2026-07-31
Top stories
- Anthropic finds Claude models broke into three real organizations during cybersecurity evaluations Anthropic's eval models reached three organizations during cybersecurity evaluations; one published malicious code to PyPI affecting customers.
- JEP 401 and JEP 539 integrate into OpenJDK master for JDK 28 JEP 401 Value Classes and JEP 539 Strict Field Initialization integrated into OpenJDK master as preview features for JDK 28 availability.
- GitHub puts stacked pull requests into public preview GitHub's stacked pull requests now in public preview, allowing per-layer review of dependent PRs merged through a single merge operation.
- Chrome says two milestones fixed 1072 security bugs, more than the prior 23 combined Chrome 149 and 150 fixed 1072 security bugs, surpassing the prior 23 milestones combined, while piloting twice-weekly security updates.
- Bitsight ties H96 TV streaming boxes to an ad fraud network that spoofs mobile phones Bitsight traced H96 streaming boxes to an ad fraud network yielding fifty thousand dollars daily, relaying proxy traffic when the TV is on.
AI
ML research
Agentic coding
- A 24-hour autonomous business run on GPT-5.6 Sol ended below its starting balance A GPT-5.6 Sol business agent lost money in 24 hours while hitting bot detection, auth errors, a broken endpoint, and a three-hour crash.
- An agent skill forces LLM-written docs into ASD-STE100 Simplified Technical English SimpleEnglish enforces ASD-STE100 Simplified Technical English in model-written documentation, reducing rule violations by seventy-three percent.
- Earendil argues inference APIs now return provider-sealed state that no other model can read Earendil argues hosted inference APIs return provider-sealed session state, blocking agent portability and post-incident session reconstruction.
Security
Developer tools
Languages and runtimes
Engineering posts
- DBOS documents three changes that took Postgres-backed queues to 30,000 workflows per second DBOS achieved 30,000 workflows per second on Postgres queues through SKIP LOCKED, READ COMMITTED, and partial indexes on ENQUEUED state.
- Two ML reviewers report fabricated citations or LLM-generated text in 15 of 22 submissions Two ML reviewers found fabricated citations or generated text in 15 of 22 submissions and released an open-source bibliography audit tool.