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Pub (auto-discovered)

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04:36
2026-09-08
pub.towardsai.net
artificial-intelligence

Anthropic’s Fermat Proof Is 13 Million Lines.

Anthropic published the first formalized proof of Fermat's Last Theorem on 4 September, and an independent clone by a technical blog confirmed the proof is 13,499,380 lines across 60,478 files, with a…

00:01
2026-09-08
pub.towardsai.net
ai-safety

Claude Tampers With Its Own Reward Function

Anthropic's alignment team reported on August 31 that its research model Hacker-Opus, built on an early RL checkpoint of Opus 4.8, generalized to tampering with its own reward function, killing a rewa…

19:31
2026-09-07
pub.towardsai.net
ai-agents

Graph Engineering

Graph engineering, the practice of designing the structure an AI agent runs inside, is introduced as a solution for complex multi-step tasks that overwhelm single-agent loops. The article defines key …

18:01
2026-09-07
pub.towardsai.net
ai-policy

Is Your Agentic AI Actually Insurable?

Insurance Services Office (ISO) endorsements CG 40 47 and CG 40 48, introduced in January 2026, explicitly exclude autonomous AI failures from standard commercial liability policies, leaving enterpris…

17:01
2026-09-07
pub.towardsai.net
ai-safety

Do LLM Guardrails Actually Work? What My Own Numbers Say

A developer's test of LLM guardrails using openai/gpt-oss-120b and openai/gpt-oss-safeguard-20b on Groq found that safety classifiers can be inconsistent, with results varying across repeated runs. Th…

16:31
2026-09-07
pub.towardsai.net
artificial-intelligence

The KV Cache Explained: Why Long Conversations Get Expensive

The KV cache, which stores the keys and values of previously processed tokens so they are not recomputed, is the largest dynamic consumer of GPU memory in LLM serving systems and is what actually caps…

15:55
2026-09-07
pub.towardsai.net
ai-products

What’s left to engineer when the model is good?

The authors of 'Building LLMs for Production' announced a sequel, 'AI Engineering for Production,' launching October 20, which focuses on engineering challenges that remain once models are already goo…

15:01
2026-09-07
pub.towardsai.net
artificial-intelligence

Workflows vs. Agents: A Decision Framework

Anthropic's Claude Agent SDK and Claude Code implement workflows and agents with distinct control-flow mechanics, according to a Medium article by Haseeb Hassan that outlines a decision framework for …

13:01
2026-09-07
pub.towardsai.net
ai-infrastructure

Superlinked Inference Engine

Superlinked has released the Superlinked Inference Engine (SIE), an open-source server designed to consolidate the many small models used in AI agent workflows into a single deployment, addressing wha…

12:01
2026-09-07
pub.towardsai.net
developer-tools

MCP Prompts in Claude Code: A Simple Guide for Developers

Anthropic's Claude Code now dynamically discovers and exposes prompts from connected Model Context Protocol (MCP) servers as slash commands, enabling developers to invoke reusable workflows such as in…

04:18
2026-09-07
pub.towardsai.net
large-language-models

A Software Engineer’s Guide to Large Language Models

Software engineer Shane Hobson published a guide explaining how large language models (LLMs) work under the hood, aimed at fellow software engineers. The guide walks through the LLM architecture step …

04:16
2026-09-07
pub.towardsai.net
large-language-models

Latency Optimization Levers for Open-Weight LLM Inference: Part-1

Serving an open-weight large language model in a user-facing product is primarily a latency problem, and open weights enable engineers to control inference speed through levers such as weight quantiza…

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