Armani Journal
Armani Journal
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Technical notes from the Arman Afzar team on AI, agents and blockchain.
Latest articleAI Copilots & Agents
AI copilots fail without a knowledge spine
Most enterprise copilots don’t fail because of the model — they fail because knowledge lives in ten different places. What a knowledge spine is, and how to build one.
· 2 min read
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When several parties record the same transaction, mismatched records are inevitable. What a shared on-chain ledger changes.
Read: On-chain audit trails: reconciliation without the manual huntIf you don’t know how long a process takes today, you’ll never be able to say how much automation helped.
Read: Automation without a baseline: why AI projects can’t show resultsWhy organisations run language models on-premise, and what a good pilot looks like.
Read: An LLM on your own servers: where to startWhen payment depends on a milestone, a smart contract can reduce disputes about “when and how much”.
Read: Milestone payments with smart contracts in multi-party dealsFour stages that take a support copilot from demo to an everyday team tool.
Read: A support copilot pilot: a realistic planHow intelligent agents complete multi-step work with tools and workflows.
Read: AI agents in daily operations: beyond the chatbotA customer club only works if points get spent. What tokenizing points adds — and what it risks.
Read: Tokenized loyalty points: from forgotten points to a usable assetWhat tokenization is, its building blocks, and what to assess before you start.
Read: Real-world asset (RWA) tokenization, simply explainedIdentity checks, transaction monitoring and screening aren’t blockers when they’re designed in from the start — they’re an advantage.
Read: Tokenization with compliance from day oneSmart contracts are hard to change once deployed, so security starts at design time.
Read: Smart contract security: a few fundamentalsA model that excels in English isn’t necessarily good in Persian or your organisation’s vocabulary. A simple evaluation framework.
Read: Evaluating language models for Persian: what to measure before fine-tuning
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AI Copilots & Agents · Tokenization & Smart Contracts
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