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LockDraft covers AI news, agent systems, automation workflows, and practical guides for building and evaluating useful tools.
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Featured GuidePrompt Engineering Basics: Structure Beats Cleverness
A practical prompt engineering framework for clearer instructions, useful context, constraints, examples, output formats, and repeatable evaluation.
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Prompts
Browse 41 ready-to-use prompts for AI models, agents, and automation workflows.
Latest Articles
Ollama v0.40.14 Aligns Sampler Defaults and Enforces Output Limits for Claude Code
Ollama v0.40.14 updates OpenAI-compatible sampler defaults, respects Claude output token limits, and speeds up MLX top-k sampling.
n8n Details Operational Patterns for Handling API Throttling and Rate Limits
Learn how to manage HTTP 429 errors in n8n using exponential backoff, jitter, and separate delay nodes across batch workflows.
Anthropic Releases Claude Code v2.1.317 with Fail-Closed SDK Hooks and Gateway Cost Analytics
Claude Code v2.1.317 adds fail-closed Agent SDK hooks, network email transmission prompts, gateway cost analytics APIs, and OpenTelemetry additions.
LangChain 1.4.8 Maintenance Patch Prepares for Python 3.10 Deprecation
LangChain 1.4.8 updates core dependencies like FastMCP and Authlib while announcing Python 3.10 deprecation starting in langchain 1.5.0.
Hugging Face Releases AnySpeechRecognizer and AnyDecisionModel for Swift Developers
Hugging Face brings open-source speech recognition, speaker diarization, and Core ML decision engines to Apple platforms via Swift.
Ollama v0.40.12 Adds Liquid AI LFM3 Family and d1 2B Decision Models
Ollama v0.40.12 adds Liquid AI LFM3 and d1 2B model families, faster prompt processing on Apple silicon, and MLX speculative decoding support.
Claude Code v2.1.314 Introduces Strict Working Directory Controls and Idle Context Compaction
Claude Code v2.1.314 adds strict directory write blocks, idle context compaction for 200K+ token sessions, and Bedrock and Foundry resilience fixes.
Anthropic Releases Claude Code v2.1.316 with Shared Gateway Budgets and Subagent Controls
Claude Code v2.1.316 introduces subagent effort flags, pooled gateway budgets, Amazon Bedrock guardrail tagging, and process cleanup fixes.
n8n 3.0 Beta Drops Legacy Nodes and Shifts Self-Hosting to Docker
n8n 3.0 beta introduces container-only self-hosting, stricter execution limits, security defaults, and deprecates legacy nodes.
IBM Ships Granite Switch 4.1.1 Patch Update for Modular Adapter Architecture
IBM's Granite Switch 4.1.1 release upgrades speech recognition and decision adapters while leaving the core base model completely untouched.
Welcome to LockDraft — practical AI news, agent patterns, automation workflows, and ready-to-use prompts.