The AI Lab

Insights

Long-form essays, analysis, and founder commentary on AI content provenance, verified human identity, and the institutional infrastructure of the post-AI internet.

Institutional Substack

The AI Lab on Substack

Editorial notes on TIP, the AI Trust Council, standards comparisons, regulatory crosswalks. Roughly weekly.

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Founder Substack

Dinesh Mendhe on Substack

First-person founder essays. Industry observations, predictions outside the Council voice. Roughly twice a month.

Subscribe at dineshmendhe.substack.com

Featured

Joshua Baron: Trust Cannot Be Engineered Behind Closed Doors

Council Commentary

Council Founding Member Joshua Baron on Why Trust Cannot Be Engineered Behind Closed Doors

AI Trust Council Independent Founding Member Joshua D. Baron published an essay on LinkedIn arguing that the trust layer of the internet cannot be engineered by any single company behind a closed door. The argument is the operating principle of the Trust Identity Protocol and the AI Trust Council Charter.

Joshua D. BaronJune 16, 20264 min read

The TIP Protocol Whitepaper Version 1.0 is Published · 140 Pages, Eleven Parts, Twelve Appendices, Licensed CC BY 4.0

The Trust Identity Protocol Whitepaper Version 1.0 is the canonical public specification of the open standard that lets any real person prove they are human, and any piece of content declare how it was made. The whitepaper documents the three-layer architecture (TIP-ID, TIP-CONTENT, TIP-TRUST), the post-quantum cryptographic foundation (ML-DSA-65, ML-KEM-768, SLH-DSA), the federated DAG, the AI Trust Council governance posture under Article 95(3) of the EU AI Act, the regulatory alignment across the United States, United Kingdom, European Union, New Zealand, and India, the TIPCL-1.0 licensing schedule with conversion to Apache 2.0 in 2031, the universal seventeen-type content taxonomy, the verified endpoint inventory matching the canonical specification v5.0, the Trust Score tier system (HIGHLY_TRUSTED, TRUSTED, REVIEW_ADVISED, LOW_TRUST, NOT_TRUSTED), and the public reception of the protocol to date.

Dinesh MendheJun 16, 20266 min

EU AI Act Compliance: The TIP Protocol Playbook for AI Providers

Compliance Playbook

EU AI Act Compliance Made Operational: How TIP Protocol and the AI Trust Council Turn Article 50 Into Working Software

Comprehensive operational playbook for EU AI Act compliance built on the Trust Identity Protocol (TIP). Maps Article 50 paragraphs 50(1) through 50(5) directly to the four TIP Origin Codes (OH, AA, AG, MX). Explains why detection-based compliance fails and declaration-based compliance scales. Documents the AI Trust Council as the codes-of-practice body Article 50(6) and 50(7) explicitly anticipate. Includes the 30-day compliance sprint, the cost of non-compliance (up to fifteen million euros or three percent of global turnover under Article 99), the free-tier eligibility for journalism, nonprofits, governments, education, and small businesses under one hundred thousand dollars revenue, and a cross-jurisdictional crosswalk covering the US NIST AI RMF, UK AI Safety Institute, India DPDP Act, Australia AI Ethics Principles, and Brazil PL 2338. The complete AI-powered compliance reference for any organization operating AI systems that touch European users.

Dinesh MendheJun 12, 202624 min

Launch Announcement

Announcing the Trust Identity Protocol (TIP): HTTPS for the AI Era

The formal public launch announcement of the Trust Identity Protocol (TIP). Explains the three layers (TIP-ID, TIP-CONTENT, TIP-TRUST), the four Origin Codes (OH, AA, AG, MX), the post-quantum cryptographic foundation (FIPS 203, 204, 205), how TIP compares to C2PA and JPEG Trust, the independent AI Trust Council governance, the TIPCL-1.0 licensing schedule with conversion to Apache 2.0 in 2031, current production traction (two million registrations, eleven institutional partners, four government engagements), and the operational integration paths for creators, publishers, developers, and Verification Providers.

Dinesh MendheMay 26, 202618 min

The Authenticity Decade · How Content Provenance Becomes Infrastructure

Founder Essay

The Authenticity Decade: How Content Provenance Becomes the Internet's Next Layer of Public Infrastructure

An essay on why the period 2026–2036 will become known as the Authenticity Decade, the structural parallel between HTTPS adoption and verified-origin adoption, the three-body institutional problem of internet trust, and five concrete predictions for how content provenance becomes routine internet infrastructure.

Dinesh MendheMay 10, 202611 min

TIP vs C2PA · Why Identity Beats Watermarking

Founder Essay

TIP vs C2PA: Why the Next Layer of Content Provenance Has to Be Built on Identity, Not on Watermarks

An honest, side-by-side reading of the Coalition for Content Provenance and Authenticity (C2PA) standard and the Trust Identity Protocol (TIP). The essay steelmans C2PA's three substantial wins, then names the three gaps that motivated TIP: identity, federation, and post-quantum cryptography. Closes with where the two standards should converge, and how publishers, regulators, and platforms should think about both.

Dinesh MendheMay 17, 202614 min

RSS and JSON Feed Live · Why We Publish on the Open Web's Original Standard

Founder Essay

RSS and JSON Feed Live on theailab.org · Why We Publish on the Open Web's Original Open Distribution Standard

An announcement and short essay on why The AI Lab publishes its editorial content via RSS and JSON Feed. Connects the decision to the Trust Identity Protocol's open-standards thesis, explains how to subscribe in any major reader, identifies the practical operational paths for journalists, regulators, and researchers, and previews the TIP-signed RSS items planned for the period after the Genesis Date.

Dinesh MendheJun 4, 20264 min

Founder Essay

The Founder's Notebook: Why I'm Building the AI Trust Council, and What I'm Afraid Of

A founder essay in nine sections. The catalyzing morning. The technical gap C2PA was never going to fix. The institutional gap consortia cannot fill. The choice of Delaware. The reasoning behind the AI Trust Council. Five things I got wrong in 2024. Three things I am afraid of now. Five predictions you can hold me to. A direct address to journalists, regulators, high-tech CEOs, and individuals who want to be part of the work.

Dinesh MendheMay 17, 202617 min