AI-found bugs drive a record vulnerability spike; Together AI raises $800 million
Epoch AI ties a record spike in critical software vulnerabilities to AI bug-hunting models like Claude Mythos. Together AI raises $800 million for open-model hosting. Plus 4 more stories.
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A quiet holiday week still turned up a striking data point: Epoch AI reports that models now able to find their own security bugs helped push critical vulnerability disclosures to a record high in June. The industry's economics stayed in focus too — Together AI raised $800 million to host open models even as Elon Musk capped Tesla staff's AI spending — while Mistral and Portugal each shipped open models of their own.
- 1
AI bug-hunting drove critical software vulnerabilities to a record high in June
Research group Epoch AI reports that disclosures of high- and critical-severity software vulnerabilities from 21 major vendors — including Microsoft, Google, and Apple — hit roughly 1,500 in June 2026, more than three-and-a-half times the previous monthly record. Epoch links the surge to frontier models that can now autonomously find security flaws: Anthropic's Claude Mythos and OpenAI's Daybreak, whose partners had already flagged more than 10,000 critical bugs before public release. Epoch cautions the timing is correlation, not proof — part of the jump may reflect heightened interest in bug-hunting rather than raw capability alone.
- 2
Together AI raises $800 million at an $8.3 billion valuation as open-model demand surges
Together AI, the cloud platform that hosts open-weight models like Llama, DeepSeek, and Mistral for developers, closed an $800 million Series C led by Aramco Ventures, with NVIDIA, Vista Equity Partners, and General Catalyst joining. The round values the company at $8.3 billion — a two-and-a-half-times step-up from early 2025 — and follows more than $1.15 billion in annual bookings. The raise is a bet that enterprises will keep shifting inference workloads onto cheaper open models, and Together plans to grow its compute footprint roughly fifty-fold over the next five years.
- 3
Google DeepMind and A24 form a research partnership to build AI tools for filmmakers
Google DeepMind and the independent film studio A24 announced a research partnership that pairs the lab's researchers with A24's filmmakers to develop new creative tools and production workflows, with Google also taking an undisclosed equity stake in the studio. The companies named no specific models and set no fixed deliverables, framing it as open-ended, exploratory work. It is a notable move as frontier labs court Hollywood, arriving amid ongoing tension over AI's role in creative work.
- 4
Musk caps Tesla staff AI spending at $200 a week — but exempts Grok and Cursor
Elon Musk imposed a $200-per-week cap on Tesla employees' AI-tool spending, requiring manager sign-off to go over, according to The Information. Notably, the limit exempts his own Grok as well as Anysphere's Cursor, which Musk has pushed staff to use — a pointed carve-out for favored tools. Tesla joins Uber, Meta, Walmart, and Coinbase in reining in runaway AI bills, the latest sign that the "use all the AI you can" era is giving way to hard cost discipline.
- 5
Mistral's open Leanstral 1.5 aces a formal-math benchmark and finds real software bugs
Mistral released Leanstral 1.5, an Apache-2.0 open model for formal mathematical proof in Lean 4. The mixture-of-experts design carries 119 billion total parameters but activates just 6 billion, and it scores a perfect 100 percent on the miniF2F benchmark while solving 587 of 672 problems on PutnamBench. Beyond math, the model flagged five previously unknown bugs across 57 open-source repositories during testing — including a critical integer-overflow flaw in a decoding library — pointing at formal verification as a practical path to safer software.
- 6
Portugal open-sources Amália, a national AI model built for European Portuguese
Portugal launched Amália, its first government-backed open-source large language model, purpose-built for European Portuguese and released with its weights, datasets, and source code. Built by a consortium of Portuguese universities on top of the European EuroLLM foundation model and funded with 5.5 million euros, the 9-billion-parameter Amália adds text and image understanding. Named after the fado singer Amália Rodrigues, it is part of a broader European push for sovereign AI that reflects local language and culture rather than depending on foreign systems.
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Sources
- 1.Portugal open-sources Amália, its first national AI model, in a bet on European Portuguese — The Next Web · July 1, 2026
- 2.Neocloud Together AI raises $800M, leaps to $8.3B valuation — TechCrunch · July 1, 2026
- 3.Google DeepMind and A24 announce first-of-its-kind research partnership — Google DeepMind · July 3, 2026
- 4.Elon Musk caps Tesla staff's AI spending — Yahoo Finance · July 3, 2026
- 5.New serious vulnerabilities spiked around release of Claude Mythos Preview — Epoch AI · July 3, 2026
- 6.Leanstral 1.5: Proof abundance for all — Mistral AI · July 3, 2026
This brief was published on July 4, 2026. Cited URLs above point to third-party publishers and may move, paywall, or be retired over time. If a link no longer resolves, original article titles are preserved so you can recover them via search; the canonical web edition at aiproplaybook.com/top-ai-stories/2026-07-04 may carry updated source URLs.