AI/TLDR — New AI Releases Daily: Models, Tools, Repos & PapersA high-volume feed of new AI releases — models, open-source repos, developer tools, papers, datasets, and benchmarks — refreshed every 2 hours. Each release is explained in plain English so you actually understand what shipped.This site uses JavaScript to render the interactive feed. Enable JavaScript, or visit the source repo for the raw JSON.

AI/TLDR

SYSTEM 02/14 · THE FIELD GUIDE

Prompt Engineering

Getting reliable output from a model using nothing but words — from first prompt to injection defense.

5 TRACKS40 ARTICLESbeginner → advanced

Prompting Basics

Roles, examples, and structure: the fundamentals of talking to models so they listen.

Intro to Prompt EngineeringBEGINNER Zero-Shot vs Few-ShotBEGINNER Role PromptingINTERMEDIATE XML, Markdown & DelimitersINTERMEDIATE Writing a Good PromptBEGINNER Controlling Output FormatBEGINNER Negative & Constraint PromptsBEGINNER Controlling Tone & StyleBEGINNER GuidanceINTERMEDIATE

Reasoning Techniques

Making models think step by step — and knowing when that helps.

Chain-of-ThoughtBEGINNER Self-ConsistencyINTERMEDIATE Tree-of-ThoughtINTERMEDIATE Reasoning ModelsBEGINNER Step-Back PromptingINTERMEDIATE Least-to-Most PromptingINTERMEDIATE Self-Critique & Self-RefineINTERMEDIATE

Context Engineering

Deciding what goes into the prompt, in what shape, and what gets cut.

Managing the Context WindowBEGINNER System Prompts & RolesBEGINNER Documents in PromptsINTERMEDIATE Few-Shot ExamplesINTERMEDIATE Context Window OverflowINTERMEDIATE Ordering ContextINTERMEDIATE Prompt CompressionINTERMEDIATE

Prompt Injection & Security

The attack class every LLM app inherits on day one.

Prompt InjectionBEGINNER Injection DefensesINTERMEDIATE Direct vs IndirectINTERMEDIATE Jailbreak vs InjectionBEGINNER Prompt LeakingINTERMEDIATE Injection in AI AgentsINTERMEDIATE Isolating Untrusted InputINTERMEDIATE

Prompt Iteration & Management

Treating prompts like code: test, version, optimize.

Prompt ManagementBEGINNER Prompt TemplatesINTERMEDIATE Common Prompting MistakesBEGINNER A/B Testing PromptsINTERMEDIATE Prompt PlaygroundsBEGINNER Meta-PromptingBEGINNER Reducing HallucinationsINTERMEDIATE Automatic Prompt OptimizationADVANCED TextGradADVANCED PromptLayerINTERMEDIATE