Low-Cost policy ChatGPT: Razlika med redakcijama
Iz KrofekWiki
nova stran z vsebino: » == 1. Pojdi v OpenClaw mapo == == 2. Naredi backup == == 3. Ustvari low-cost policy config == Prilepi: Shrani: == 4. Dodaj v <code>.env</code> varčno nastavitev == Na konec dodaj: == 5. Ustvari agent policy file == == 6. Dodaj policy v orchestrator prompt == == 7. Restart OpenClaw == == 8. Preveri containerje == Moraš videti nekaj takega: == 9. Preveri, ali config obstaja v containerju == Če uporabljaš sync skripto, preveri še na hostu: == 10. Če s...« |
Brez povzetka urejanja |
||
| (Ena vmesna redakcija istega uporabnika ni prikazana) | |||
| Vrstica 1: | Vrstica 1: | ||
= OpenClaw Low-Cost Setup = | |||
== | == Cilj == | ||
Ta konfiguracija optimizira OpenClaw za: | |||
* minimalno porabo tokenov, | |||
* hiter odziv, | |||
* slovenski output, | |||
* pameten model routing, | |||
* uporabo heavy modelov samo po potrebi. | |||
Primerna je za: | |||
* Hetzner VPS, | |||
* AI-trader setup, | |||
* Telegram agente, | |||
* automation workflowe, | |||
* coding assistente, | |||
* SOC/NIS2 agente. | |||
== | == Trenutno veljavno == | ||
= | {| class="wikitable" | ||
! Namen | |||
! Model | |||
|- | |||
| Privzeti model | |||
| <code>gpt-5.4-mini</code> | |||
|- | |||
| Coding | |||
| <code>gpt-5.4</code> | |||
|- | |||
| Heavy reasoning | |||
| <code>gpt-5.5</code> | |||
|} | |||
== | === Pomembno === | ||
<code>gpt-5.2</code> in <code>gpt-5.3-codex</code> za ta račun nista veljaven routing cilj. | |||
== | == Preverjanje == | ||
Pred spremembami preveri stanje: | |||
<pre> | |||
openclaw status | |||
openclaw config validate | |||
</pre> | |||
== Priporočena uporaba modelov == | |||
== | === Default === | ||
<pre> | |||
gpt-5.4-mini | |||
</pre> | |||
Uporabi za: | |||
* chat, | |||
* automation, | |||
* formatting, | |||
* brainstorming, | |||
* research summaries, | |||
* docs, | |||
* scripting, | |||
* Telegram workflowe, | |||
* lahke agente. | |||
=== Coding === | |||
<pre> | |||
gpt-5.4 | |||
</pre> | |||
Uporabi za: | |||
* Python, | |||
* Bash, | |||
* debugging, | |||
* refactoring, | |||
* infrastructure, | |||
* Docker, | |||
* DevOps, | |||
* API integracije. | |||
=== Heavy reasoning === | |||
<pre> | |||
gpt-5.5 | |||
</pre> | |||
Samo za: | |||
* architecture, | |||
* deep analysis, | |||
* security reasoning, | |||
* large planning, | |||
* multi-agent orchestration, | |||
* kompleksne NIS2/SOC analize. | |||
== Največji prihranek tokenov == | |||
Največ tokenov pobere: | |||
* verbose reasoning, | |||
* huge context, | |||
* auto reflection, | |||
* recursive agents, | |||
* autonomous research, | |||
* long memory injection, | |||
* browser automation, | |||
* recursive summarization. | |||
== Priporočena optimizacija == | |||
Zato je smiselno: | |||
* držati default na: | |||
<pre> | |||
gpt-5.4-mini | |||
</pre> | |||
* coding po potrebi ročno preklopiti na: | |||
<pre> | |||
gpt-5.4 | |||
</pre> | |||
* heavy reasoning uporabljati samo občasno: | |||
<pre> | |||
gpt-5.5 | |||
</pre> | |||
== Kratek workflow == | |||
# Preveri: | |||
<pre> | |||
openclaw status | |||
</pre> | |||
# Validiraj konfiguracijo: | |||
<pre> | |||
openclaw config validate | |||
</pre> | |||
# Za chat pusti: | |||
<pre> | |||
gpt-5.4-mini | |||
</pre> | |||
# Za coding uporabi: | |||
<pre> | |||
gpt-5.4 | |||
</pre> | |||
# Za težke naloge uporabi: | |||
<pre> | |||
gpt-5.5 | |||
</pre> | |||
== Najboljša praksa za Hetzner VPS == | |||
Za manjši VPS (4–8 GB RAM): | |||
* ne uporabljaj browser automation, | |||
* ne uporabljaj voice pluginov, | |||
* ne uporabljaj recursive agent loops, | |||
* ne uporabljaj lokalnih 30B+ modelov, | |||
* ne uporabljaj autonomous browsing, | |||
* ne uporabljaj huge memory injection. | |||
Najbolj stabilna kombinacija: | |||
{| class="wikitable" | |||
! Komponenta | |||
! Priporočilo | |||
|- | |||
| Default model | |||
| <code>gpt-5.4-mini</code> | |||
|- | |||
| Coding | |||
| <code>gpt-5.4</code> | |||
|- | |||
| Heavy reasoning | |||
| <code>gpt-5.5</code> | |||
|- | |||
| Telegram | |||
| enabled | |||
|- | |||
| Browser plugin | |||
