Claude Sonnet 5.5 Migration Test Harness: Catch Thinking-Block Failures Before Production
Author(s): Anna Jey Originally published on Towards AI. Claude Sonnet 5.5 Migration Test Harness: Catch Thinking-Block Failures Before Production How to test the model change that can return HTTP 200 while quietly removing the reasoning your agent depended on. Your Claude migration …
Gemini Antigravity Agent Migration: Update Tool Calls Without Silent Breakage
Author(s): Anna Jey Originally published on Towards AI. Gemini Antigravity Agent Migration: Update Tool Calls Without Silent Breakage Gemini Antigravity Agent Migration A model-string change can be easy. A tool-contract change is a production migration. Here is how to move safely when …
AI Agent Memory Promotion Gate: Stop Untrusted Summaries From Becoming Instructions
Author(s): Anna Jey Originally published on Towards AI. AI Agent Memory Promotion Gate: Stop Untrusted Summaries From Becoming Instructions Your agent may be writing a prompt to its future self. Treat that write path like production code, not a harmless recap. A …
Gemini Omni Flash Video Workflow: Build AI Video Features Developers Can Trust
Author(s): Anna Jey Originally published on Towards AI. Gemini Omni Flash Video Workflow Gemini Omni Flash makes video generation feel conversational. That is useful. It is also exactly why developers need a stronger production workflow before letting users create, edit, retry, and …
AI Agent Deconfliction Architecture: Keep Parallel Coding Agents From Fighting Over the Same Work
Author(s): Anna Jey Originally published on Towards AI. AI Agent Deconfliction Architecture: Keep Parallel Coding Agents From Fighting Over the Same Work AI Agent Deconfliction Architecture Parallel coding agents can feel like a superpower until two sessions edit the same file, start …
Embodied AI Agent Architecture: Build Physical-World AI Without Treating Robots Like Chatbots
Author(s): Anna Jey Originally published on Towards AI. Embodied AI Agent Architecture: Build Physical-World AI Without Treating Robots Like Chatbots Embodied AI Agent Architecture Robots powered by large models need more than prompts. They need perception loops, action contracts, dry runs, safety …
AI Chat Share Link Privacy: How Developers Should Keep Conversations Out of Search
Author(s): Anna Jey Originally published on Towards AI. AI Chat Share Link Privacy A shared AI conversation is not just a nice collaboration feature. It is a publishing surface, a data-retention surface, and a search-indexing risk unless you design it that way …
LLM Provider Quirks: Build Compatibility Tests Before You Trust Model Abstraction
Author(s): Anna Jey Originally published on Towards AI. LLM Provider Quirks: Build Compatibility Tests Before You Trust Model Abstraction LLM Provider Quirks Every multi-model AI app eventually reaches the same uncomfortable moment: the abstraction layer works in the demo, then breaks on …
LLM Reasoning Budget: How Developers Should Spend Thinking Tokens Without Wasting Latency
Author(s): Anna Jey Originally published on Towards AI. LLM Reasoning Budget A reasoning model can feel brilliant on one task and painfully slow on the next. The model did not suddenly get worse. You probably gave the same thinking budget to a …
Claude Agent SDK Budgeting: How Developers Should Control Programmatic AI Agent Costs
Author(s): Anna Jey Originally published on Towards AI. Claude Agent SDK Budgeting: How Developers Should Control Programmatic AI Agent Costs Programmatic agents need workflow design, not just a larger monthly credit pool. A billing change is easy to treat as an accounting …
AI Agent Memory Architecture: How to Build Long-Term Memory That Does Not Rot
Author(s): Anna Jey Originally published on Towards AI. AI Agent Memory Architecture: How to Build Long-Term Memory That Does Not Rot AI Agent Memory Architecture Most AI agent memory failures do not look dramatic. The agent simply remembers the wrong thing with …
Stop Googling Your Clients: How to Build an Auto-Updating “Dossier” System for Every Meeting
Author(s): Anna Jey Originally published on Towards AI. A step-by-step guide to using Make.com and Perplexity to automate your pre-meeting research and reclaim your mental energy. We have all been there. It is 1:58 PM. You have a Zoom call at 2:00 …
Stop Staring at the Cursor: How to Build a “Video-First” Content Pipeline with Make and Notion
Author(s): Anna Jey Originally published on Towards AI. “Video-First” Content Pipeline A pragmatic guide to turning your raw video rants into polished SEO articles without writing a single word from scratch. We have all been there. It is 9:00 AM. You have …
The AI Twin Blueprint. Build Your Digital Clone and Turn Your Personal Brand Into Profit
Author(s): Anna Jey Originally published on Towards AI. The AI Twin Blueprint The concept of personal branding has historically been bound by the immutable laws of physics and biology. An individual, no matter how charismatic, expert, or driven -is constrained by time, …
10 Simple AI Tools That Will Save You Hours Every Week
Author(s): Anna Jey Originally published on Towards AI. 10 Simple AI Tools That Will Save You Hours Every Week I remember the exact moment I hit “peak burnout.” It wasn’t dramatic. There was no screaming match or coffee thrown against a wall. …
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