591–600 of 1001 posts
Working on reproducible test runs to catch quality issues from LLM providers. My main goal is not just a "the model made code, yay!" setup, but verifiable outputs that can show degradation as percentages. i.e. have the model make something like a connect 4 engine, and then run it through a lot of tests to see how "valid" it's solution is. Then score that solution as NN/100% accurate. Then do many runs of the same tes…
If you're interested in Stoicism, feel free to join and start some discussions.
- The Laravel Artisan Cheatsheet - https://artisan.page
- Cachet, the open source status page system - https://cachethq.io
Professionally:
- Laravel Cloud's "Private Cloud" offering - https://cloud.laravel.com/enterprise
The idea is to let multiple agents propose, critique, and stake on decisions before a single action is taken, rather than letting one model silently decide. It’s model-agnostic and runs locally, with no blockchain or financial layer involved.
I’m mostly exploring whether adding explicit disagreement and cost at decision time actually improves outcomes in high-stakes or automated workflows.
https://github.com/consensus-tools/consensus-tools
I've also created an AgentSkill to interact with the cli:
I also did a write up of PRDs and using Railway to build apps on my blog at https://aftercompsci.com.
-> host your own custom domains and plug existing email sources with privacy;
-> share mailboxes with teammates and AI agents without having to share pwds as in the 80's;
-> git review like UX to collaborate with humans and AI agents; local AI to save money on mundane email tasks;
-> native apps + cli/mcp/api with guardrails for external AI agent access
waitlist on https://bangermail.com
I was frustrated by the process of searching for clinical trial info using the clunky and slow registry websites. So I aggregated all trials around the world and made the search faster. Additional features:
- You can watch a trial and get email updates
- Sometimes a trial is done and a paper published, but no updates to the official page. I try to find these papers and link them
- I try to link trials with the same drug together, showing the drug going through different phases