| disabled | |||
|- | |||
| Voice plugin | |||
| disabled | |||
|- | |||
| Local LLM | |||
| disabled | |||
|- | |||
| SSH tunnel | |||
| enabled | |||
|- | |||
| Public gateway | |||
| disabled | |||
|} | |||
== OpenClaw priporočila == | |||
Priporočeni setup za low-cost AI-trader: | |||
* Telegram-only workflow, | |||
* JSON pipelines, | |||
* lightweight orchestrator, | |||
* external API modeli, | |||
* minimal memory injection, | |||
* deterministic prompts, | |||
* short outputs. | |||
== Stabilnost == | |||
Če vidiš: | |||
<pre> | |||
event_loop_delay | |||
</pre> | |||
ali: | |||
<pre> | |||
cpuCoreRatio > 1.0 | |||
</pre> | |||
potem: | |||
* zmanjšaš concurrency, | |||
* zmanjšaš memory injection, | |||
* izklopiš browser/voice, | |||
* zmanjšaš recursive workflowe, | |||
* uporabljaš manjši model. | |||
== Health check == | |||
Za hitro preverjanje: | |||
<pre> | |||
/root/oc-status.sh | |||
</pre> | |||
== Preverjanje po rebootu == | |||
<pre> | |||
docker ps | |||
/root/oc-status.sh | |||
</pre> | |||
Če vidiš: | |||
* healthy, | |||
* readyz true, | |||
* Telegram connected, | |||
je OpenClaw stabilno nastavljen. | |||
Trenutna redakcija s časom 07:55, 15. maj 2026
OpenClaw Low-Cost Setup
Cilj
Ta konfiguracija optimizira OpenClaw za:
- minimalno porabo tokenov,
- hiter odziv,
- slovenski output,
- pameten model routing,
- uporabo heavy modelov samo po potrebi.
Primerna je za:
- Hetzner VPS,
- AI-trader setup,
- Telegram agente,
- automation workflowe,
- coding assistente,
- SOC/NIS2 agente.
Trenutno veljavno
| Namen | Model |
|---|---|
| Privzeti model | gpt-5.4-mini
|
| Coding | gpt-5.4
|
| Heavy reasoning | gpt-5.5
|
Pomembno
gpt-5.2 in gpt-5.3-codex za ta račun nista veljaven routing cilj.
Preverjanje
Pred spremembami preveri stanje:
openclaw status openclaw config validate
Priporočena uporaba modelov
Default
gpt-5.4-mini
Uporabi za:
- chat,
- automation,
- formatting,
- brainstorming,
- research summaries,
- docs,
- scripting,
- Telegram workflowe,
- lahke agente.
Coding
gpt-5.4
Uporabi za:
- Python,
- Bash,
- debugging,
- refactoring,
- infrastructure,
- Docker,
- DevOps,
- API integracije.
Heavy reasoning
gpt-5.5
Samo za:
- architecture,
- deep analysis,
- security reasoning,
- large planning,
- multi-agent orchestration,
- kompleksne NIS2/SOC analize.
Največji prihranek tokenov
Največ tokenov pobere:
- verbose reasoning,
- huge context,
- auto reflection,
- recursive agents,
- autonomous research,
- long memory injection,
- browser automation,
- recursive summarization.
Priporočena optimizacija
Zato je smiselno:
- držati default na:
gpt-5.4-mini
- coding po potrebi ročno preklopiti na:
gpt-5.4
- heavy reasoning uporabljati samo občasno:
gpt-5.5
Kratek workflow
- Preveri:
openclaw status
- Validiraj konfiguracijo:
openclaw config validate
- Za chat pusti:
gpt-5.4-mini
- Za coding uporabi:
gpt-5.4
- Za težke naloge uporabi:
gpt-5.5
Najboljša praksa za Hetzner VPS
Za manjši VPS (4–8 GB RAM):
- ne uporabljaj browser automation,
- ne uporabljaj voice pluginov,
- ne uporabljaj recursive agent loops,
- ne uporabljaj lokalnih 30B+ modelov,
- ne uporabljaj autonomous browsing,
- ne uporabljaj huge memory injection.
Najbolj stabilna kombinacija:
| Komponenta | Priporočilo |
|---|---|
| Default model | gpt-5.4-mini
|
| Coding | gpt-5.4
|
| Heavy reasoning | gpt-5.5
|
| Telegram | enabled |
| Browser plugin | disabled |
| Voice plugin | disabled |
| Local LLM | disabled |
| SSH tunnel | enabled |
| Public gateway | disabled |
OpenClaw priporočila
Priporočeni setup za low-cost AI-trader:
- Telegram-only workflow,
- JSON pipelines,
- lightweight orchestrator,
- external API modeli,
- minimal memory injection,
- deterministic prompts,
- short outputs.
Stabilnost
Če vidiš:
event_loop_delay
ali:
cpuCoreRatio > 1.0
potem:
- zmanjšaš concurrency,
- zmanjšaš memory injection,
- izklopiš browser/voice,
- zmanjšaš recursive workflowe,
- uporabljaš manjši model.
Health check
Za hitro preverjanje:
/root/oc-status.sh
Preverjanje po rebootu
docker ps /root/oc-status.sh
Če vidiš:
- healthy,
- readyz true,
- Telegram connected,
je OpenClaw stabilno nastavljen.