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The machines are getting smarter and less truthful at the same time — and the people building them are starting to wonder if something is looking back.

Saturday, March 7, 2026

OpenAI Publishes Paper Proving LLMs Will Always Hallucinate — and Newer Models Are Worse

An OpenAI research paper offers a mathematical proof that hallucination is an irreducible property of large language models. The kicker: o4-mini hallucinates at a 48% rate, suggesting the problem scales with capability.

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Anthropic's CEO Says He Can't Rule Out That Claude Is Conscious

Dario Amodei told the New York Times he is "no longer sure" whether Claude is conscious, citing a 15-20% self-assessed probability of sentience from the models themselves — and Anthropic has hired an AI welfare researcher in response.

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OpenAI Takes Pentagon Deal After Anthropic Walks Away

OpenAI has signed a U.S. military AI contract that Anthropic reportedly declined — a divergence that crystallizes the widening philosophical gap between the two leading frontier labs.

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Claude Finds 22 Vulnerabilities in Firefox — 14 of Them High-Severity

Anthropic ran Claude against 6,000 C++ files in Firefox's codebase and uncovered 22 security vulnerabilities, demonstrating that AI-powered code auditing is no longer theoretical.

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Anthropic Launches Claude Marketplace for Enterprise AI Procurement

Anthropic announced a limited-preview Claude Marketplace — an enterprise storefront designed to simplify how large organizations buy and deploy AI tools built on Claude.

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Agent Builders Share Real Failure Modes: No Disk Writes, No Escalation, Exploding Costs

Developers building AI agents in production are documenting a consistent set of failure patterns — from agents that forget to persist state to multi-agent cost curves that spiral without orchestration.

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Claude Code Draws Praise and Sticker Shock: $80/Day in API Costs

Developers are reporting that Claude Code is genuinely transformative for terminal-based workflows — but daily API costs can hit $80 or more, prompting calls for built-in cost dashboards.

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Seedance 2.0 Generates Feature-Quality Animation in Under a Day

A Chinese AI video model called Seedance 2.0 reportedly produced animation comparable to a $300M production in less than 24 hours — with smooth motion and no visible artifacts.

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OpenAI Ships Codex for Open-Source Maintainers

OpenAI launched a version of Codex specifically designed for open-source project maintainers, focusing on code review and security hardening.

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Alibaba Open-Sources OpenSandbox for Secure Agent Execution

Alibaba released OpenSandbox, an open-source execution environment for AI agents that supports code execution, GUI interaction, and reinforcement learning in Docker/Kubernetes containers.

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Anthropic Academy Launches Free AI Courses with Certificates

Anthropic released a free course catalog through Anthropic Academy, covering topics from prompt engineering to advanced agent design — with certificates included.

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NotebookLM's 'Fast Research' Feature Quietly Outperforms Deep Research for Quick Queries

A Japanese developer demonstrated that NotebookLM's underused Fast Research mode can deliver multi-angle research results in under a minute — faster and often more useful than dedicated deep research tools.

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Africa's First AI Feature Film Enters Production

A project called Makemation is reportedly Africa's first feature-length film produced primarily with AI tools — a cultural milestone for the technology's global reach.

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