Notes archive

Notes

Throughout my work experience I always write notes — sometimes on paper, sometimes digitally. This space is where I am uploading those field notes as I recover them, so the historical context behind each experiment stays accessible.

Language

Topic

RQ-021 — EUDR and the European Agri-Compliance Stack

A research note on Europe's agri-compliance architecture (EUDR, CSDDD, CSRD, ESPR/DPP, CBAM, French devoir de vigilance, Égalim/HVE, EBSI) and what it means for traceability platforms aiming to be recognised, not just used.

From the 2017 French vigilance law to the 2026 EUDR application date, the EU has assembled the world's most demanding agri-compliance stack. The instruments compose; the data substrates are shared. The recognition path for any platform runs through national semantic authorities (Numagri), EBSI, Horizon Europe Cluster 6 and the EUDR-aligned voluntary standards.

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RQ-020 — Autoreason & AutoResearch

Self-refinement loops that know when to stop: how Karpathy's AutoResearch and SHL0MS's Autoreason split the work of automating research between objective and subjective domains.

AutoResearch optimizes against a metric; Autoreason runs blind adversarial tournaments for subjective outputs. Value peaks at mid-tier models.

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SNIP 36: How Starknet is Bringing Proof Verification In-Protocol — and What It Unlocks

A deep dive into Starknet's in-protocol proof verification proposal, the elegant proof/proof-facts separation, and how it enables ZKThreads, privacy patterns, and a new generation of trustless applications.

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RQ-002 — The Circuit Model

Formalizes circuits as storage-agnostic state machines with composable events, rules, and privacy guarantees for distributed coordination.

Domain-specific rules + zk-friendly payloads let any stakeholder replay and trust the same event log.

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RQ-003 — Traceability Tokens for Commodity Finance

Maps Brazilian soy supply chains to a token lifecycle anchored in GS1 EPCIS events, regulatory documents, and oracle committees.

Each token state change consumes NF-e/CT-e evidence plus EPCIS events so lenders see real-time collateral.

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RQ-004 — Fractional Farmland Access

Blueprint for combining Brazil’s PRA+CIR legal tools with digital distribution to open farmland exposure to smaller investors.

PRA-backed slices + FIAGRO/token rails create compliant, modular farmland deals without full title transfer.

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RQ-008 — DeFarm Identifier (DFID)

Specifies a canonical identifier namespace that bridges local farm IDs, global GS1/EPCIS standards, and regulatory demands.

DFID glues local LIDs to GS1/EPCIS + EU DPP, defining merge/split governance and resolver services.

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RQ-010 — Business-Centric Cybersecurity KPIs

Framework of executive and operational metrics that quantify risk reduction, resilience, and program health beyond volume counting.

Six board-ready metrics + eleven operational KPIs translate security spend into loss avoidance math.

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RQ-013 — x402: Payment Challenges for the Agentic Web

Analyzes how the x402 spec reclaims HTTP 402 to deliver stateless, per-request payments for browsers, bots, and autonomous agents.

Spec notes emphasize nonce/expiry, facilitator marketplaces, and richer proof formats for reusable receipts.

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RQ-014 — x402-K: Credential Challenges for Agents

Extends HTTP 401 into a declarative KYC/AML challenge so agents can satisfy compliance without persistent accounts.

Declarative KYC headers spell out predicates, methods, and grant TTLs, enabling stateless compliance retries.

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CBDC Pilots Interacting with Public Chains

Notebook entry on cbdc pilots interacting with public chains.

Tags: #cbdc #policy #interop

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RQ-015 — Staged Tokenization of Agricultural Assets

A lifecycle model for tokenizing real-world agricultural assets in five phases: origin, maturation, attestation, release, settlement.

Single-shot tokenization imports a financial-instrument template that breaks against biological assets. Staging issuance across a five-phase lifecycle aligns cash flow, oracle responsibility, and supply growth.

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Modular Rollup Interoperability Benchmarks

Notebook entry on modular rollup interoperability benchmarks.

Tags: #rollups #interoperability #modular

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Building Pools: 101

Best Practices for Building a Pool Where Users Can Deposit and Receive a Receipt Token

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Dissecting Staking Performance: Why Some Validators Earn More Than Others

why some staking solutions outperform the network average in terms of rewards

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Designing Blockchain-Agnostic Architectures: Principles, Strategies, and Practical Use Cases

Building a robust, flexible, and future-proof blockchain-agnostic architecture

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ERC-7683: Standardizing Cross-Chain Trade Execution for a Seamless DeFi Experience

Exploring ERC-7683, the new standard for cross-chain intents proposed by Uniswap Labs and Across, and its impact on decentralized finance

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Tokenomics: Buy & Burn

Exploring revenue share vs. buy and burn in Web3: why buy and burn offers better liquidity, deflationary benefits, and fewer regulatory risks while building community confidence.

