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15 articles tagged with this topic

RAGEnterprise Knowledge Base

Enterprise AI Knowledge Bases Miss the Point — Bug Sits in Retrieval, Not LLM

RAG is now standard for enterprise knowledge bases but keeps misfiring. We trace the fault to retrieval, not the LLM. New tools mark its maturation.

2h ago2 min read
Andrew Ngprompt engineering

AI Projects Keep Failing — Stop Blaming LLMs, Engineering Is the Real Problem

Tech team post-mortem: not the model's fault — bad prompts, unsanitized input, unvalidated output. A systemic enterprise AI failure pattern.

1d ago2 min read
AQuAquant trading

Two AIs Reviewing Trading Code Both Miss a Bug — The Fix Is Locking Down the AI

A quant paper exposes AI self-review failure: two LLMs approved a future-data feature. Fix: restrict AI's toolset, not smarter reviewers.

5d ago2 min read
LLMRLHF

AI Spouts 'Minted' and 'Escape Hatch': A Cure for Silicon Valley-Speak

Reddit's r/LocalLLaMA flagged AI quirks like 'minted' replacing 'created'. We investigate why LLMs learned to posture and share practical remedies.

Aug 222 min read
QwenAlibaba

Qwen 27B's New Version Has Weaker Memory — LLM Upgrades Aren't Always Better

Reddit tests show Alibaba's new Qwen 27B underperforms on factual memory. LLM upgrades aren't always across-the-board — newer isn't always better.

Aug 202 min read
Jeremy MorrellSimon Willison

LLMs Turn Software Into Lego — Morrell: The Era of User-Written Plugins Is Here

Morrell: LLMs cut extension costs to near zero; sandbox tech solves safety. Future software = 'reliable core' + user-built AI extensions. Big implicat

Aug 202 min read
DeepSeekHarness

DeepSeek Open-Sources AI's 'OS Layer' — Race Shifts From Smarts to Integration

DeepSeek open-sources AI's 'operating system layer' under MIT with hot-swappable components — signaling Chinese LLM firms shifting from intelligence r

Aug 192 min read
Forge AdminLLM

AI Code Generation 10x Speedup Is Real — But Only After You Lock Down the Rules

Framework author hit 10x efficiency with LLM code gen — but admits templates, not AI, do the real work. A must-read for any AI efficiency team.

Aug 172 min read
Simon WillisonDoug Turnbull

1,856 tags won't fit in a prompt? Let AI hallucinate, then vector-match

Tag library too big for a prompt? Let the LLM hallucinate, then vector-match. LLMs generate, vector search constrains.

Aug 152 min read
KubernetesLLM

AI Says 'Healthy' but Returns Empty Strings: The LLM Monitoring Blind Spot

Production incident: HTTP all 200, yet AI assistants quietly returned empty strings. Article details a three-layer LLM health check framework.

Aug 132 min read
Revision PromptingLLM

Industrial LLMs Find a New Trick: Let AI Grade Its Own Homework — Academia Starts Taking "Peer

A quiet trend heating up in early 2026: borrowing academic peer review for industrial LLMs — letting models review and revise each other. Cheaper than

Aug 92 min read
OpenAIClaude

LLMs Show Their Work: Black Box Transparency Becomes Standard Feature

LLMs now expose their reasoning (Chain of Thought) to users. It's not just a tech demo but an antidote to the trust gap, reshaping human-AI interactio

May 52 min read
LLMAgent

Deconstructing the LLM Lineage: From LLM to Agent, It's All Context Patching

From RAG to MCP, buzzwords overwhelm. We map the core logic: LLMs just predict text; later tech patches their gaps. Grasp this, and jargon won't fool

May 22 min read
AI InferenceCompute Costs

Latent Space Reasoning: AI Inference Costs Are About to Plunge Again

AI inference costs may drop another order of magnitude, forcing enterprises to reassess AI strategies and competitive moats.

Apr 122 min read
LLMSimon Willison

research-llm-apis 2026-04-04

Willison uses Claude Code to reverse-engineer Anthropic, OpenAI, Gemini, and Mistral APIs to rebuild LLM's plugin abstraction.

Apr 92 min read