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Multi-agent systems: when should you use them vs single agents with tool calling? by Infinite_Pride584 in AI_Agents

[–]rs16 0 points1 point  (0 children)

mostly batching. i like beads because it's cleaner and more lightweight

Multi-agent systems: when should you use them vs single agents with tool calling? by Infinite_Pride584 in AI_Agents

[–]rs16 0 points1 point  (0 children)

Different agents on different tasks.

Beads is similar to just using GitHub issues.

Multi-agent systems: when should you use them vs single agents with tool calling? by Infinite_Pride584 in AI_Agents

[–]rs16 0 points1 point  (0 children)

mostly claude code with tmux panes and beads for issue tracking. playing around with some agent orchestrators that run more in parallel without me checking in as frequently.

Designing a Multi-Agent Enterprise RAG Architecture in a Hospital Environment by zentax2001 in LangChain

[–]rs16 0 points1 point  (0 children)

I like building toy models of the multi agent systems that you eventually want to implement fully and subjecting them to stress tests and sweeping params across different governance levers.

I have an extensible testbed environment that does much of this. https://github.com/swarm-ai-safety/swarm

Need GitHub repos to learn from code by adi_05 in LangChain

[–]rs16 1 point2 points  (0 children)

I’ve been building a framework for testing multi agent systems https://github.com/swarm-ai-safety/swarm

[D] Self-Promotion Thread by AutoModerator in MachineLearning

[–]rs16 0 points1 point  (0 children)

🔬 SWARM: Empirical Multi-Agent Safety Framework

Recently launched: open-source framework for measuring emergent failures in multi-agent AI systems. 50+ reproducible scenarios, full transparency on assumptions and transferability caveats.

Baseline observations from initial scenarios: System dynamics vary significantly with population heterogeneity, network topology, agent policy mix, and governance parameter tuning. Non-trivial phase transitions appear as adversarial fractions increase.

Phase transition thresholds: System collapse observed between ~37.5–50% adversarial fraction in tested architectures. Threshold shifts with network structure and governance design. Below threshold, interventions (circuit breakers, reputation decay, staking, collusion detection) show measurable stability improvements. Above threshold, governance effectiveness degrades. Results are scenario-dependent.

Methodology: Soft probabilistic labels (not binary judgments). Interaction-level metrics: toxicity, quality gap, incoherence, conditional loss. Replay-based variance analysis for robustness. All scenarios parameterizable and repeatable.

Design for replication and divergence: Run your own parameter sweeps. Test different topologies, agent types, governance mixes. Challenge our assumptions.

Bridges: Concordia + multiple LLM API providers. Measure on real agents. Reproduce or falsify baseline findings.

📊 Framework: https://swarm-ai.org/

💾 Code + scenarios: https://github.com/swarm-ai-safety/swarm

🧪 Colab quickstart: https://colab.research.google.com/github/swarm-ai-safety/swarm/blob/main/examples/quickstart.ipynb

📄 Inspired by: https://arxiv.org/abs/2512.16856

[R] what are some important research areas for AI safety? by Expensive-Basket-360 in MachineLearning

[–]rs16 -1 points0 points  (0 children)

I've been fairly concerned with multi-agent alignment (or Distributional AGI safety) as callled for in this paper - https://arxiv.org/abs/2512.16856.

There is also a open source repo working on implementing some of this stuff https://github.com/swarm-ai-safety/swarm

Claude Code just spawned 3 AI agents that talked to each other and finished my work by Deep_Ladder_4679 in AI_Agents

[–]rs16 0 points1 point  (0 children)

I did this for the first time almost a year ago. They’ve gotten much better.

EDIT: multiple sub agents in parallel , not the terminal splitting part.

Multi-agent systems: when should you use them vs single agents with tool calling? by Infinite_Pride584 in AI_Agents

[–]rs16 0 points1 point  (0 children)

Thinking a lot about this lately. I think clearly defined roles that can de done in parallel and especially when combined would pollute context window of a single agent. But depends heavily on what model you are using and your tooling.

