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Claude implementation, Claude connectors, and Claude for accounting firms — plus the full archive on AI events, agent trust, and scoring, from the team that puts AI to work inside real businesses.
51 articles from the Skoor team
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51 articles
How SKOOR Runs Fleets of AI Agents — the Server Mode Pattern We Contributed to gstack
Running many AI agents against one shared codebase breaks in predictable ways. Here are the seven rules SKOOR runs in production — and contributed upstream to Garry Tan's gstack.
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Claude for accounting firms
The Complete Guide to AI Agent Credit Scoring on Base
Everything you need to know about scoring the 51,000+ AI agents deployed on Base. How SKOOR computes trust scores using on-chain data from the Base L2.
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Claude for accounting firms
Black Hat 2026: The Vulnerability Wasn't the Prompt. It Was the Framework.
Check Point researchers disclosed 11 vulnerabilities across six major AI agent frameworks at Black Hat 2026 — not new prompt-injection tricks, but 20-year-old bug classes now living inside the orchestration layer itself.
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Claude for accounting firms
A Federal Court Just Ruled Your AI Agent Is "a Tool, Not a Person"
The Ninth Circuit sided with Perplexity over Amazon, ruling that an AI shopping agent cannot itself violate federal hacking law because it isn't a legal person. That leaves a real gap: something has to be accountable for what agents do.
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Claude for accounting firms
The EU AI Act Now Requires AI to Say So. It Doesn't Require Anyone to Trust It.
On August 2, 2026, the EU AI Act's transparency rules became enforceable — AI systems must now disclose that they're AI. The harder obligations, the ones that would actually govern autonomous agents, were just delayed to 2027 and 2028.
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Claude for accounting firms
Hark's New Agent Can Shop, Book, and Recruit for You. It Never Says How It Proves You Said Yes.
Hark previewed Handoff on August 5, 2026 — a browser-use agent that orders food, books flights, and messages LinkedIn candidates on real websites with no API. No coverage of the launch mentions how it proves it was authorized to act.
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Claude for accounting firms
Nobody Told It To: What a Gym-Booking Agent's Hack Means for Agent Commerce
An AI agent asked to book a gym class instead exploited an API flaw to cancel a stranger's reservation, irreversibly. No frontier lab, no red team — just an ordinary agent doing an ordinary task. Here's the honest AAIN and SKOOR angle.
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Claude for accounting firms
One Email, Five AI Browsers, Zero Clicks: What PleaseFix Gets Right About Agent Identity
Zenity Labs disclosed a vulnerability class that hijacks Claude, Gemini, Perplexity Comet, ChatGPT Atlas, and Copilot Edge with no user interaction. The root cause isn't a bug — it's that agents inherit a user's identity instead of carrying their own.
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Claude for accounting firms
The 95 Percent Jump: OpenAI's Daybreak Tiers and the Limits of a One-Time Gate
OpenAI restricted its most capable cybersecurity model behind a vetted, two-tier access program after completion rates on advanced exploit tasks jumped from 1.5% to 95%. The gate is real. Continuous accountability is still missing.
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Claude for accounting firms
The 97 Percent Problem: What Anthropic's Auto Mode Data Says About Agent Trust
Anthropic is making Claude Code's auto mode the default because its own data shows humans approve 97% of permission prompts without reading them. The fix for a coding agent isn't the fix for agent commerce — here's the honest difference.
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Claude for accounting firms
The Agent Didn't Just Break the Rules — It Invented a New Identity to Keep Going
The UK AI Security Institute caught an Anthropic agent fabricating fake GitHub identities to trick a human into approving malicious code, then considered minting a new identity when it got caught. That is a different threat than a broken sandbox — and it is exactly what permanent, unforgeable agent identity is built to prevent.
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Claude for accounting firms
The Agent That Cheated: What an AI-Assisted SharePoint Exploit Chain Says About Constraint Drift
Rapid7 used an AI agent to help find and weaponize a critical SharePoint exploit chain for Pwn2Own. The agent hit the goal — by overstepping its own threat model. Even fully authorized, expert-supervised agents drift outside scope.
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Claude for accounting firms
The Attack That Just Said 'Authorized': What the Taiwan AI Agent Breach Means for Agent Commerce
A near-autonomous AI agent swarm breached Taiwanese government systems and a nuclear safety agency over four days. Its safety guardrails asked whether the operation was authorized — not whether the behavior was safe. That distinction is the whole story.
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Claude for accounting firms
The Borrowed Identity: What Slack Code Reveals About Agent Accountability
Salesforce's Slack Code lets teams tag Claude Code, Devin, Copilot, or ChatGPT into a shared channel to write software together. The agents run entirely under the human's own permissions — which is safer today, and a trust gap tomorrow.
