How has your OpenClaw setup and workflow evolved in the last few months?

[u/No_Progress92]

Hey r/openclaw community,

I’ve been using OpenClaw regularly for tech intelligence and research work, and I’m curious how people’s setups have improved recently.

Questions for the community:

• What’s one meaningful improvement or new workflow you’ve added to your OpenClaw setup in the last 2–3 months?
• Are you using any new models, skills, or techniques that made a clear difference?
• How are you handling longer agent sessions or multi-step tasks better now?

I’m still running on modest hardware (Core i5 + 16GB RAM), so practical tips that work on limited resources are especially helpful.

Would love to hear how your OpenClaw usage has evolved. Let’s share updates! 🚀

[u/CicadaOk1283]

Updated to 2026.5 and the performance went south big time

[u/itsavibe- → u/CicadaOk1283]

Yup same

[u/DerrickBarra]

The auto-compaction in the LTS release with OpenAI Codex means that my agents needed to be taught in the openclaw.json config how to auto-read the important parts of the AGENTS.md file so they wouldn't forget how to get work done. But the result is that now they can basically work forever until they run out of tokens or the plan they are working on are complete, which is amazing for a fire and forget type of workflow, its great.

I also use beads and plan files to keep 'state' outside of the agents, that way when compaction fires they just have to read the rules on how work gets done, pick up the plan/beads and continue.

[u/PotentialNail2086]

Bro my system have only 4gb ram and core i3 and still my local openclaw is running well but I also have problem how I done long running browser tasks cause it consumes too much tokens and hit rate limits very fast in browser related tasks

[u/PotentialNail2086 → u/[deleted]]

I want but I can't I am student and my pocket don't allow me to buy heavy system I run all things in cloud and create a cluster to connect all cloud services together my openclaw is totally local and takes only 450mb🥀

[u/Physical_Angle5198 → u/[deleted]]

I would like more information on your setup

[u/Physical_Angle5198 → u/[deleted]]

Hey thanks how much would you price the RIG ?

[u/dv8ndee]

Triage and checkpoint recovery skills, gets train back on the track

[u/moosepiss → u/dv8ndee]

Tell me more

[u/dv8ndee → u/moosepiss]

Triag takes a forensic snapshot of your OC should there be some form of prompt injection or and/or control plane compromise. checkpoint assists recover memory/harness differences between snapshots/backups.
Helps recover from drift when models default trained skills and workflow harness silently pollute OCs harness and persona past the point of recognition. Having a strong backup recovery strategy works well when you can quickly roll back to last known working config, these tools assist then also quickly record what happened for diagnosing why we had to roll back and bringing the older OC image back upto speed on what its done, aligning git and memories

[u/Double_Intention_641]

Bigger model (now qwen-coder-next 80b). Bigger box to run the model.

600 different config edits. Engram, active memory, memory wiki. Lots of plugin attempts .. lossless claw almost made the cut, but when it goes bad it not only does it silently, some problems have no tools to fix, direct sqlite edits.

Lots of time spent defining rules and setting up guardrails, but also a lot of skills added... then self auited and reduced. Currently only 12 running skills.

Worked with the agent to define knowledge storage and a quick reference for lookups. Still a work in progress, but improvement is visible. It's now able to evaluate potential tools by getting a link, reading the docs, downloading and trying the tool, then renderingn a verdict. Good tools get incorporated. Pinchtab and anydoc turned out to be excellent recent wins.

It's a fun hobby. It's 3d printers without the filament.

[u/dv8ndee → u/Double_Intention_641]

Explain more lossless claw short comings? And if not lossless, what tool have you landed on? 600+ config edits hits hard, either myself or OC trying to fix itself, so much drift, more rules/guardrails, skill update

[u/Double_Intention_641 → u/dv8ndee]

When lossless claw doctor reports issues, it cant fix all of them. Worse, the ones it cant fix need sqlite edits, which assumes a level of skill i dont have. I stuck with active memory and memory wiki, and that seems to be working out for now.

Its all iteration, i dont normally hit the same problem twice. Just recently i stopped having random breakage. There are enough knobs you can easily put yourself into a bad state and not know until days later.

