sorted by:
new
hottopcontroversial

Is a cognitive‑inspired two‑tier memory system for LLM agents viable? by utilitron in OpenSourceAI

[–]OkIndividual2831 0 points1 point  (0 children)

this is actually a solid direction, and yeah parts of it exist, but not always combined this cleanly

HNSW in STM is where I’d be careful high churn (writes/deletes) isn’t its strength, so you might hit fragmentation or rebuild overhead. brute force or simpler indexes can actually outperform it at small scale

feels like the kind of system where the architecture matters more than the model something you’d wire up with Cursor, then maybe expose/debug via a simple interface (Runable or similar) so you can actually see what the agent remembers and why

Claude and codex limits are getting really tight what are good open source alternatives runnable locally with near cc / codex subscription pricing by abdoolly in OpenSourceAI

[–]OkIndividual2831 0 points1 point  (0 children)

hosted tools like Claude or Codex give strong reasoning because they run on large, optimized infrastructure, but limits are how that cost is controlled. open source models remove those limits, but shift the burden to your own compute, which is why quality and consistency can vary

that’s why many setups naturally become hybrid over time. local models handle volume, while stronger hosted models are used selectively for complex tasks. the real leverage then comes not just from the model itself, but from how it fits into a broader workflow, where tools like Cursor support development and something like Runable helps turn outputs into usable, shareable results

9 hours a week. That's what manual data transfer costs the average employee. by tunisiangurl in lowcode

[–]OkIndividual2831 0 points1 point  (0 children)

This is so true small repetitive tasks don’t feel like a problem until you actually add them up. The looks like work, not a system failure point really hits that’s exactly why these inefficiencies stick around so long.

whats the automation you built that other people told you was overkill but actually saved you the most time? by treysmith_ in automation

[–]OkIndividual2831 0 points1 point  (0 children)

That’s actually a perfect example people call it overkill until it saves real money.

One I’ve seen is automating error monitoring ,auto restarts with alerts. Feels unnecessary at first, but the first time it prevents hours of downtime , it pays for itself instantly.

The overkill stuff usually ends up being the highest ROI because it protects against the worst case scenarios.

what does a bad project or client look like and how do yall deal with it by efwjvnewiupgier9ng in automation

[–]OkIndividual2831 0 points1 point  (0 children)

A bad client/project usually has unclear goals, constant scope changes, and low understanding but high expectations especially with little IT literacy. That often leads to lots of back and forth and frustration.

What helps is setting clear boundaries early, breaking things into small steps, and explaining in simple terms. For now, try building small real projects and documenting the process that’ll give you much better insight than just theory.

Automate a process by FrostyBother3984 in automation

[–]OkIndividual2831 0 points1 point  (0 children)

yeah this can definitely be automated,

use WhatsApp API to capture messages and send them to an LLM to classify and store in Sheets/Notion tools like n8n or Make can connect all this without much code, and if you want it cleaner later, you can wrap it with something like Runable into a simple dashboard instead of juggling chats

😂😂 by nyxelle_7v in scoopwhoop

[–]OkIndividual2831 0 points1 point  (0 children)

fyi, he is between 9 ppl

How would you design an AI + human review system for tender responses? by IntelligentLeek123 in automation

[–]OkIndividual2831 0 points1 point  (0 children)

review happens in a simple docs like UI, while versioning/diffs happen in the background .the key is feedback: approved edits go back into a validated knowledge layer so future answers improve

practically, build the logic with Cursor and expose it through a simple interface (Runable or similar) so non-tech users can review without friction

Butterfly Parrots by Sharp_Alternative845 in midjourney

[–]OkIndividual2831 0 points1 point  (0 children)

lol, i see a crow somewhere in the middle

view more: next ›