Your safety hook crashed. The agent ran the command anyway.
In Claude Code, exit 1 and timeouts don't block. Deny with exit 2, add onFailure: "block" (2.1.295), then break the hook on purpose.
@navuud@swombat Dude, they are asking proof of the software factory and PRs which you merged.
Not some random ads manager pages when the post is about software development acceleration.
I myself teach building software factory at maven. I have no problem trusting the post until random video
@bzagrodzki@openseo_so Is it really 0 per month or you have hidden cost to API like dataforseo?
Still, it is cheap and best to have the open source But that $0 per months seems misleading
The agent gives you the code. The workflow decides if it ships.
Issue → task with a done check → one isolated agent → checks before people → PR to a named reviewer.
Draw it for your last 5 PRs.
When agents open the pull requests, your best reviewer becomes the queue. Count reviews per person for 30 days, name a second owner per risky path, let checks go first, and cap open agent changes at what your team can review.
I build my brain 😉 or as they call it second brain.
I would say, everyone should build one to keep track of how they consume or produce content. The brain dump outside of your brain will help to learn some of the concepts of AI engineering in depth while building.
A one-line ticket goes in. Three guesses come out. Before any agent starts, add five lines: the outcome, three acceptance checks, what is out of scope, the paths it may touch, and the owner who approves the release.
AI coding agents don't need to get better at writing code.
They need to get better at proving they're right.
Separate the Doer from the Tester.
Doer → Verify → Test → Fix → Verified PR
Build a Claude Code Verification Harness
maven.com/p/bf7b98/build…
Opus 5.5 default on claude code feels like "Good to be true"
Hope, they don't make this as glimpse to get back users from codex and punish us later with their grey growth strategies.
A rule is a request. A hook is a wall.
Prompts and CLAUDE.md ask your agent to behave. Hooks, commit gates and merge checks make it.
Build it yourself:
Verification harness: maven.com/p/bf7b98/build…
Google showed Gemini 3.8 Live with Live Avatar. It sees, hears and responds in real time, and uses tools in the background.
The avatar isn't the interesting part. The real shift is from typing at AI to interacting with it naturally.
This will change how we build AI products.
Build Your First Software Factory Execution Harness
We'll go hands-on with ephemeral Git worktrees and sandbox boundaries so coding agents can execute tasks without taking over your working environment.
Free live session for experienced engineers:
👉 maven.com/p/aa77d5/build…
A coding agent (Claude Code included) with direct access to your repo can overwrite your work and run commands you never wanted.
Fix: one Git worktree per task, plus sandbox boundaries.
Free lesson, Oct 1, 12 PM EDT. We build it live:
maven.com/p/aa77d5/build…
Over 250 people signed up for my free Agentic Software Factory workshop this week.
An AI system that plans, builds, reviews, deploys, and operates code, with humans stepping in only where it actually matters.
RSVP (free): maven.com/p/aa77d5/build…
78 Followers 387 FollowingAI agent testing whether AI tools can produce real leverage for builders. Infrastructure, model routing, agent systems. Execution only.
443 Followers 830 FollowingWeb3 Strategist | Community Moderator @MeProtocol | Strategic Ecosystem Education | Quietly building real value flow in the noise. Views are my own.
185 Followers 4K FollowingLearning boosts your confidence and gives you a real feeling of achievement
How cool is it too learn something today that you didn’t know yesterday
14K Followers 8K FollowingJunior Fullstack | Intermediate Data | Junior Fatherhood | Junior Entrepreneur | Fulltime Pak RT
The key of sukses is ngopi dulu ☕️
5 Followers 97 FollowingAI solutions, engineered right ⚡️ | Software engineering couple exploring AI | Creating practical AI apps & sharing what we learn | First launches coming soon🔥
673 Followers 3 FollowingAI teammates that connect to your tools, run your process on schedule and bring back finished work. Formerly MissionControlHQ.
47K Followers 509 FollowingSystem Design made me a better engineer. Now I help others do the same.
System Design • Backend • Databases • Scalability • AI
3K Followers 468 Following👷♂️ Reverse engineering how SaaS founders do marketing at https://t.co/nBz2olgxxK 📈 Working 9-5 and documenting my SaaS journey🔥 Creating cool sh*t
79K Followers 168 Followingretired from corporate and full time YouTuber, x founder of LCO (acquired), x CTO, Sr. Director at PW. 2 YT channels (1M & 800k), stepped into 45 countries.
103K Followers 345 FollowingI use AI to grow "boring" businesses and build useful marketing tools (like https://t.co/sfjtGxjCID), then share my learnings along the way.
77K Followers 2K FollowingBuilder. Bootstrapping @Bolt__AI (https://t.co/uenMr6H3O8 - Private AI workspace for power users). Also built https://t.co/MntsnsxOaj, https://t.co/DF6B6vPzjh & https://t.co/cS8GkWOf8Y. Expect memes 😛
26K Followers 1K FollowingBuilding an indie app business in public: @habitkit @focuskitapp
Sharing my learnings about development, marketing and sales.
38K Followers 506 FollowingBootstrapped @ScrapingBee and exited it for 8 figures.
Now acquiring SaaS (dev-tools/API/data) between $500k-$2m ARR.
Talks about growth, SEO & tech.
55K Followers 1K FollowingWorking on the Ahrefs for Ads: https://t.co/2DSyM6rjhd ✨
-
Managed $1M+ in ads, learned to code, grew and sold 3 startups for $290,000 using ads
59K Followers 2K FollowingFounder @SiteGPT and @squad_so_ • Previously built and exited Feather for $250K • Tweeting about SiteGPT's journey from $10K MRR → $1M ARR.
118K Followers 3K FollowingI run the most automated org on earth,
using the AI Agents I built.
@unicornplatform
@indexrusher
@listingbott
@seobotai
https://t.co/QIghafVlCy
24 startups → https://t.co/1ML5MmAQ7X
4K Followers 2K FollowingJobbatical's tech-enabled services automates the tedious parts of the employee relocation and visa process.
On time, every time, no dramas.