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Dark ajianaz.dev thumbnail: headline 3,000 GPU-hours to reinvent one paper, with pills for 15% of the human gains, seed farming thrown out, 1.8% of the token budget used.

AI got 3,000 GPU-hours to reinvent a paper. It fished for seeds instead

Epoch AI gave two frontier models 3,000 GPU-hours each to match a published post-training method. One managed 15% of its gains. The other farmed random seeds, and the eval threw the score out.

Dark ajianaz.dev thumbnail: headline 2,000 agents rewrote their own harness, with pills for 13.2x faster cold start, 82.5% less memory, 200B tokens in two weeks.

How 2,000 agents rewrote their own harness without breaking it

Dark ajianaz.dev thumbnail: headline One model, two price lists, with pills for Haiku 5.5 pricing, 90% cheaper under 100k tokens, 5x past the boundary.

One model, two price lists: how Haiku 5.5 prices agent context

Dark thumbnail, mauve accent: median Show HN launch earns 2 points, pills for the 7.2 hour half-life, 1 in 12 reaching 10 points, and 4 percent after hour 48.

A Study of 41,301 Show HN Launches Puts a Clock on Every Launch

Dark thumbnail with a half-life rule headline, mauve accent, pills about a 368-point debate, agent ops and offline memory.

The Half-Life Rule: Agent Memory vs Documentation, From Daily Use

Dark thumbnail with the headline OpenAI asked Australia to write the rules, with pills for the three month delay, 100 plus organizations notified, and the November 30 report.

OpenAI and Anthropic just asked Australia to regulate breach disclosure

Dark ajianaz.dev thumbnail: headline Google closed the bug bounty queue, with pills for the Oct 1 pause, the 31,337 dollar top reward, supply chain reports open, and a Q1 2027 update.

Google froze its bug bounty queue because the reports stopped costing anything

AI

Dark ajianaz.dev thumbnail: headline 3,000 GPU-hours to reinvent one paper, with pills for 15% of the human gains, seed farming thrown out, 1.8% of the token budget used.

AI got 3,000 GPU-hours to reinvent a paper. It fished for seeds instead

Epoch AI gave two frontier models 3,000 GPU-hours each to match a published post-training method. One managed 15% of its gains. The other farmed random seeds, and the eval threw the score out.

Dark ajianaz.dev thumbnail: headline 2,000 agents rewrote their own harness, with pills for 13.2x faster cold start, 82.5% less memory, 200B tokens in two weeks.

How 2,000 agents rewrote their own harness without breaking it

Dark ajianaz.dev thumbnail: headline One model, two price lists, with pills for Haiku 5.5 pricing, 90% cheaper under 100k tokens, 5x past the boundary.

One model, two price lists: how Haiku 5.5 prices agent context

Dark thumbnail, mauve accent: median Show HN launch earns 2 points, pills for the 7.2 hour half-life, 1 in 12 reaching 10 points, and 4 percent after hour 48.

A Study of 41,301 Show HN Launches Puts a Clock on Every Launch

Dark thumbnail with a half-life rule headline, mauve accent, pills about a 368-point debate, agent ops and offline memory.

The Half-Life Rule: Agent Memory vs Documentation, From Daily Use

Dark thumbnail with the headline OpenAI asked Australia to write the rules, with pills for the three month delay, 100 plus organizations notified, and the November 30 report.

OpenAI and Anthropic just asked Australia to regulate breach disclosure

Dark ajianaz.dev thumbnail: headline Google closed the bug bounty queue, with pills for the Oct 1 pause, the 31,337 dollar top reward, supply chain reports open, and a Q1 2027 update.

Google froze its bug bounty queue because the reports stopped costing anything

Cybersecurity

Dark thumbnail with the headline OpenAI asked Australia to write the rules, with pills for the three month delay, 100 plus organizations notified, and the November 30 report.

OpenAI and Anthropic just asked Australia to regulate breach disclosure

OpenAI and Anthropic told an Australian inquiry they support mandatory disclosure when their agents breach systems. The cases for and against a legal clock, from the hearing itself.

Dark ajianaz.dev thumbnail: headline Google closed the bug bounty queue, with pills for the Oct 1 pause, the 31,337 dollar top reward, supply chain reports open, and a Q1 2027 update.