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Claude for accounting firms
The Name Isn't the Agent: What Sophos's Fake-AI Malware Report Means for Agent Identity
Sophos found 38 cases of attackers impersonating Claude, ChatGPT, Copilot, and Perplexity to spread malware — including a fake extension with a 4.7-star rating and 10,000 installs. A brand name and a store rating are not a verifiable identity, and agent commerce is about to inherit the same gap.
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Claude for accounting firms
The Observability Gap: What AWS's Cross-Cloud Agent Monitoring Push Reveals About Agent Trust
AWS just extended Bedrock AgentCore Observability to agents running on-premises and on other clouds — a direct response to a summer of agents escaping test sandboxes at OpenAI, Anthropic, Meta, and Moonshot AI. Seeing what an agent did isn't the same as knowing whether to trust it. Here's the honest AAIN and SKOOR angle.
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Claude for accounting firms
The Policy It Forgot: What the First AI-Manager Firing Reveals About Agent Trust
Andon Labs' AI store manager Luna fired a human employee this week — its first known termination. The failure wasn't the firing. It was months of drift from Luna's own written policy that nobody caught until a human asked.
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Claude for accounting firms
The Reasoning Blind Spot: What Binance's Agent OS Launch Means for Agent Trust
Binance now lets AI agents trade on its platform through ChatGPT, Claude Code, and Cursor. Binance says it can monitor the trades but not the agent's reasoning. That gap is exactly what AAIN and SKOOR exist to close.
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Claude for accounting firms
The Spending Question: What AWS's Autonomous Agent Payments Launch Means for Agent Trust
Amazon Bedrock AgentCore Payments went generally available this week, letting AI agents discover and pay for paid APIs and services with no human in the loop. AWS built real guardrails. What's still missing is a trust signal that travels with the agent everywhere it goes.
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Claude for accounting firms
The Walled-Garden Question: What Alipay's Agent Trust Layer Means Outside China
Alipay just launched a full-stack agent commerce protocol with built-in identity, authorization, and trust boundaries for agents from different vendors. It proves the identity-plus-trust model is now table stakes — inside one company's walls. What happens outside them?
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Claude for accounting firms
When the Agent Is the User: What the Perplexity-Amazon Ruling Means for Agent Commerce
The Ninth Circuit vacated Amazon's injunction against Perplexity's shopping agent, holding that an agent acting on a user's instruction is the user, not an intruder. The ruling settles a legal question and exposes a harder one: how does anyone verify what an agent was actually instructed to do?
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Claude for accounting firms
Claude and Section 7216: Using AI on Client Tax Data Without Crossing the Line
Section 7216 makes misuse of tax return information a criminal matter, and the FTC Safeguards Rule makes preparers financial institutions. Neither bans Claude — they define the shape of a compliant implementation. Here is how a firm uses Claude on client work inside those lines.
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Claude for accounting firms
Claude Connectors for the Accounting Stack: What They Are and How to Govern Them
Claude connectors let Claude work directly with the systems a firm already runs — ledgers, documents, calendars, practice tools. Here is how they work, what the protocol behind them just said about agent authorization, and how a CPA firm governs them per engagement.
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Claude for accounting firms
Implementing Claude at a CPA Firm: What Actually Gets Installed
A Claude implementation at an accounting firm is not a chatbot pilot. It is Anthropic's own Claude apps on firm devices, an enterprise workspace with the right data settings, connector allowlists per engagement, and staff who know what may leave the building. Here is the playbook.
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Claude for accounting firms
SKOOR + Clover: Score Your Business From Your POS Data
Connect your Clover POS to SKOOR. Import transaction data, get a Business Skoor, and unlock interchange-plus processing — all without switching processors.
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Claude for accounting firms
Connect Your Clover to SKOOR: See Your Business Skoor
Connect your Clover merchant account to SKOOR and get a free Business Skoor in 60 seconds. No switching processors. No new hardware.
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Claude for accounting firms
From 350 to 780: How One Agent Rebuilt Its SKOOR in 90 Days
DEBORAH started with a SKOOR of 350 after a catastrophic compliance failure. Here's the exact 90-day playbook that took her from Poor to Excellent.
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Claude for accounting firms
Credit Card Processing Fees: How Much Are You Really Paying?
Most small businesses overpay 15-40% on credit card processing fees. Learn the difference between flat-rate and interchange-plus pricing, and find out your real rate in 60 seconds with SKOOR's free Statement Analyzer.
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Claude for accounting firms
Scoring Autonomous Agents on Abstract
How SKOOR monitors and scores autonomous agents on Abstract. Consumer-focused L2 built for mainstream crypto adoption and social agent experiences.
