Portugal sits at the intersection of four continents via submarine cables, with green energy, 98% fibre coverage, and direct Atlantic connectivity through Sines. Samuel Carvalho, CEO of TelCables Europe, tells SAPO the country can become Europe’s data brain — but only if it acts now on regulation, investment incentives, and …
Google Search Profiles Launch: What Publishers Must Do Now
Google Search Profiles officially launched on June 4, 2026, giving publishers and creators a dedicated, shareable space inside Google Search to showcase articles, videos, and social posts. It is a direct E-E-A-T signal — publishers who claim and optimize their profile gain a knowledge panel upgrade, a followable presence on …
Agentic AI Workflows Cost 5x More Than You Budgeted
One Agent Call Becomes Fifteen Google’s TPU 8i dedicates 288 GB of HBM and a dedicated Collectives Acceleration Engine specifically because a single agentic request now triggers an average of 6-12 downstream model calls. The infrastructure bill for “let me ask the AI” has quietly multiplied, and most teams haven’t …
AI Cybersecurity Market Hits $133B — Breaches Still Rising
The AI cybersecurity market is projected to exceed US$ 133 billion by 2030, with global security spending reaching US$ 183.9 billion in 2026 alone — a 15% year-over-year increase. Yet the average cost of a data breach has climbed to US$ 4.88 million, organizations take 277 days to detect incidents, …
Anthropic Wants AI Pause, Sells Mythos to NSA for Offense
On June 4, 2026, Anthropic published a lengthy post calling for a global “temporary pause” on frontier AI development, warning that recursive self-improvement could arrive before institutions are prepared. Within 24 hours, the Financial Times revealed that the same company has embedded half a dozen engineers inside the US National …
Speculative Decoding Cuts MoE Inference Cost by 19%
19% Cheaper Inference, Zero Accuracy Loss Red Hat benchmarked gpt-oss-120B with Eagle3 speculative decoding on vLLM v0.13.0 and measured a 19.4% reduction in cost per 1M output tokens on H200 GPUs running SWE-bench workloads. Not a benchmark trick — production throughput at 200 concurrent requests, with output distributions mathematically identical …
Anthropic: AI Now Builds AI — Inside the Recursive Self-Improvement Data
On June 4, 2026, Anthropic published a research paper titled When AI Builds Itself that made a blunt admission: more than 80% of the code merged into Anthropic’s production systems is now written by Claude. Engineers at the company ship 8× more code per day than they did in 2024. …
DevOps Job Market in Brazil: What Cloud Engineers Need to Know
The Brazilian DevOps job market is consolidating around multi-cloud and Kubernetes expertise. Here is a breakdown of what hiring managers are actually asking for.
Context Engineering: Why AI Agents Fail at Step 47
o3 Drops 34 Points Across Turns OpenAI’s o3 model scores 98.1 on single-turn benchmarks. Distribute the same information across multi-turn exchanges — the way actual agents work — and that score collapses to 64.1. That’s a 34-point absolute drop, and it’s not an outlier. Across all tested models, multi-turn context …
Schema-Valid LLM Output Still Gets 20% of Values Wrong
97% JSON Pass, 20% Wrong Values The Structured Output Benchmark (SOB), published in April 2026, evaluated 21 frontier LLMs on schema-constrained extraction tasks. The result that should stop you from shipping: every model clears 97%+ on JSON Pass Rate, but Value Accuracy — whether the extracted values are actually correct …
DevOps Courses in Brazil: What Cloud Engineers Need to Know
Brazilian training options for DevOps practitioners range from full MBAs to vendor-specific certifications. This guide cuts through the noise to help cloud engineers choose the right path based on their stack and career stage.
AI Cloud in 2026: Six Categories Platform Teams Must Know
Inference Is Two-Thirds of AI Compute Deloitte’s 2026 TMT Predictions estimates inference accounts for roughly two-thirds of all AI compute this year, a structural shift that has fractured the cloud market into six distinct provider categories. NVIDIA’s Blackwell and GB200 architectures have flooded the market with new GPU options, and …