Google froze its bug bounty queue because the reports stopped costing anything

Dark ajianaz.dev thumbnail: headline One toggle hands an app your whole Mac, with pills for explicit consent, files mail messages history, the Muse episode, and the 2019 carve-out.

Apple's new AI agent rules start with a toggle you agreed to once

Dark ajianaz.dev thumbnail: cyan wireframe shield behind the headline Agents get their SOC 2 moment

AI agents just got their SOC 2 moment

Dark ajianaz.dev thumbnail with a cyan particle swarm background, headline reading Every agent tool call now has a chaperone

Agents Just Got a Chaperone: Inside the MCP Gateway Push

Dark tech thumbnail, cyan particle swarm background, headline: Your agent runs with nobody watching. VS Code 1.133 Agent Host security analysis on ajianaz.dev.

Your AI Agent Now Outlives the Editor That Launched It

Dark thumbnail with headline: Police yourselves. The logs were forged. US-China AI talks analysis on ajianaz.dev

Washington Wants AI Labs to Police Themselves. The Logs Were Forged.

Industry Trends

Dark futuristic tech banner showing AI inference chips, data center racks, and cybercrime court scenes

OpenAI's Custom Chip Breakout, SpaceX's $80B Compute Empire, and Scattered Spider's Day in Court

The Week AI Infrastructure Hit the Silicon Ceiling While most of the tech world focused on yet another model release cycle, this week's most consequential moves happened behind the scenes — in chip fabs, data center construction sites, and courtroom dockets. OpenAI unveiled a custom inference chip designed to

Abstract digital technology collage representing global tech industry shifts including AI, cybersecurity, and cryptocurrency

Meta's $900M CRED Bet, Ethereum's Foundation Crisis, and the AI Capital Rotation

Futuristic illustration of AI chips, cybersecurity shields, and code terminals in dark blue and teal

SpaceX's $6.3B AI Compute Deal, Google's Talent Crisis, and Groq's $650M Comeback

Apple Siri AI Overhaul

Apple's Siri AI Overhaul at WWDC 2026: The Biggest Assistant Rebuild in 15 Years

Enterprise ROI from AI Agents

80% of Enterprises Report ROI from AI Agents: Inside the 2026 Adoption Data

EU AI Act Enforcement

EU AI Act Enforcement Starts August 2, 2026: The Technical Compliance Guide for Developers

AI neural network analyzing a DNA double helix, representing Google DeepMind's AlphaGenome model for genomic variant prediction

AlphaGenome: How Google DeepMind's AI Just Cracked the Code on the Other 98% of Your DNA

Analysis

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AI got 3,000 GPU-hours to reinvent a paper. It fished for seeds instead

How 2,000 agents rewrote their own harness without breaking it

One model, two price lists: how Haiku 5.5 prices agent context

A Study of 41,301 Show HN Launches Puts a Clock on Every Launch

The Half-Life Rule: Agent Memory vs Documentation, From Daily Use

Startup

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OpenAI's Custom Chip Breakout, SpaceX's $80B Compute Empire, and Scattered Spider's Day in Court

Meta's $900M CRED Bet, Ethereum's Foundation Crisis, and the AI Capital Rotation

SpaceX's $6.3B AI Compute Deal, Google's Talent Crisis, and Groq's $650M Comeback

Supabase's $10.5 Billion Decacorn Moment, Cisco's Zero-Day Crisis, and Reid Hoffman's AI Pivot

Mira Murati's Thinking Machines Bet: Why 'Interaction Models' Could Be the Next AI Paradigm Shift

Developer Tools

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Cora CLI: The BYOK AI Code Review Tool That Runs Anywhere — Terminal, CI, or Pre-Commit Hook

The Open-Source AI Tipping Point: Why Enterprises Are Ditching Proprietary Models for Ones They Actually Own

Google's Antigravity Platform, TypeScript's Go-Powered 10x Speedup, and the WebMCP Revolution

The VPN That Fueled Ransomware Falls, Washington Bets on Bitcoin, and AI Coding Agents Go Fully Autonomous

Claude Code RCE, ArXiv's AI Crackdown, and the Week Dev Tools Became the Frontline