Optimization Articles
Browse 195 articles about Optimization.
What Is the Agent Context Bundle? How to Stop Your AI Agent from Rediscovering Everything
Agents waste tokens rediscovering context on every run. Learn how to define and pre-assemble the exact data bundle your agent needs to do its job reliably.
Claude Code Hooks: 18 Lifecycle Events Most Users Have Never Touched — and How to Use Them
Claude Code has hooks at 18+ lifecycle events — session start, post-compaction, pre-response, and more. Most users ignore them entirely.
How to Check If Your Brand Appears in AI Search: Tools and Strategies
More buyers use AI tools to discover products. Learn how to audit your brand's visibility in ChatGPT, Gemini, and Perplexity and improve your presence.
How to Prompt GPT 5.5 Models: Outcome-First vs Step-by-Step Prompting
GPT 5.5 models respond better to goal-based prompts than step-by-step instructions. Here's how to rewrite your prompts for better results.
How to Stop Burning Through Claude Code Tokens: The Context Management Guide for Beginners
Token costs in Claude Code balloon exponentially — every new message re-sends your full history. Here's how to use /compact, /clear
Claude in Microsoft Word: The Formatting Bugs, Credit Limits, and Workarounds You Need to Know Before You Start
Claude in Word struggles with image-heavy documents and complex formatting. Here are the specific limitations, credit gotchas
Build a Custom CLI That Compresses 132,000 Tokens to 2,000 in Your Claude Context — In 10 Minutes
A School.com CLI built in 10 minutes compressed 132,000 tokens of API data to ~2,000 tokens in Claude's context — a 66x reduction. Here's how to replicate it.
How to Use Free Alternatives to Claude Code: OpenRouter, NVIDIA NIM, and Ollama
Run Claude Code's interface with DeepSeek, GLM-4.7, or local models via a free proxy. Get 80–90% of Opus quality at 2–5% of the cost.
GPT-5.3 Instant vs GPT-5.5 Instant — What Actually Improved (And What Didn't)
GPT-5.5 Instant beats its predecessor on math, hallucinations, and memory — but still can't handle visuals or games. Here's the honest comparison.
GPT-5.5 Instant's 'Context Sandwich' Prompt Format: Why Your Old Step-by-Step Prompts Now Hurt Performance
OpenAI's own docs now recommend outcome-first 'context sandwich' prompts for GPT-5.5. Your old step-by-step prompts may be actively hurting results.
MCP vs CLI in Agentic Workflows: 35x Token Overhead and 72% vs 100% Reliability — The Data You Need
MCP servers use 35x more tokens than CLI tools on the same task, with reliability dropping from 100% to 72% as complexity grows. Here's when to use each.
What Is Answer Engine Optimization (AEO)? How to Get Your Brand Found in AI Search
AEO tracks how your brand appears in ChatGPT, Gemini, and Perplexity results. Learn what it is, why it matters, and how to improve your AI search visibility.
You Have a 4-Month Window to Refactor Your Codebase Before AI Security Tools Make Messy Code a Liability
There's a 4-5 month 'golden refactor window' before AI security auditing becomes standard. After that, illegible code becomes structurally harder to protect.
Claude Code Rate Limits Just Doubled: Every New API Limit After the Colossus 1 Deal
Tier 1 input tokens jumped from 30K to 500K/min. Here are every updated Claude Code and API rate limit after the Colossus 1 takeover.
Why Comprehensibility Is About to Become a Security Property — And What to Do About It Now
Security failures live in the gap between what code is supposed to do and what it actually permits. AI is closing that gap
How to Harden Your Agentic Pipeline Against AI-Powered Security Auditing: A Practical Checklist
At least 50% of your agentic evals should cover code hygiene, not just correctness. Here's a practical checklist to prepare before AI auditing becomes standard.
How to Check If Your Brand Appears in AI Search Results
AI tools like ChatGPT, Gemini, and Perplexity are now the first stop for product discovery. Here's how to audit your brand's visibility in AI-powered search.
How to Evaluate Any New AI Tool in One Week Without Wrecking Your Productivity
Every tool switch causes a ~20% productivity dip. Use this three-step framework — pain point check, real scenario test, one-week eval — to decide fast.
How to Use LTX 2.3 Video-to-Video Controls (Pose, Depth, Edge) on LTX Studio Right Now
LTX 2.3 video-to-video is live on LTX Studio before open-source release. Here's how to use pose, depth, and edge controls — and which mode works best for what.
IBM Granite Speech 4.1 vs Whisper X: Should You Switch Your Transcription Pipeline?
Granite Speech 4.1 Plus beats customized Whisper X on word-level timestamps and leads the open ASR leaderboard. Here's when to switch and when to stay.