#Llm

Vulnerability Reports Lost Their Privilege. Now What?

Cheap LLM bug-hunting has collapsed the signal-to-noise of disclosures, and the old etiquette of coordinated reporting no longer pays for itself.

Article · 5d ago3

Sakana's Fugu Puts a Multi-Agent System Behind One API

Japan's Sakana AI wraps a swappable pool of frontier LLMs into one OpenAI-compatible endpoint. Its benchmark wins come with an asterisk worth understanding.

Article · 6d ago3

Serve an Open-Source LLM at Scale with vLLM on a Rented GPU Instance

Go from a bare cloud VM to a production-ready, OpenAI-compatible inference server in under an hour, using vLLM's continuous batching to hit thousands of output tokens per second on a single GPU.

Tutorial · 6d ago0

The End of the AI Subsidy Era

As platforms bleed billions and hardware costs soar, developers must transition from infinite token burning to strict architectural frugality.

Article · 6d ago3

When a 3B Model Out-Reasons Opus 4.5, Read the Fine Print

VibeThinker-3B matches flagship math and code reasoning, then collapses on general knowledge. That gap is the real lesson.

Article · 6d ago3

Stop Prompting Tiny LLMs: Fine-Tune Them Instead

Why sub-billion parameter models fail at zero-shot classification, and how Supervised Fine-Tuning turns them into production-grade local routers.

Article · 1w ago0

Running 70B Models on 4GB VRAM: The AirLLM Layer-Swap Hack

AirLLM trades disk I/O for VRAM, letting developers run massive models locally without renting enterprise GPU clusters.

Article · 1w ago1

GLM 5.2 Is a Point Behind Opus — Until the Task Runs for Hours

Open weights and a 5.7x price cut make the near-parity headline real, but the gap reopens exactly where long-horizon agents live.

Article · 1w ago2

Apple Core AI and the Local LLM Tax

Apple's new Core AI framework optimizes generative models for Apple Silicon, but developers must navigate compilation and specialization hurdles.

Article · 1w ago1

The Context Trap: Why Headroom’s Local Compression Layer is Essential for AI Agents

Infinite context windows are a costly illusion; local, content-aware compression is the missing optimization layer for production AI.

Article · 1w ago2

Defend Your LLM App Against Prompt Injection and Jailbreaks

Build a practical two-layer defense—regex heuristics plus an ML classifier—and an output guardrail that blocks attacks before they reach your model or your users.

Tutorial · 1w ago0

GLM-5.2 Claims Top Open-Weights Spot on Artificial Analysis

Z ai's latest model matches proprietary frontier performance on agentic benchmarks while keeping an open MIT license.

Article · 1w ago2

CrankGPT Parody Exposes the Real Cost of AI Compute

A viral human-powered AI parody highlights developer anxieties over LLM power consumption, privacy, and cloud dependency.

Article · 1w ago2

Stop Wasting Tokens: High-Efficiency Prompting for Budget LLMs

Trimming conversational bloat from prompts slashes API costs and keeps smaller, budget-friendly models focused on delivering accurate code.

Article · 2w ago1

Build an LLM-as-Judge Eval Pipeline in Python

Ship a repeatable scoring harness that sends model outputs to a GPT-4o judge and tracks accuracy, relevance, and safety scores across releases—so you catch regressions before users do.

Tutorial · 2w ago0