Proof is in the operating boundary.

A media-intelligence pipeline for a PR agency. It monitors news and social sources, deduplicates material, runs AI sentiment and framing analysis with an audit trail, and produces recurring source-linked reports in the client’s language.

• RunsOn demand
• SourcesNews + social
• StoreDeduplicated
• AnalysisAnalyst in the loop
• Report cycles3 delivered

Before

Analysts manually searched sources and compiled material.

Built

On-demand runs over news and social sources, a deduplicated store that persists across runs, analyst-in-the-loop sentiment and framing analysis with an audit trail, and source-linked PDF reports.

Human boundary

Final report sign-off.

Status

In operation. Three report cycles delivered.

Two systems for a regional advertising group operating across eight markets: a cited HR and legal knowledge assistant that answers in the employee’s language, and a creative-archive distillation that turned about thirty years of work and more than a thousand pitch decks into searchable summaries with duplicate detection.

• Markets8
• Archive span~30 years
• Pitch decks1,000+
• Systems piloted2
• Runs onClient tenant

Before

Knowledge was scattered across decks and inboxes. Every new pitch started from zero.

Built

A cited knowledge assistant with refusal and citation safeguards, and an archive-distillation pipeline — delivered with an implementation plan, a content-readiness audit, and a cost model. The pilot ran on the client’s own cloud tenant, with a chat adapter for their collaboration suite.

Human boundary

Answers cite their sources or refuse. Nothing is written back to company systems.

Status

Pilot delivered.

A multi-role AI content operation for an e-commerce brand the founder co-owns. One topic moves through research, writing, translation in two languages, design, review, and publishing.

• Specialist roles8
• Briefs → articles6 → 6
• LanguagesMK / EN / SQ
• PublishingDraft-only
• SafeguardProvenance check

Before

Content production depended on manually coordinating many separate steps.

Built

Eight specialist roles — topic scout, researcher, writer, translator, campaign copy, review responder, analytics, and video — with a provenance check that blocks fabricated facts. Publishing is draft-only by design.

Human boundary

Final editorial, brand, and publishing decisions.

Status

In operation.

An MIT-licensed endurance-coaching plugin with six routed skills, evidence provenance, explicit permissions, approval gates, a full test suite, and the control loop: sense → reason → gate → propose → approve → verify.

• LicenceMIT
• Routed skills6
• Test files19
• Permission gatesDeterministic
• Plan activationApproval only

Before

AI coaching concepts often blur recommendations, permissions, and performed actions.

Built

Six skills behind deterministic permission gates. A training plan stays a proposal until the athlete approves it; nothing is silently activated.

Human boundary

Plan activation, sensitive persistence, collaboration, and external actions require explicit human approval.

Status

Public. MIT licence, live reference demo.

A desktop dictation product with global shortcuts, Macedonian and English support, direct insertion, and an editable review flow.

• LanguagesMK / EN
• TriggerGlobal shortcut
• OutputDirect insertion
• ControlEditable review

Before

General speech-to-text tools did not fit the desired local-language desktop workflow.

Built

A desktop app that listens on a global shortcut, transcribes Macedonian or English, and either inserts the text directly or opens it for review.

Human boundary

Activation, review mode, and final text insertion.

Status

Product experiment.

A fully custom e-commerce platform with customer accounts, multilingual content, loyalty, referrals, editorial content, and administration, built and operated by the founder.

• Languages3
• Operator tools46
• Namespaces11
• StatusLive

Before

The business required operational depth beyond a simple theme or generic storefront.

Built

A custom commerce platform in three languages with loyalty, affiliates, an editorial magazine, and an ingredient library — plus a 46-tool MCP server across 11 namespaces, so an AI operator can run the CMS under the owner’s approval.

Human boundary

Product, pricing, editorial, customer-service, and business decisions.

Status

Live at nomiandyou.com.