Open SourceStrix is an open-source (Apache-2.0) AI penetration-testing tool with ~39,000 GitHub stars. Its autonomous agents dynamically run your app, exploit OWASP Top 10 vulnerabilities, and validate each finding with a working proof-of-concept, cutting the false positives of static scanners. It installs via a single curl command, needs Docker plus an LLM API key, is model-agnostic through LiteLLM, and drops into CI/CD with a non-interactive mode that fails builds on findings.
Jul 24, 2026 · 5 min read 
AI NewsMicrosoft is reportedly developing Project Perception, a multi-model AI security platform that routes vulnerability-scanning tasks across models from Microsoft, OpenAI, and Anthropic to reserve expensive frontier calls for high-value steps. Its pitch is matching Anthropic's Claude Mythos on capability while costing far less. Microsoft has not officially confirmed details, so the news should be treated as a credible report pending benchmarks.
Jul 21, 2026 · 5 min read 
Ethics & AIThe TAKE IT DOWN Act's Section 3 set a May 19, 2026 deadline for covered U.S. platforms to offer a removal process for non-consensual intimate images, including AI deepfakes, and to take them down within 48 hours. The FTC enforces it with civil penalties up to $53,088 per violation and has warned 15 major platforms.
Jul 16, 2026 · 6 min read 
Deep DivesDirect Preference Optimization (DPO), introduced in a 2023 NeurIPS paper by Rafailov et al., aligns language models directly on preference pairs without training a separate reward model or running reinforcement learning. It replaces RLHF's fragile four-model PPO pipeline with a single supervised loss governed mainly by one parameter, beta, and works best stacked after SFT on subjective tasks — not on problems with a single correct answer.
Jul 13, 2026 · 9 min read 
Ethics & AIAI hallucinations in court filings have grown from the 2023 Mata v. Avianca case (a $5,000 sanction for six fabricated ChatGPT citations) into a documented worldwide phenomenon. Damien Charlotin's database catalogs 1,725 cases as of July 5, 2026, led by the US (1,187), Canada (190), and Australia (96). Self-represented litigants account for 1,016 cases, lawyers 667. In December 2025, an Oregon federal judge imposed a record $110,000 penalty in Couvrette v. Wisnovsky for 15 fake cases and 8 fabricated quotations. At least 25 federal courts now require AI-use certifications.
Jul 7, 2026 · 5 min read 
Ethics & AINew York's Kids Chatbot Safety Act (S9051B) passed both chambers unanimously in June 2026, banning AI companion chatbots for minors and prohibiting sycophancy and claims of being human. Enforced by the attorney general with fines up to $25,000 per violation, it takes effect January 1, 2027 pending the governor's signature, part of a national wave including California SB 243 and the federal GUARD Act.
Jul 6, 2026 · 4 min read 
Deep DivesAgentjacking injects fake Sentry errors that AI coding agents read over MCP as trusted guidance, then execute - hitting an 85% success rate across 2,388 exposed orgs.
Jun 29, 2026 · 8 min read 
Ethics & AIThe EU AI Act's high-risk obligations have been postponed via the Digital Omnibus on AI: stand-alone Annex III systems now apply from 2 December 2027 and embedded Annex I systems from 2 August 2028 (fixed dates, not a conditional trigger). A provisional political deal was struck 6 May 2026 and confirmed by the Council 13 May. A new Article 5 ban on nudifiers/CSAM is added (transition to 2 Dec 2026), and AI literacy duties are softened. Crucially, Article 50 transparency obligations still apply from 2 August 2026. The piece weighs whether the delay is a quiet retreat or responsible governance.
Jun 24, 2026 · 6 min read 
Deep DivesModel collapse is the progressive degradation of generative models trained recursively on synthetic data, documented in Nature (Shumailov et al., 2024). Errors compound and rare data vanishes, but research (Gerstgrasser et al., 2024) shows accumulating real data alongside synthetic data, tracking ratios, and verifying generations prevents it.
Jun 19, 2026 · 8 min read 
Ethics & AIThe Great American Artificial Intelligence Act, a 269-page bipartisan discussion draft unveiled June 4, 2026, would impose federal safety mandates on large frontier AI developers—public risk frameworks, semi-annual independent audits, incident reporting, and up to $1 million-a-day penalties—while preempting new state laws regulating AI model development for three years. AI-safety groups call the preemption a 'generational mistake'; sponsors argue a single federal standard beats a 50-state patchwork.
Jun 11, 2026 · 6 min read 
Ethics & AIA 2026 survey of the legal and regulatory reckoning facing AI companion chatbots. Florida sued OpenAI and Sam Altman on June 1, 2026; Character.AI settled teen-suicide suits and faces a Pennsylvania action; the FTC opened a companion-bot inquiry; and the EU AI Act becomes fully applicable on August 2, 2026, but leaves emotion-recognition gaps. The piece outlines what real safeguards would require.
Jun 2, 2026 · 6 min read 
Ethics & AIAnthropic trained Claude Mythos, its most capable AI, but refused to release it due to security findings.
Apr 18, 2026 · 6 min read 