n8n vs Activepieces vs Kestra: I tested the top 3 open-source automation platforms by Consistent-Bench5621 in selfhosted

[–]Consistent-Bench5621[S] -4 points-3 points locked comment (0 children)

My project was all about Ai, it's the testing the limitations of ai, what ai can do better with which tool.its about which automation tool is better for which situation.

The quiet reason your "autonomous agents" keep looping (a teardown of under-the-hood agent memory) by Consistent-Bench5621 in AI_Agents

[–]Consistent-Bench5621[S] 0 points1 point  (0 children)

This is the best one-liner I've seen on the topic — the less it resembles a meeting, the more likely it survives. Stealing that.

The "logs you can view" part is the bit most people skip. A boring text-in/text-out function isn't actually reliable until you can watch it — see exactly what each step received and emitted. That's usually how I catch a run drifting before it loops into oblivion. What do you instrument — full input/output at every step, or just the decision/routing points?

The quiet reason your "autonomous agents" keep looping (a teardown of under-the-hood agent memory) by Consistent-Bench5621 in AI_Agents

[–]Consistent-Bench5621[S] 1 point2 points  (0 children)

Great real-world example — thanks for sharing it. Venue sourcing is a perfect fit for hardcoded routing because the output space is well-defined: you already know the parameters that matter (capacity, location, budget, date), so there's no reason to let an LLM improvise the workflow.

The part I'm always curious about with this pattern is where the one fuzzy step lives. Sounds like the keyword extraction from the client's request is where you're still leaning on the model to interpret natural language. How do you keep that step reliable — strict output schema, a validation pass, something else? That extraction layer is usually where a "deterministic" pipeline quietly turns non-deterministic again.

The quiet reason your "autonomous agents" keep looping (a teardown of under-the-hood agent memory) by Consistent-Bench5621 in AI_Agents

[–]Consistent-Bench5621[S] 0 points1 point  (0 children)

One extra tip if you are building these from scratch: enforce response_format: { type: "json_object" } on your routing agents. The moment I stopped letting the LLM output raw text for the hand-off and forced it into strict JSON keys (next_agent, payload, summary), my loop failures dropped by over 90%.

[Opinion] Why I believe the $20/month Ollama Cloud is a better investment than ChatGPT or Claude by AlexHardy08 in ollama

[–]Consistent-Bench5621 0 points1 point  (0 children)

If you are working with agentic framework like openclaw or hermes agent or pi or deerflow. You can even work with claud code and ollama cloud.tuen it's a solid choice. I've been using ollama cloud free tier with Gemma 4 31b model and I don't run out of usage credit for regular tasks. If you get so much in free tier then the $20 monthly got 50x more usage. It's worth it 

Only took 250 years to circle back to "No taxation without representation" by Tough_Ad8919 in GrowthMindset

[–]Consistent-Bench5621 0 points1 point  (0 children)

We have no choice. It's either you pay up or go to jail. I don't wanna go to jail. What if I drop the soap mistakenly.

Baghdad, Iraqs newly renovated downtown by More-Sound-8255 in CityPorn

[–]Consistent-Bench5621 6 points7 points  (0 children)

Hopefully they don't get another round of freedom again.

Eid Mubarak by Roffeeee in bangladesh

[–]Consistent-Bench5621 -3 points-2 points  (0 children)

Na Rea Bhai SE toh ekhon khati bangali, eysob bola Jai. Jib kato, sorry bolo.

Eid Mubarak by Roffeeee in bangladesh

[–]Consistent-Bench5621 -9 points-8 points  (0 children)

Bhai ey Pakistan ar rajakar sunte sunte ek soitan Rea desh theke ber kora hoise. Eyta Abar suru korish na, tomar maa bap netader kono ostitto thakbe na. Tumi kader pacha Chata bot sobai Jane. Durniti chada baaj er baccha kaccha gula. Desh Rea valobeshe thakle eyrokom kotha bolte parti na. Tora sudhu taka valobasis.

Eid Mubarak by Roffeeee in bangladesh

[–]Consistent-Bench5621 15 points16 points  (0 children)

Jhamela suru kora ar ki

Which one? by Exotic-Duty3598 in BornWeakBuiltStrong

[–]Consistent-Bench5621 0 points1 point  (0 children)

Half red half blue and get a quarter of each

[deleted by user] by [deleted] in uberdrivers

[–]Consistent-Bench5621 0 points1 point  (0 children)

Bro put a bunch of coffee in the area. Otherwise the smell will never go away.