Research Tools and Guides

A vendor-supplied 216-run refund test shows how retries, caching and wrong outcomes change the true cost of AI agents. TECHi checks the arithmetic and limits.

How Type 1 hypervisors support enterprise workloads through resource management, availability and security, with practical checks for VMware migration.

Grok 4.7 launches at $2/$6 per million tokens with stronger coding scores. TECHi examines whether its step-heavy agent behavior keeps real task costs low.

Amazon Prime settlement refunds now reach up to $200. See who qualifies, when automatic payments begin and how to avoid refund scams.

Data center construction costs about $6M–$13M per MW across the USA, EU, UAE, India and Pakistan, and a 10 MW power bill runs $8.7M–$26.3M a year.

Meta AI can now use email and calendar context for recurring tasks. Here is what to test before granting primary-account access and trusting its research.

DeepSeek retires the deepseek-chat and deepseek-reasoner model names at 15:59 UTC on July 24. Migrate to deepseek-v4-flash and mind the thinking-mode cost catch.

OpenAI's Presence platform productizes agent governance — policies, guardrails, simulations. What its FDE-led model and 75% claim mean before you sign a pilot.

Harness Agent DLC links evals, prompts, deployments, assets and traces. TECHi tests what is live, what is roadmap, and whether release history survives.

Cline CLI 3.0.45 cuts its resolved install tree by 55% by moving Claude Code and Codex runtimes out of the default path and tightening agent roles.

Xinference 3.0 turns database-backed authentication on by default and adds an air-gapped deployment path. Here is what operators must test before upgrading.

Grok 4.3 reaches Bedrock through Mantle, but runtime incompatibility, regional limits, retention, and retry behavior make enterprise portability conditional.

llama.cpp b10016 reports a 4.26× Intel Arc Pro B70 gain at 80K-token prefill. Here is what changed, where it applies, and what it does not prove.

Google says Ironwood tuning made Qwen3.5 up to 4.7x faster. The result proves software co-design—not that TPUs beat Nvidia GPUs in matched tests.

Turn the NSA router warning into an enterprise audit: disable Smart Install, migrate to SNMPv3, restrict management access, and replace unsupported gear.

M&A advisory explained - what advisors do across due diligence, valuation, negotiation and post-merger integration, and how AI is reshaping deals in 2026.

The best enterprise AI security platforms of 2026 - Check Point, Microsoft, Google Cloud, Palo Alto Networks and CrowdStrike - compared by approach and best fit.

xAI's Grok Build brings terminal coding agents, headless automation, plugins, MCP and enterprise controls into the race with Codex and Claude Code.

Sponsored guide to eight AI trading bot and free stock trading tools retail traders are using in 2026, including BulkQuant, Trade Ideas, and TradingView.

AI is not just replacing jobs. It is compressing the junior work that trained people into senior roles, reshaping labor markets worldwide.

Learn how stock and crypto trading bots work, why win rates mislead, and how to assess fees, backtests, API permissions and shutdown controls.

29 cybersecurity books across 8 categories: penetration testing, cyber warfare, social engineering, cryptography, and more.

Understand cloud-mining contracts, fees and provider risks. Use a worked cash-flow example to distinguish daily payouts from profit before committing money.

Discover how crypto platforms can overcome indexing issues, build trust signals, and scale multilingual SEO to drive consistent organic growth in competitive markets.