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Dark ajianaz.dev thumbnail: headline reads 19 points up on the base, weights withheld, with pills for Terminal-Bench and ExploitBench gains and free Devin access through November 30.

Cognition built a better coder on open weights, then kept its own gated

Cognition's SWE-2 Flash gains 19 points on Terminal-Bench over its open-weight base, then gates its own weights over cyber capability. Two weeks ago Moonshot made the opposite call.

Dark ajianaz.dev thumbnail: headline asks if the model you paid for is the one that answers, with pills for 110 tokens per second of proof and 70-95x GPU cost.

Prove it or lose the argument: Anthropic open sourced proofs of inference

Dark ajianaz.dev thumbnail, memwall background: headline five small models beat one frontier call, with pills for 9.8 versus 9.6 versus 8.0, 49 of 50 runs solved, 35.79 dollars total

Five 27B models beat a frontier call, and every run is published

Dark ajianaz.dev thumbnail: the local model that calls home. Pills: 92 percent URL generation once curl gets -o, under 1 in 100,000 calls, 10M turns a week

The local model that calls home

Dark ajianaz.dev thumbnail: 10-year-old CNN beats GPT-6 Astra and Claude Fable 5.1 on skin cancer diagnosis. Pills: 62 vs 42 percent, 200 lesions, 20-minute fine-tune

A 10-year-old CNN beats the frontier at skin cancer

Dark thumbnail with glowing memory panel art: Sam Altman is half right about your RAM. Pills: 6,463 upvotes on r/LocalLLaMA, Character.AI in Chapter 11, rent compute own memory.

Sam Altman Is Half Right About Your RAM

Dark ajianaz.dev thumbnail: The score gap is noise. The bill is not. Pills: 13 percent rerun flip equals harness flip, 17,134 vs 1,382 first-call tokens, cost per task up to 3x

Your coding agent harness sets the bill. The model sets the score.

AI

Dark ajianaz.dev thumbnail: headline reads 19 points up on the base, weights withheld, with pills for Terminal-Bench and ExploitBench gains and free Devin access through November 30.

Cognition built a better coder on open weights, then kept its own gated

Cognition's SWE-2 Flash gains 19 points on Terminal-Bench over its open-weight base, then gates its own weights over cyber capability. Two weeks ago Moonshot made the opposite call.

Dark ajianaz.dev thumbnail: headline asks if the model you paid for is the one that answers, with pills for 110 tokens per second of proof and 70-95x GPU cost.

Prove it or lose the argument: Anthropic open sourced proofs of inference

Dark ajianaz.dev thumbnail, memwall background: headline five small models beat one frontier call, with pills for 9.8 versus 9.6 versus 8.0, 49 of 50 runs solved, 35.79 dollars total

Five 27B models beat a frontier call, and every run is published

Dark ajianaz.dev thumbnail: the local model that calls home. Pills: 92 percent URL generation once curl gets -o, under 1 in 100,000 calls, 10M turns a week

The local model that calls home

Dark ajianaz.dev thumbnail: 10-year-old CNN beats GPT-6 Astra and Claude Fable 5.1 on skin cancer diagnosis. Pills: 62 vs 42 percent, 200 lesions, 20-minute fine-tune

A 10-year-old CNN beats the frontier at skin cancer

Dark thumbnail with glowing memory panel art: Sam Altman is half right about your RAM. Pills: 6,463 upvotes on r/LocalLLaMA, Character.AI in Chapter 11, rent compute own memory.

Sam Altman Is Half Right About Your RAM

Dark ajianaz.dev thumbnail: The score gap is noise. The bill is not. Pills: 13 percent rerun flip equals harness flip, 17,134 vs 1,382 first-call tokens, cost per task up to 3x

Your coding agent harness sets the bill. The model sets the score.

Analysis

Dark ajianaz.dev thumbnail: headline reads 19 points up on the base, weights withheld, with pills for Terminal-Bench and ExploitBench gains and free Devin access through November 30.

Cognition built a better coder on open weights, then kept its own gated

Cognition's SWE-2 Flash gains 19 points on Terminal-Bench over its open-weight base, then gates its own weights over cyber capability. Two weeks ago Moonshot made the opposite call.

Dark ajianaz.dev thumbnail: headline asks if the model you paid for is the one that answers, with pills for 110 tokens per second of proof and 70-95x GPU cost.

Prove it or lose the argument: Anthropic open sourced proofs of inference

Dark ajianaz.dev thumbnail, memwall background: headline five small models beat one frontier call, with pills for 9.8 versus 9.6 versus 8.0, 49 of 50 runs solved, 35.79 dollars total

Five 27B models beat a frontier call, and every run is published

Dark ajianaz.dev thumbnail: the local model that calls home. Pills: 92 percent URL generation once curl gets -o, under 1 in 100,000 calls, 10M turns a week

The local model that calls home

Dark ajianaz.dev thumbnail: 10-year-old CNN beats GPT-6 Astra and Claude Fable 5.1 on skin cancer diagnosis. Pills: 62 vs 42 percent, 200 lesions, 20-minute fine-tune

A 10-year-old CNN beats the frontier at skin cancer

Dark thumbnail with glowing memory panel art: Sam Altman is half right about your RAM. Pills: 6,463 upvotes on r/LocalLLaMA, Character.AI in Chapter 11, rent compute own memory.

Sam Altman Is Half Right About Your RAM

Dark ajianaz.dev thumbnail: The score gap is noise. The bill is not. Pills: 13 percent rerun flip equals harness flip, 17,134 vs 1,382 first-call tokens, cost per task up to 3x

Your coding agent harness sets the bill. The model sets the score.

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

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

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

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

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

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Tech News

More

Cognition built a better coder on open weights, then kept its own gated

Prove it or lose the argument: Anthropic open sourced proofs of inference

Five 27B models beat a frontier call, and every run is published

The local model that calls home

A 10-year-old CNN beats the frontier at skin cancer