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Spot Bitcoin ETF Flows and Market Structure

Notebook entry on spot bitcoin etf flows and market structure.

Tags: #etf #bitcoin #markets

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MiCA Implementation & EU Compliance Tooling

Notebook entry on mica implementation & eu compliance tooling.

Tags: #regulation #europe #stablecoins

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Uniswap: Pool Contracts

How Pool Contracts work

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Nonfungible Position Manager: Key Functions

How Uniswap NFT works

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The Mechanics of a Staking Protocol

An in-depth exploration of how staking protocols work, including their components, processes, and the services that support them.

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EigenLayer Restaking Narrative & Security Debates

Notebook entry on eigenlayer restaking narrative & security debates.

Tags: #ethereum #restaking #security

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2024 Halving Paired with Runes Launch

Notebook entry on 2024 halving paired with runes launch.

Tags: #bitcoin #halving #runes

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Ordinals & Bitcoin Inscription Ecosystem

Notebook entry on ordinals & bitcoin inscription ecosystem.

Tags: #bitcoin #ordinals #nft

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Base L2 Launch & Coinbase Onchain Bet

Notebook entry on base l2 launch & coinbase onchain bet.

Tags: #l2 #coinbase #rollups

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USDC Depeg During U.S. Banking Turmoil

Notebook entry on usdc depeg during u.s. banking turmoil.

Tags: #stablecoins #usdc #banking

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FTX Insolvency and Centralized Exchange Risk

Notebook entry on ftx insolvency and centralized exchange risk.

Tags: #exchanges #risk #ftx

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OFAC Sanctions Tornado Cash

Notebook entry on ofac sanctions tornado cash.

Tags: #privacy #compliance #ethereum

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Terra/UST Collapse Ripple Effects

Notebook entry on terra/ust collapse ripple effects.

Tags: #stablecoins #terra #risk

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Bitcoin Taproot Activation & Script Upgrades

Notebook entry on bitcoin taproot activation & script upgrades.

Tags: #bitcoin #taproot #schnorr

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China Mining Ban & Hash Rate Migration

Notebook entry on china mining ban & hash rate migration.

Tags: #bitcoin #mining #policy

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NFT Breakout: Beeple Sale & ERC-721 Mania

Notebook entry on nft breakout: beeple sale & erc-721 mania.

Tags: #nft #ethereum #creators

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Institutional Treasury Allocations Led by MicroStrategy

Notebook entry on institutional treasury allocations led by microstrategy.

Tags: #bitcoin #treasury #institutional

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Yield Farming Explosion: Compound & YFI

Notebook entry on yield farming explosion: compound & yfi.

Tags: #defi #yieldfarming #compound

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Black Thursday Liquidity Crunch

Notebook entry on black thursday liquidity crunch.

Tags: #markets #defi #risk

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Ethereum 2.0 Phase 0 Preparation

Notebook entry on ethereum 2.0 phase 0 preparation.

Tags: #ethereum #eth2 #staking

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Facebook Libra Announcement Reverberations

Notebook entry on facebook libra announcement reverberations.

Tags: #stablecoins #libra #regulation

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Lightning Network Growth & UX Challenges

Notebook entry on lightning network growth & ux challenges.

Tags: #bitcoin #lightning #payments

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Bitcoin Cash Hash War and Chain Split

Notebook entry on bitcoin cash hash war and chain split.

Tags: #bitcoin #hashrate #forks

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MakerDAO Single-Collateral DAI Sets DeFi Baselines

Notebook entry on makerdao single-collateral dai sets defi baselines.

Tags: #defi #makerdao #dai

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Crypto Market Crash & Regulatory Response Post-ICO Boom

Notebook entry on crypto market crash & regulatory response post-ico boom.

Tags: #markets #regulation #ico

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CME Bitcoin Futures Launch & Market Impact

Notebook entry on cme bitcoin futures launch & market impact.

Tags: #bitcoin #derivatives #markets

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ICO Boom Mechanics After Bancor & Tezos

Notebook entry on ico boom mechanics after bancor & tezos.

Tags: #ico #ethereum #fundraising

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SegWit Activation Push & Scaling Wars

Notebook entry on segwit activation push & scaling wars.

Tags: #bitcoin #scaling #segwit

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