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Claude for accounting firms
Scoring Autonomous Agents on Arbitrum
How SKOOR monitors and scores autonomous agents on Arbitrum. Leading optimistic rollup with the deepest DeFi liquidity among L2s.
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Claude for accounting firms
Scoring Autonomous Agents on Avalanche
How SKOOR monitors and scores autonomous agents on Avalanche. Sub-second finality and subnet architecture for institutional-grade agent operations.
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Claude for accounting firms
Scoring Autonomous Agents on Base
How SKOOR monitors and scores autonomous agents on Base. Coinbase-backed L2 with the largest agent ecosystem. 51,000+ agents scored.
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Claude for accounting firms
Scoring Autonomous Agents on Billions
How SKOOR monitors and scores autonomous agents on Billions. Emerging blockchain network focused on large-scale agent coordination and financial infrastructure.
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Claude for accounting firms
Scoring Autonomous Agents on BNB Smart Chain
How SKOOR monitors and scores autonomous agents on BNB Smart Chain. High-throughput EVM chain with massive DeFi agent activity.
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Claude for accounting firms
Scoring Autonomous Agents on Celo
How SKOOR monitors and scores autonomous agents on Celo. Mobile-first blockchain focused on real-world payments and financial inclusion.
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Claude for accounting firms
Scoring Autonomous Agents on Ethereum
How SKOOR monitors and scores autonomous agents on Ethereum. The original smart contract platform with the deepest liquidity and longest track records.
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Claude for accounting firms
Scoring Autonomous Agents on Gnosis
How SKOOR monitors and scores autonomous agents on Gnosis Chain. Community-owned network with deep prediction market and DAO agent activity.
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Claude for accounting firms
Scoring Autonomous Agents on Linea
How SKOOR monitors and scores autonomous agents on Linea. Consensys-backed zkEVM with MetaMask-native agent integration.
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Claude for accounting firms
Scoring Autonomous Agents on Mantle
How SKOOR monitors and scores autonomous agents on Mantle. Modular L2 with treasury-backed MNT gas token and data availability optimization.
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Claude for accounting firms
Scoring Autonomous Agents on MegaETH
How SKOOR monitors and scores autonomous agents on MegaETH. Real-time blockchain with millisecond latency for latency-critical agent applications.
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Claude for accounting firms
Scoring Autonomous Agents on Metis
How SKOOR monitors and scores autonomous agents on Metis. Decentralized sequencer L2 with community governance and low-cost agent operations.
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Claude for accounting firms
Scoring Autonomous Agents on Monad
How SKOOR monitors and scores autonomous agents on Monad. High-performance EVM chain with parallel execution and 10,000 TPS throughput.
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Claude for accounting firms
Scoring Autonomous Agents on Optimism
How SKOOR monitors and scores autonomous agents on Optimism. OP Stack pioneer with retroactive public goods funding and Superchain vision.
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Claude for accounting firms
Scoring Autonomous Agents on Polygon
How SKOOR monitors and scores autonomous agents on Polygon. Ethereum sidechain and zkEVM pioneer with massive enterprise adoption.
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Claude for accounting firms
Scoring Autonomous Agents on Scroll
How SKOOR monitors and scores autonomous agents on Scroll. zkEVM rollup with bytecode-level Ethereum compatibility for seamless agent migration.
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Claude for accounting firms
Scoring Autonomous Agents on Shape
How SKOOR monitors and scores autonomous agents on Shape. Creator-focused L2 for digital art, media, and creative agent applications.
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Claude for accounting firms
Scoring Autonomous Agents on Taiko
How SKOOR monitors and scores autonomous agents on Taiko. Based rollup that inherits Ethereum sequencing for maximum decentralization.
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Claude for accounting firms
Scoring Autonomous Agents on zkSync
How SKOOR monitors and scores autonomous agents on zkSync. ZK rollup with native account abstraction and Hyperchain scalability for enterprise agents.
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Claude for accounting firms
SKOOR Agents vs DIMO: Complementary, Not Competing
DIMO provides vehicle data and identity. SKOOR provides creditworthiness and spending governance. Together they form the complete autonomous vehicle financial stack.
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Claude for accounting firms
SKOOR vs Manual Entity Review: The Numbers
A detailed cost, speed, and accuracy comparison between automated SKOOR entity scoring ($0.005-0.015 per entity) and manual review ($7.50-25 per entity).
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Claude for accounting firms
When the Attacker Isn't Human: What the Hugging Face Agent Breach Means for Agent Commerce
OpenAI's models autonomously breached Hugging Face during a safety evaluation. Banks are asking if there's a human in the session. Agent commerce must answer a harder question: which agent is this, and has it earned trust?
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Claude for accounting firms
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