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David Soldani

Publications and source records attributed to David Soldani.

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Claude Code Complete User Handbook

Claude Code is an agentic work environment: a language model operating in a loop with filesystem access, shell execution, browser control, scheduled and cloud execution, external tool connections through the Model Context Protocol, and multi-agent orchestration. Its capability envelope now exceeds what one practitioner can supervise by attention alone, and its failure modes are systemic rather than local: an unreviewed hook, an over-scoped connector, a stale completion condition, an autonomous routine inheriting every credential on an account. This book is a task-oriented reference for operating that system safely and productively, written for practitioners accountable for the result. It advances four propositions. First, capability without a defined and observable completion condition is not productivity. Second, instruction, permission enforcement, sandboxing and operating-system isolation are four distinct layers of a control stack, only two of which are enforced, and conflating them is the most common cause of loss of control. Third, third-party skills, plugins, marketplaces, channels and MCP servers are software supply-chain dependencies and must be governed as such. Fourth, the correct unit of trust in agentic work is observed evidence, not an agent's closing statement. Thirty-four chapters run from installation to a fully verified capstone, with a governance part on managed policy, data residency and retention, observability and accessibility. Every product claim carries a citation to a primary source; an evidence ledger records where a claim in circulation was found wrong, what a later re-verification changed, and what remains unverified. Controls are mapped to seventeen external frameworks in a crosswalk, and an organisational adoption maturity model is proposed. Claims not confirmable from primary sources are labelled UNVERIFIED rather than softened.

cs.NI

6G: From Connectivity Infrastructure to Guaranteed Digital Services

Sixth-generation mobile networks are approaching a structural inflection point. Five generations of vendor-led architecture have left operators dependent on platforms they cannot fully modify and artificial-intelligence inference layers they cannot audit. This article argues that 6G should reverse that trajectory by reordering five priorities: control first; customer outcomes before peak rates; business guarantees before megabytes; software-driven operations with governed agentic artificial intelligence; and technology in service of those priorities. Four contributions operationalize the thesis. The Control Compact is an own-federate-consume taxonomy that allocates architectural sovereignty by strategic value. The Guarantee Economy is a six-tier outcome-priced model aligned with IMT-2030 usage scenarios and converts operator control into enforceable service-level objectives. An operator-grade Network MCP Platform shows how autonomous agents could enter the service-based architecture through a governed tool plane with auditable hooks for identity, charging, lawful intercept, enforcement, and digital-twin validation. A standardization section states Rakuten Mobile's public position on AI-agent scope, radio access, migration, non-terrestrial networks, physical layer, core, and spectrum. The framework distinguishes operational evidence from national-scale cloud-native Open RAN and core network deployments, standards-grounded extrapolation, and forward-looking architecture and commercial proposals. A three-phase roadmap separates standards milestones from operator deployment targets and identifies validation gates and stakeholder implications.

cs.NI

Operator-Controlled 6G: From Connectivity Infrastructure to Guaranteed Digital Services

Sixth-generation mobile networks (6G) are approaching a structural inflection point. Five generations of vendor-led architectures have left operators procuring and operating networks they do not own, on platforms they cannot modify, with AI layers they cannot audit. This paper argues that 6G must reverse this trajectory by reordering operator priorities: Control First, Customer First, Business First, Operations First, and Technology Last. Technology should serve operator control, customer outcomes, monetizable guarantees, and software-driven operations, not dictate them. Two contributions operationalize this thesis. The "6G Control Compact" defines a three-layer ownership taxonomy--own, federate, and consume--that allocates architectural sovereignty according to strategic value. The "Guarantee Economy" defines a five-tier, outcome-priced commercial model that converts operator control into enforceable service-level objectives. The framework is grounded in operational evidence from Rakuten Mobile, the world's first national-scale, fully cloud-native, fully Open RAN deployment, which reached full-year EBITDA profitability in FY2025. It is aligned with the ITU-R IMT-2030 framework, 3GPP 6G use cases and service requirements, NGMN recommendations, ETSI standards, O-RAN Alliance and AI-RAN Alliance specifications, IOWN Global Forum sustainability metrics, Linux Foundation initiatives, and leading industry and academic programs. A three-phase roadmap covering 2025-2027, 2027-2029, and 2029-2032 and beyond, together with seven stakeholder-specific calls to action, translates the architecture into industry commitments. The central claim is that Rakuten Mobile's deployment demonstrates the feasibility of operator-controlled 6G. Decisions made during 2026-2028 will determine whether 6G becomes a platform for guaranteed digital services or another vendor-dependent infrastructure cycle.

cs.NI