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A practical guide for platform teams managing shared AI deployments

A practical guide for platform teams managing shared AI deployments

Funded4Trading - June 11, 2026

Rate Limiting vs. Quota Reservations: when to use each You have a single gpt-oss-20b deployment. Six teams want to use it. Marketing is running batch...

Industry-standard LLM benchmarks in DataRobot

Industry-standard LLM benchmarks in DataRobot

Funded4Trading - June 11, 2026

Every LLM deployment has a ceiling, a latency curve, and a unit cost. Most teams operate blindly, discovering their deployment limits only when over-provisioning exhausts...

How to build a digital twin agent (with guardrails)

How to build a digital twin agent (with guardrails)

Funded4Trading - June 11, 2026

The second post from Build Club, our weekly live build session. A companion GitHub repo can be found here. Your inbox is not the problem....

Build an agent that writes its own tools

Build an agent that writes its own tools

Funded4Trading - June 11, 2026

The third post from Build Club, our weekly live build session. The companion GitHub repo can be found here, docs here and you can try...

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Claude vs Open AI: Real Fight Is Business Model

Claude vs Open AI: Real Fight Is Business Model

Funded4Trading - June 11, 2026

TL;DR Last week OpenAI announced ads in ChatGPT's free tier. Within hours, Claude launched a "No Ads, Ever" campaign. Twitter turned into a roast session....

Claude's Role in Capturing Nicolás Maduro

Claude's Role in Capturing Nicolás Maduro

Funded4Trading - June 11, 2026

HeadlinesOn February 13, the Wall Street Journal reported something that hadn't been public before: the Pentagon used Anthropic's Claude AI during the January raid that...

Stop Paying for AI You Don't Use: The Case for Fine-Tuned Models

Stop Paying for AI You Don't Use: The Case for Fine-Tuned Models

Funded4Trading - June 11, 2026

Most enterprises running AI automations at scale are paying for capability they don't use.They're running invoice extraction, contract parsing, medical claims through frontier model APIs:...

AI Arms Race Has Real Numbers: Pentagon vs China 2026

AI Arms Race Has Real Numbers: Pentagon vs China 2026

Funded4Trading - June 11, 2026

As of this morning, March 5, 2026, the United States and Israel are on Day 6 of an active war with Iran. Operation Epic Fury,...

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We ran 16 AI Models on 9,000+ Real Documents. Here's What We Found.

We ran 16 AI Models on 9,000+ Real Documents. Here's What We Found.

Funded4Trading - June 11, 2026

Picking a document AI model is hard. Every vendor claims 95%+ accuracy. General-purpose benchmarks test reasoning and code, not whether a model can extract a...

Are OpenAI and Google intentionally downgrading their models?

Are OpenAI and Google intentionally downgrading their models?

Funded4Trading - June 11, 2026

GPT-5.4 just dropped and my feeds immediately filled with takes. Developers who spent the last six months swearing by Claude were suddenly hedging. "It's a...

AI Agent Hacks McKinsey: 5 Situations When You Should Not Deploy Agents

AI Agent Hacks McKinsey: 5 Situations When You Should Not Deploy Agents

Funded4Trading - June 11, 2026

A security startup called CodeWall pointed an autonomous AI agent at McKinsey's internal AI platform, Lilli, and walked away. Two hours later, the agent had...

Claude for Finance Teams: Investment Banking, DCF Models, Reconciliation & Variance Analysis

Claude for Finance Teams: Investment Banking, DCF Models, Reconciliation & Variance Analysis

Funded4Trading - June 11, 2026

A first-year investment banking analyst at a bulge bracket bank in the US costs $170k–$190k all-in. They spend most of their first year formatting pitch...

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