for data centres, and Meta launched a small, cheap model aimed at agent work.→
Open to advisory, fractional CTO & select builds

Let's talk about what you're building.

The fastest route is a free 30-minute call. Prefer to write? Send a message and I'll reply personally within two business days.

Start a conversation

How would you like to reach me?

Book a 30-min callFastest. Pick any open slot on my calendar.→ Write in GmailOpens a pre-filled draft in your browser.→ Use my email appOutlook, Apple Mail or your default client.→

I reply personally within two business days. Time zones from the Americas and Europe to the Middle East and Asia-Pacific.