Optimization Articles
Browse 263 articles about Optimization.
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.
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.
Jeff Bezos's 'What Won't Change' Principle Applied to AI Tool Stacks — And Why It Matters Now
Build for what won't change, not what will. Here's how the Bezos principle translates into a durable AI workflow that survives any model or tool being…
LTX 2.3 Video-to-Video Fails on Clips Under 2 Seconds — Here's the Workaround
LTX 2.3 video-to-video breaks on clips shorter than ~2 seconds — a limitation not in the docs. Here's the half-timing workaround that actually fixes it.
MCP Servers Use 35x More Tokens Than CLI Tools — And Reliability Drops to 72% on Hard Tasks
A direct benchmark shows MCP uses 35x more tokens than CLI on the same task, with reliability falling from 100% to 72% as complexity grows. Use CLIs instead.
OpenAI's Docs Now Say Stop Using Step-by-Step Prompts — Here's the GPT-5.5 Outcome-First Method
OpenAI's own developer docs now explicitly say to drop step-by-step prompting for GPT-5.5. Here's the outcome-first framework that replaces it.
Printing Press: 6 Things the New CLI Factory Does That MCP Servers Can't
Printing Press gives Claude Code access to 50+ sites with no public API while using 35x fewer tokens than MCP. Here's what it does that MCP simply can't.
How to Rewrite Your ChatGPT Prompts for GPT-5.5 Instant in Under 10 Minutes
GPT-5.5 needs a new prompting style. Use the context sandwich framework to update your existing prompts in under 10 minutes and get better results.
School CLI Built in 10 Minutes Compresses 132K Tokens to 2K: How Printing Press Solves Context Bloat
A School CLI built by Claude Code in 10 minutes fetched 132K tokens of data but injected only 2K into context — a 66x compression. Here's how it works.
Claude API Token Limits Just Jumped 10x — Every Tier's New Numbers Explained
Tier 1 input tokens jumped from 30k to 500k per minute. Here's the full breakdown of every Claude API tier's new limits.
Granite Speech 4.1 2BN Transcribes 1 Hour of Audio in 2 Seconds on H100 — How NLE Makes It Possible
IBM's non-autoregressive model hits a real-time factor of 1820. Here's how the NLE technique achieves that without sacrificing accuracy.
What Is Context Rot in AI Agents and How Do You Fix It?
Context rot happens when AI forgets earlier session data as context grows. Learn the session hooks, semantic search, and GSD framework that prevent it.