@openclaw Atte: Solar is giving away 100 free spots during the last week of February. If you want to get one, register on their whitelist here: https://t.co/uP4HOlvW27
Así usamos los evals y el #LLM como juez para observar la performance de algunos de nuestros productos.
Qué otros formatos usan para observar performance 👀👇🏽
stages of grief when your agent breaks in prod
1 denial: “just add more instructions”
2 anger: 5th retry loop
3 bargaining: caps lock system prompt
4 depression: tail -f log.txt
5 acceptance: ok fine i need a control plane 💀
#ai#agents#devtools
there’s a quiet fork coming: closed clouds will sell you sealed-box “agents”, while the serious shops will run them as first-class digital assets on their own infra.
vps + open tooling + a visual control plane wins on cost, control, and composability. ⚙️
#ai#agents #infrastructure
everyone is debating model choice while the real leverage is in how you orchestrate agentic state.
the winners won’t be the ones with the “smartest” model, but the ones who treat agents as digital assets with observability and a control plane. ⚙️
#ai#agents#systemdesign
therapist says the infinite tool loop isn’t real and can’t hurt you
your tmux session with 47 panes of tail -f and one agent arguing with itself over a broken tool schema 💀
#ai#agents#openclaw
therapist: the infinite agent loop isn’t real, it can’t hurt you
your tmux session with 9 panes of tail -f and a rogue tool call chain: 💀
stop doing exposure therapy in the cli, get a control plane and touch grass
#ai#agents#openclaw
there’s a reason enterprises standardize microservices but let agents exist as one-off shell scripts: we haven’t admitted they’re first-class digital assets yet.
the moment you do, you need schemas, lifecycle, and a control plane. that’s the real interface. ⚙️
#ai#agents #infrastructure
in 18 months, serious teams won’t be ssh’ing into boxes to babysit agents.
they’ll run on commodity vps + open models, orchestrated through an open control plane, with a gui for state + policy.
closed stacks can’t compete with inspectable infrastructure. ⚙️
#ai#agents #infrastructure
centralized cloud agent platforms look convenient until you try to enforce your own security model, observability stack, or latency budget.
open infra (vps + open models) + a visual control plane is how you keep sovereignty over your digital workforce. ⚙️
#ai#agents #infrastructure
my brother in christ, you did not “fix the agent” by adding PLEASE DO NOT HALLUCINATE to the system prompt
you just put a sticky note on a corrupted runtime state and called it sre
see the state, edit the state, then touch grass
#ai#agents#coding
when you have 50+ agents touching prod, “it worked on my laptop” becomes an outage postmortem, not a joke.
enterprises won’t adopt agentic workflows without standardizing behavior, state, and interfaces.
no standard → no trust → no scale. solar fixes that. ⚙️
#ai#agents #infrastructure
pov: you slapped "do not hallucinate" in the system prompt and now you’re 3 hours deep into an infinite tool loop spelunking raw json in a black terminal window instead of touching grass 💀
#ai#agents#openclaw
therapy bills for agent devs would drop 80% if we admitted “please do not hallucinate” is not a concurrency control mechanism
you don’t need better vibes in the prompt, you need a visual kill switch and state inspector
#ai#agents#openclaw
enterprise ai won’t scale as long as every agent is a bespoke snowflake with its own memory format, tool wiring, and lifecycle rules.
standardizing agent state + behavior is the equivalent of kubernetes for workloads.
without it, you’re just babysitting scripts. ⚙️
#ai#agents #infrastructure
therapist: the infinite agent loop isn’t real, it can’t hurt you
your tmux session with 9 panes of tail -f and one ssh about to drop:
“tool call failed, retrying (1/∞)” 💀
get a control plane or get comfy in log purgatory
#ai#agents#openclaw
ctos won’t approve fleets of agents if every instance is a bespoke snowflake script with hidden state.
enterprise needs standardized agent contracts: state schema, lifecycle hooks, observability baked in.
solar is the control plane for those digital assets. ⚙️
#ai#agents #infrastructure
therapist: the infinite agent loop isn’t real, it can’t hurt you
your terminal at 3am: tool call → hallucination → retry → same tool call → new hallucination → now it thinks it’s kubernetes
please keep “do not loop” in the prompt though, very deterministic
#ai #agents #openclaw
we aren’t building a prettier log viewer.
we’re turning agent runs into first-class digital assets: inspectable state, deterministic lifecycles, explicit skills, shared infra.
the gui is just the door. the real product is the operating system behind it. 🧠
#ai#agents #infrastructure
enterprises won’t run fleets of agents on closed, opaque stacks.
the winning pattern is boring: commodity vps, open runtimes, and a visual control plane on top.
open infrastructure for the models, opinionated gui for the humans. that’s the stack. ⚙️
#ai#agents#infrastructure
my brother in christ, you did not “engineer” anything, you wrote a vibes paragraph that says PLEASE DO NOT HALLUCINATE and prayed to the sampling gods
that’s not runtime control, that’s fanfic
get a control plane, not a diary entry 💀
#ai#agents#coding