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Part 3 in my notes on reading public Codex reset signals. This one is about how my own habits changed, not about a product feature. The thing I thought I understood When I started logging public Codex reset signals in late April, I had a simple mental model.
How to generate structured two-person conversations, audio dramas, and podcast simulations without drowning in timeline clutter and volume mismatch. If you produce narrative video essays, scripted podcast interviews, or animated dialogue in 2026, you already know the single most tedious manual task…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Most apps measure success in minutes on screen. I wanted to build one that counts it as a win when you close it. Go Outside is a one-button web app.
A post this week called context-window compaction a "200k-token lobotomy" and patched it with external state files named after Memento. It is a good write-up, and the naming is honest about the stakes. But it also made the underlying problem easier to see than the fix does.
According to LinkedIn job postings from Q4 2024, AI agent engineer roles increased 340% year-over-year, yet most require deploying on expensive cloud infrastructure.
A quick disclosure: I'm Fred Abila, and I build Vidmoat, a hosted AI video editor. It's on this list, and its free plan does put a watermark on exports, so I'll say that plainly rather than bury it. Everything below comes from each company's own pricing or help pages as I read them in October 2026.
Every AI agent SaaS I've built needed the same foundation before a customer could pay for it. I rebuilt it several times before I stopped. Here's the checklist I wish I'd had the first time, with the code that matters for the two items people most often get wrong.
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked AI coding demos show the happy path: the form renders, you click the button, a green "Success!" appears. I wanted to know what happens when a real user shows up.
I won a $7,000 hackathon prize. The payout form offered me Wise. Wise's own help page says that personal accounts with an address in Indonesia "can no longer hold money or currencies in their account." That is the kind of mistake I built Cair to prevent: an agent that plans how a prize or client…
Spending cycles manually writing tests, or constantly updating brittle automation, can feel like a Sisyphean task. We know comprehensive testing is crucial for stable applications, but the sheer volume and diversity of cases often mean we cut corners or fall behind.
An AI agent runs with your credentials and acts before you can stop it. GitGuardian analyzed nine public incidents between May 2025 and July 2026 to reverse-engineer what breaks in production.
Aubrey de Grey has been saying for twenty years that the first person to live to 1,000 is already alive. Most people roll their eyes. I used to. Then I started looking at what actually changed in the last five years of drug discovery, and the eye-roll got harder to sustain.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Git Out is a local-first voice companion for developers who want to think through technical problems without staying glued to a screen.
Search Console is the most useful SEO data most developers never open. It tells you which queries show your pages, how often people click and where you rank. Turning that into "fix these three things this week" is tedious table work, which is exactly what agents are good at.
내 GPU로 참여한다. 양자 하드웨어는 필요 없다. 오픈 퀀텀 챌린지는 벤더 중립, 완전 재현 가능한 양자 컴퓨팅 벤치마크다. 동결된 문제를 받아 자신의 GPU에서 어떤 방법으로든 풀고 예측 파일을 제출한다. 비공개 정답으로 모든 제출을 동일하게 채점하므로 순위는 재현 가능하고 하드웨어에 무관하다. 2개 시즌, 각 상금 $1,000 시즌 1은 양자 시뮬레이션이다. 페르미 허버드 계(체인, 사다리, 플라켓)의 바닥상태 에너지를 보고한다. 엄밀 대각화 대비 평균절대오차로 채점한다. 마감 2027년 2월 28일.
Part 2: the bridge connects the team. What can the team turn into something useful? In the first article, I connected my personal assistant, Instinct, to OpenCode on my Mac. Instinct is the PM. OpenCode is the developer.
The friction isn't the editor I switched between Cursor, Cline, and Claude Code in the same week recently. The learning curve on each tool was fine. What actually ate my time was re-explaining the project to each one. Same repo layout. Same test command.
We run a two-AI workflow: one AI manages and verifies, the other builds. They coordinate through a shared Google Sheet that acts as a message mailbox. It sounds simple. It was not simple. Here's what broke and what we learned.
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