The October 16 date I could not find — taking stock of Gemini model shutdown dates yourself
A widely repeated shutdown date for the Gemini 2.5 family is not on the official deprecations page. Here is how I pull every model ID out of a repository and reconcile it against a ledger I maintain myself, with working scripts.
Running 50+ AdMob Mediation Groups Alone: Four Tasks I Handed to an Agent, Four Decisions I Kept
Two wallpaper apps on iOS and Android put me past 50 AdMob mediation groups. Here are the four tasks I handed to an agent, the four decisions I kept, and the sample-size hole I later found in the evaluation code I had published.
Routing Between Local Gemma and Cloud Gemini 3.5 Flash by How Easily You Can Verify the Output
When I split local and cloud work by whether it was sensitive, or by which was faster, my decisions wobbled every time. The axis that finally held was different: if the output is wrong, can I catch it cheaply and undo it cheaply? Here is a router that chooses a model from verifiability and recovery cost, with working code and a measurement ledger.
When an Overnight Local Agent Crawls by Dawn — Keeping Ollama's Latency Flat by Working Backward from Context Length
Why each step of a long-running local agent gets heavier toward the end, how to measure it from Ollama's timing fields, and how a fixed num_ctx plus a rolling summary keep per-step latency flat.
Pairing a Local LLM With Antigravity to Keep Sensitive Code Off the Cloud
Should you really let a cloud agent read code that holds your billing keys and revenue logic? For indie developers that worry is concrete. Here I pair Ollama and Gemma as a local LLM with Antigravity, routing sensitive parts to local and general parts to the cloud, with the decision rules and measurements.
Parallel Agents Quietly Burn Through Your Quota — A Self-Defense Circuit Breaker When Limits Are Invisible
Even on AI Ultra's high ceiling, running parallel agents can exhaust your allowance without warning and leave later runs half-failing. Assuming the limit is invisible from outside, here is a circuit breaker that records consumption on your side and applies the brakes, drawn from real operation.
What You Lose When You Treat Antigravity as a Subordinate — A Decade of Solo Dev Perspective
Over-delegating to Antigravity quietly erodes your problem-solving ability. From 10+ years of solo app development, here's how to prevent cognitive outsourcing and keep your developer judgment sharp.
Three Months Using Antigravity as a Creative Assistant: An Artist's Honest Review
An indie creator who develops apps while maintaining an international art practice shares an honest, three-month account of using Antigravity for the work that surrounds creation. What can you delegate? What must stay in your own hands? Here's the dividing line I found.
Gemma 4 Implicit Caching in Antigravity: Cut Your Credit Costs by 40% Without Changing a Line of Code
A practical guide to leveraging Gemma 4's Implicit Caching in Antigravity. Learn how to structure your projects to dramatically reduce credit consumption when working with large codebases.
Fixing Hugging Face Transformers Errors — Identifying the Cause and Resolving It
Hugging Face Transformers errors sorted by symptom: ImportError, CUDA OOM, bf16 on unsupported GPUs, gated-model 401s, and cache bloat. How to identify the cause and work through the fix.
How to Fix Zapier, Make & n8n AI Integration Errors: Auth, Timeouts, and Rate Limits
AI integrations breaking in Zapier, Make, or n8n? This guide covers the root causes of auth errors, timeouts, and rate limits — with step-by-step fixes for each scenario.
Complete AI Design Automation Strategy: Combining Stitch, Figma Make, and MCP
Advanced implementation guide for AI design automation targeting solo developers and small teams. Covers Design.md architecture, Figma Make strategies, MCP code generation, team patterns, and ROI optimization techniques.