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BFL made FLUX 3 Video generally available on August 4 with 20-second clips, natively generated audio, and six published per-second prices from $0.06 to $0.54.

poolside trains across several agent harnesses on purpose, Cursor stitches tool-call corrections into training, Anthropic argues for holding the model fixed.

OSWorld measures desktop GUI control, Terminal-Bench measures CLI work. Same-named benchmarks differ by version and harness, so check before you compare.

A vendor's 1.5-2x accuracy claim can run on its own unpublished harness while independent leaderboards rank the same models very differently. How to tell.

A five-day plan to red-team AI agents with garak, promptfoo and PyRIT, mapped to the OWASP agentic categories and the MITRE ATLAS technique taxonomy.

Wispr Flow, superwhisper and Aqua Voice compared on architecture, listed pricing and the accuracy claims none of them ever benchmark against each other.

Eight lanes of open-source AI agents mapped by licence, stars and commit activity, including which popular repos are not actually open source at all.

The columns an agent registry needs, a 30-minute quarterly ritual, and why EU AI Act transparency is live now while high-risk duties wait until December 2027.

Mem0, Letta and Zep bet differently on what remembering means. A licence, architecture and benchmark comparison, including why the published scores disagree.

When self-hosting n8n, Activepieces or Windmill beats a marketing SaaS subscription, and the maintenance hours that never show up on the hosting bill.

browser-use, Skyvern, Stagehand and Playwright MCP compared on control, licence and the benchmark that actually stresses logins, 2FA and real web forms.

GPT-Researcher, Open Deep Research, STORM and Local Deep Research do different jobs. What each is good at, what a report costs, and where they fall short.

Whisper-family engines, VoiceInk and Handy against the subscription apps: what open-source dictation matches today, and where paid tools still earn the fee.

Synthetic respondents track average opinion but miss variance, price sensitivity and thin segments. Where AI twins help, and where real demand data wins.

Five oversight patterns that keep agentic AI deployable under compliance: human gates, audit trails, scoped permissions, fallbacks, model-risk docs.

Meta, Google, TikTok and YouTube each run a different AI-disclosure system. A four-platform comparison, plus the EU Article 50 floor underneath them.

A signing-stage checklist for AI contracts: training-data clauses, retention, model deprecation, usage limits, sub-processors, exit and export rights.

Routine marketing lead scoring is generally not Annex III high-risk. A classification walkthrough, and why the deadline that matters is December 2027.

AI-authored volume is the new deliverability variable. What the contested evidence actually says, and a remediation playbook for AI-drafted email.

August 2, 2026 switched on GPAI enforcement powers and Article 50 transparency, while the Digital Omnibus pushed high-risk duties out to December 2027.

EU AI Act Article 50(2) puts machine-readable marking on AI providers, not agencies. What that means for ad creative, and where the marks get stripped.

Mistral is the only frontier-class vendor whose EU answer is structural: Paris HQ, announced EU inference capacity, open weights. When the premium pays.

OpenAI announced Astra with ten machine-verified math proofs and no release date, price, or model card. Reading a capability-only drop as a signal.

Qwen3.8-Max ships as a 2.4T-parameter MoE with 95B active and a 1M context. What the vendor benchmark table shows, and what was only promised at launch.