SYLKTECH

/ The Sylk Tech blog

Field notes on AI, automation & crypto.

Practical, operator-level writing from the people who build and run these systems — AI agents, multi-model intelligence, and crypto, with no hype and no jargon walls. New articles weekly.

Latest31 August 2026 · 4 min read

One Question, Three Models: Why We Don't Bet Your Business on a Single AI

Why Sylk Tech runs multiple AI models in a pool instead of picking one. Practical, outcome-led look at pooled intelligence for real business decisions.

Read article
AI agentsautomation

Agents vs Automation: The One Question That Tells You Which You Need

Not every task needs an AI agent. Learn the decision test that separates simple automation from true autonomous agents — with real business use cases and costs.

24 August 20265 min
cryptosecurity

The Wallet Hygiene Checklist: How Operators Keep Custody Boring (On Purpose)

A practical, education-only guide to crypto custody, key management, OTC liquidity and spotting flash-USDT scams — written for operators who move real money across borders.

17 August 20265 min
pooled AImulti-model

One Model Is a Single Point of Failure: The Case for Pooled AI

Betting your business on one AI model is like sourcing from a single supplier. Here's how pooled, multi-model systems cut risk, cost and blind spots.

10 August 20264 min
AI agentsautomation

The Agent That Reads Every Tender So You Don't Have To

Autonomous AI agents can watch tender portals, triage inboxes and run content pipelines while you sleep. Here's how to spot the process actually worth handing over.

3 August 20265 min
cryptosecurity

Key Management for Operators: The Custody Mistakes That Actually Lose Money

A practical, education-only guide to crypto custody and key management for business operators — signing schemes, backups, insider risk and the errors that end deals.

27 July 20265 min
ERPsmall business

The £40k Software Stack You Don't Need: Small-Business ERP, Done Right

Most small firms overpay for bloated ERP they barely use. Here's how a lean, AI-assisted system actually runs a business — and what to build first.

20 July 20264 min
AI agentsautomation

The Handoff Problem: Where AI Agents Break — and How to Build Ones That Don't

Most AI agents fail at the handoff, not the task. Here's how to design agents that know when to act, when to stop, and when to escalate to a human.

13 July 20265 min
cryptosecurity

Settlement Day: How Operators Actually Close a Cross-Border Crypto Deal Without Losing Their Shirt

A practical operator's walkthrough of settling a real cross-border payment in crypto — counterparty checks, escrow, test transfers and the mistakes that cost people money.

6 July 20265 min
workflow automationforms

The Hidden Cost of 'Just Email It to Me': Why Your Forms Are Bleeding Money

Manual forms and email-based intake quietly cost UK businesses thousands a year. Here's how automated forms and workflow systems plug the leak — with real numbers.

29 June 20264 min
AI agentsautomation

The 3am Test: Which Business Tasks Should an AI Agent Actually Own?

Not every task should be handed to an AI agent. Here's a practical framework for deciding what to automate — and real agent use cases that earn their keep.

22 June 20264 min
cryptosecurity

OTC, On-Ramps and Honeypots: The Operator's Guide to Moving Crypto Without Getting Burned

A practical, jargon-free walkthrough of OTC liquidity, fiat on/off-ramps and the scams that target operators moving real value across borders. Education only.

15 June 20265 min
pricing enginesautomation

The Quote That Builds Itself: How Automated Pricing Engines End the £200 Spreadsheet Habit

How automated pricing engines turn slow, inconsistent quoting into instant, accurate quotes — and what it actually takes to build one that your team trusts.

8 June 20265 min
AI agentsautomation

Beyond Chatbots: Spotting the AI Agent Opportunities Hidden in Your Workflows

Learn what actually makes an AI agent valuable, how to identify processes ripe for automation, and why most businesses overlook their biggest efficiency wins.

1 June 20265 min
cryptosecurity

Crypto Security for Operators: Keys, Custody and the 'Flash USDT' Scam

Most crypto losses aren't market moves — they're security failures. A practical, no-hype guide to custody, key management and spotting fake or 'flash' tokens before you get caught.

26 May 20263 min
multi-modelAI strategy

Multi-Model AI: Why Betting Your Business on One Model Is a Mistake

Claude, GPT and Gemini each win at different tasks. Locking into one is a bet you'll lose as the landscape shifts. Here's how a model-agnostic, pooled-intelligence approach works.

19 May 20262 min
AI agentsautomation

What an AI Agent Actually Is — and the Five We Run Every Day

AI agents aren't chatbots. They're autonomous systems that do real work. Here's a plain-English definition and the five agents Sylk Tech runs in its own operations.

12 May 20262 min

Get a free assessment

Let's build something that pays for itself.

Tell us the problem. We'll tell you straight whether AI is the answer, what it costs, and how fast we can ship it. No discovery sprints, no budget committees.