Founder of eCorpIT. Hands-on engineer leading senior-only delivery for AI apps, custom software, and cloud systems for global clients.
Gartner puts typical VMware licensing increases at 300 to 400 percent, and 48 percent of customers plan to shrink their footprint by 2028. Here is the cost model to run before you sign.
GitHub resumes minimum version enforcement for self-hosted runners on 25 September 2026, with brownouts from 24 August. How to inventory a fleet, fix each runner type, and avoid the 30-day trap.
GitHub will remove six models from every Copilot surface on 1 September 2026. The suggested replacements cost more per token, and Enterprise admins have to enable them first. Here is the map.
Google made GMA Next-Gen SDK the preferred Android SDK on 6 July 2026 and put the legacy SDK on a clock to June 2028. The real API changes, the mediation restriction nobody mentions, and why iOS has nothing to migrate.
Google Registry's .eat, .here and .fly enter sunrise on 1 September 2026, with general availability in November. What it costs, why Google says a keyword TLD gives no ranking advantage, and how to decide.
From 31 August 2026 Google Play rejects new releases built on Billing Library 7. The full removed-API list, the Kotlin changes each one forces, why PBL 9.1.0 is often the better target, and how the extension works.
Three IEEE S&P 2026 papers turned GPU Rowhammer into a privilege-escalation problem. GPUBreach reached a root shell with the IOMMU on. Which cards flip, what ECC costs, what to change now.
Zafran Security's FaceHugger research showed three ways a crafted Hugging Face repo runs Python during from_pretrained even when trust_remote_code is False. Here is the patch path and the policy.
India's takedown regime now runs on a 36-hour statutory clock that in practice compresses to hours. This is what an intermediary has to build to keep safe harbour, not what a lawyer has to argue afterwards.
A hijacked maintainer account pushed Shai-Hulud malware into the keyv and cacheable npm family on 4 August 2026, with valid GitHub Actions provenance. Here is the containment order for the first 90 minutes.
Poolside's 118B open-weight coding model is 100x cheaper on input than Claude Fable 5 and scores 70.2% to Fable's 88% on Terminal-Bench 2.1. Here is the routing decision that follows from those two numbers.
Published benchmark data, Apple's own specifications and one hosted price list are enough to work out when buying a Mac beats renting tokens. The answer depends on prefill, not generation, and most of the M5 numbers
Microsoft prices MAI-Voice-2-Flash at $15 per 1M characters and MAI-Transcribe-1.5 at $6 per 1,000 minutes. OpenAI's gpt-realtime-2.1 bills $32 in and $64 out per 1M audio tokens. Different units, very different bills
India's 23 July 2026 Press Note 3 carves an export-only exception into the FDI ban on inventory-based e-commerce. The policy is short. The engineering behind a compliant export-inventory platform is not.
Qwen3.8-Max shipped on 3 August 2026 at $2 input and $6 output per million tokens, with a 1M context and 15,000 requests per minute. But Qwen3.7-Max is on a 50% discount at $1.25 and $3.75, so the newer flagship costs
Search Console now reports how your Instagram, TikTok, X and YouTube posts perform on Google Search, Discover and News. Here is the setup, the metrics, and where the numbers mislead you.
Apple confirmed on 15 June 2026 that Sign in with Apple and iCloud+ Hide My Email addresses will be issued on private.icloud.com. Here are the six allowlist, SPF, dedupe and suppression-list checks to run.
OpenAI's deprecations page lists six Sora 2 entries with a 24 September 2026 shutdown and an empty replacement column. Veo 3.1 Lite runs $0.05 per second, Runway Gen-4.5 $0.12, Sora 2 Pro at 1080p was $0.70. Here is
Amazon charges $7 per 1,000 web search queries, Microsoft $14 per 1,000 transactions and Google up to $35 per 1,000 grounded prompts. The same 200,000-query month costs $1,000 to $5,425.
Only 20% of organisations could explain an overnight doubling of their AI bill within hours. This is the provider-by-provider attribution layer, the ownership model and the 90-day sequence that closes the gap.
Token prices moved in both directions inside five weeks in 2026. Here is how to meter an AI feature, pick a billable unit, run the margin arithmetic on real published rates, and cap the user who burns 100x the average.
Antigravity is free for individuals and consumption-billed through Google Cloud, with no organisational tier by contract. Cursor sells seats from $32 to $120. Five gaps decide which one survives a rollout.
The open table format is the most consequential lakehouse decision, and in 2026 the answer is no longer obvious. Iceberg v3, Delta UniForm and catalog federation are pulling the two formats together. Here is where each
AWS marked Step Functions Local unsupported and LocalStack made its auth token mandatory in 2026.03.0. Here are the three local integration-testing setups that still work, with commands, licence costs and gaps.