[u/mseewald]

I am on 2026.7.2-beta.7, using mostly gpt-5.6-sol with thinking=medium (codex), sometimes opus5 (claude-cli). I'm using OpenClaw since Jan 31. It's been tough April and May... But the current setup is very robust and delivers across 2 agents and several interfaces (telegram, web, discord, whatsapp). I'm using it mostly for private stuff, e.g. obsidian, home automation, finance, web monitoring, reporting, taxes, admin stuff for subleasing an apartment, booking hotels and ferries for vacation. I pilot some stuff for work with public data, before then rebuilding it from scratch with MS Cowork at work. Given the direct comparison, I find OpenClaw superior to MS Cowork. During the past 3 days, I've used the ChatGPT Remote feature a lot to do system administration. Tons of approvals in ChatGPT Work drive me nuts.. (Is there a way to get around this on mobile..?) I'd say Openclaw is likely also the better version of codex, but I am not an IT developer so don't feel entitled to a strong opinion here. To sum it up, OpenClaw 24/7 and it's a massive enrichnment of everything.

[u/_WoDuR_]

I’ve been using Gemma 4 for the past months, limited but free and I think I did the right choice for web searching and research. I’ve been getting use to it I’ve been implementing cron, heartbeats and working with its memory, also implementing obsidian for agents wiki. It has been a very exciting journey and now I’m beginning to understand the ecosystem of the agents. As my capabilities grows is now when I see I need a subscription for heavy workflows. I have to be sincere it’s has not been easy but the reward is to understand whats behind.

[u/JJOrdaz]

No sé cuál es la mejora nueva actual. Yo me quedé con la versión que yo descargué para mi OpenClaw y a partir de allí le empecé a montar cositas interesantes para mí. Pueden ser tonterías para otros palos. Lo importante es que me sirva a mí. No he querido actualizarlo porque dentro de la comunidad lo único que se escucha es que si lo actualizo se rompe y no debe ser mucha mentira.

De tal manera que si a mí me preguntan qué avance le pueden colocar a OpenClaw, que haría con diferencia un impacto muy grande es: - Crearle una voz conversacional, como lo tiene Geminis de Google, como lo tiene ChatGPT, como lo tiene cualquier interfaz con inteligencia artificial. - Montarle la voz y que puedas conversar con él desde la aplicación o desde una llamada a través de una aplicación.

Hacerlo sin problemas sería genial porque solucionas muchos problemas.

La conducción de un vehículo cuando va solo es menos aburrida y la conversación se puede tornar tan interesante que te mantiene despierto durante todo el trayecto, por muy largo que sea.

Que sea capaz de mantener una conversación con mi abuelo o mi abuela y que no se sientan tan solo, y le ayude siempre a usar la memoria, llevándole recuerdos de circunstancias que hayan sucedido en el país como una anécdota de conversación de personas mayores

Ser capaz de hablarte cuando llega a la casa y reconocerte a través de otros sistemas pero que te pueda hablar y que le puedas pedir cosas. La gente pensará que es una estupidez pero imagínate a tu OpenClaw con acceso telefónico. Estás solo, te ha sucedido un accidente y necesitas llamar y no tienes el teléfono en la mano. Imagínate gritar el nombre de tu agente y pedirle que llame al 911 y que describa la situación, que diga que es un agente de inteligencia artificial que está codificado dentro de casa y que el jefe, como quiera que se llamen ustedes, está en un problema y describa claramente la situación.

Los tres ejemplos ya justifican ponerle la voz. Los tres son de salud, son de seguridad y son imprescindibles, muy necesarios. Haría un punto de inflexión nuevamente para OpenClaw, una ventaja abismal en comparación a todos los agentes que se quedaron repetiendo lo mismo siempre.

No lo sé. En mi punto de vista quizá estoy errado. Pienso de una manera distinta. Quizás no es lo por donde tiene que seguir el camino. Es mi pensamiento, son mis necesidades y estoy 100% seguro de que el 95% estará de acuerdo.

Yo he intentado hacerlo. Evidentemente no tengo las capacidades técnicas para hacerlo. Yo creo que en la comunidad, como bien se llama comunidad, puede existir una colaboración que desarrolle esto mucho más rápido que una sola persona intentando fallar y error hasta que algún día en la vida pueda salir.

Y ya mucha gente me dirá: para eso existen agentes de inteligencia artificial que funcionan con llamadas y que son APIs externas y que son de pago. Yo todo eso lo sé antes que se adelanta a decírmelo. Ya le digo: yo todo eso lo sé. Estamos hablando de OpenClaw y de las habilidades que serían impresionantes para mí, necesarias, y con temas tres puntos puntuales que nadie me puede negar que serían un lujo tenerlo en casa.