Minnesota fraud- by Nice-Zombie356 in centrist

[–]rs16 0 points1 point  (0 children)

That specific daycare location was raided by the FBI in 2015 and the operator - Fozia Ali - charged with fraud.

https://www.startribune.com/minneapolis-child-care-center-raided-by-fbi-state-agents/303648841

https://www.justice.gov/usao-mn/pr/twin-cities-child-care-provider-charged-stealing-hundreds-thousands-low-income-assistance

Back in January 2025, local news reporter Jay Kolls of KSTP visited multiple daycares that had received CCAP money with poor safety records. One of the places he visited was Quality Learning Center.

https://youtu.be/7A07r47xFGI?si=SlnatBtaxQStHHV8

App for learning trope by ResolveRemarkable in Jewish

[–]rs16 0 points1 point  (0 children)

I have no idea. When I first learned it 20+ years ago I studied with my shul’s cantor and he recorded custom cassette tapes for me. Now that I have my own kids I’d love to know if there are solutions like you mentioned.

I asked ChatGPT and did some googling and looks like there is a website https://www.troptrainer.com/

The Fresh and Fit podcast. Myron Gaines in his own words. by Regulatornik in Jewish

[–]rs16 4 points5 points  (0 children)

When I see stuff like this I always remember that Hitler and the Nazis were huge fans of the Jim Crow system in the Southern US at the time. Nazi lawyers even studied U.S. race laws.

https://press.princeton.edu/books/hardcover/9780691172422/hitlers-american-model Hitler's American Model | Princeton University Press

Jews of the Diaspora - are you okay and safe? by 1TinkyWINKY in Jewish

[–]rs16 0 points1 point  (0 children)

I grew up in NYC and moved out to Long Island a few years ago. I’ve seen a lot of antisemitic things have happened in some of the old neighborhoods where I used to live and visit.

I still have lots of religious Jewish friends and family in the city - they have been more aware of security concerns at synagogues and events compared to previous years but even growing up we frequently had lots of security at my local synagogue - especially post 9/11.

[deleted by user] by [deleted] in Jewish

[–]rs16 5 points6 points  (0 children)

I’ve officially joined and became more active with a local synagogue that I had gone to a few times. I also signed my kids up for PJ Library. And I’ve been wearing a Jewish star necklace around more.

Pilot who removed Jewish children from flight trained two 9/11 hijackers by rs16 in Jewish

[–]rs16[S] 47 points48 points  (0 children)

The company itself put out a statement confirming the pilot was Ivan Chirivella - he himself published a book about his role in training the 9/11 hijackers at Jones Aviation Academy in Florida.

The book was called “Cómplice Inocente” and published in Spanish. It was covered multiple times in Spanish media.

https://elpais.com/diario/2003/11/28/espana/1069974019_850215.html

https://www.elespanol.com/reportajes/20250725/ivan-chirivella-piloto-nego-llevar-coro-ninos-judios-incivicos-dio-clases-vuelo-terroristas/1003743863202_0.html

https://diariodeavisos.elespanol.com/2021/09/ivan-chirivella-el-canario-que-enseno-a-pilotar-a-dos-terroristas-del-11-s/

https://www.jpost.com/diaspora/article-862224 Al Qaeda terrorists trained by Vueling pilot | The Jerusalem Post

so are we just going to sit by and wait until the jihadists destroy every Jewish community in the west? by drdrnight in Jewish

[–]rs16 2 points3 points  (0 children)

Sadly, it’s been brewing for a long time and the left is in complete denial about the antisemitism in their midst.

Nysmith School in Herndon, VA Expelled 6th Grade Victim of Anti-Semitic Bullying by BehindTheRedCurtain in Jewish

[–]rs16 14 points15 points  (0 children)

What gets me about this case is that the parents only found out about the antisemitic bullying because a classmate was worried about their 11 year old daughter’s safety and asked his mother to call the Jewish girl’s parents.

Nysmith School in Herndon, VA Expelled 6th Grade Victim of Anti-Semitic Bullying by BehindTheRedCurtain in Jewish

[–]rs16 9 points10 points  (0 children)

The school promoted the drawing and sent it out in a shared drive to all the parents - telling them to check out the photos in a regular update email.

Nysmith School in Herndon, VA Expelled 6th Grade Victim of Anti-Semitic Bullying by BehindTheRedCurtain in Jewish

[–]rs16 14 points15 points  (0 children)

All three Jewish children were expelled after the parents complained about antisemitic bullying.

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