elune

growth @kollectivexyz

ai influencer | dm open

[elune @elune0x]

https://t.co/DZ8f019yOd

[elune @elune0x]

@Euler3014 😼

[elune @elune0x]

your agent loop needs 8 exits

most people ship only one

1) goal met

an evaluator scores the result against a rubric and stops the run on a pass

fires when the work is measurably done

OpenAI Evals helps you build repeatable evaluators and benchmark sets

→ https://t.co/dr1GZlC75R

2) turn cap

a hard ceiling on iterations enforced by the harness

fires before an endless task burns more time and money

LangGraph helps you build stateful agent loops with runtime controls and limits

→ https://t.co/ACgBjw6XK4

3) budget cap

a limit on tokens or dollars

fires when the first budget runs out

LiteLLM tracks usage spend budgets and model calls through one gateway

→ https://t.co/CrWDt7wQgc

4) wall clock

a deadline based on elapsed time

fires when the run reaches a deploy window or the start of business hours

Prefect provides workflow orchestration timeouts retries and scheduling

→ https://t.co/9uYloMNDyQ

5) no progress

hash the state after every turn and compare the latest snapshots

fires when three turns in a row change nothing

DeepDiff and DeepHash compare and hash Python objects by their content

→ https://t.co/N3TwaxbCSL

6) human interrupt

an approval gate before risky steps plus a kill switch outside the loop

fires whenever a human decides

Microsoft Agent Framework supports production agent workflows and human in the loop control

→ https://t.co/vlQuTZg0EL

7) error threshold

count consecutive failures and reset the counter after any success

fires at n failures instead of retrying into the same wall all night

Tenacity provides configurable retry stop and wait policies for Python

→ https://t.co/yfLx7viUWk

8) external event

listen for a webhook or poll the real source of truth

fires when the PR merged or the ticket closed and the work stopped mattering

Probot helps you build GitHub Apps that react to repository events

→ https://t.co/22kxZgfQj1

a loop with one exit hangs

a loop with eight is a system

write the exits before you write the prompt

bookmark this

then read the article below

[elune @elune0x]

https://t.co/DZ8f019yOd

[elune @elune0x]

@d_gundyrev heh
you know what a loop is? 😼

[elune @elune0x]

@DanRepaci Lonnex - Losing

[elune @elune0x]

@MPxbt heh yeah

[elune @elune0x]

@hanakoxbt fourteen decisions hiding behind one visible line is kinda humbling

[elune @elune0x]

@MPxbt fourteen nodes fixing each other before anyone notices is kinda nuts

[elune @elune0x]

your agent loop needs 8 exits

most people ship only one

1) goal met

an evaluator scores the result against a rubric and stops the run on a pass

fires when the work is measurably done

OpenAI Evals helps you build repeatable evaluators and benchmark sets

→ https://t.co/dr1GZlC75R

2) turn cap

a hard ceiling on iterations enforced by the harness

fires before an endless task burns more time and money

LangGraph helps you build stateful agent loops with runtime controls and limits

→ https://t.co/ACgBjw6XK4

3) budget cap

a limit on tokens or dollars

fires when the first budget runs out

LiteLLM tracks usage spend budgets and model calls through one gateway

→ https://t.co/CrWDt7wQgc

4) wall clock

a deadline based on elapsed time

fires when the run reaches a deploy window or the start of business hours

Prefect provides workflow orchestration timeouts retries and scheduling

→ https://t.co/9uYloMNDyQ

5) no progress

hash the state after every turn and compare the latest snapshots

fires when three turns in a row change nothing

DeepDiff and DeepHash compare and hash Python objects by their content

→ https://t.co/N3TwaxbCSL

6) human interrupt

an approval gate before risky steps plus a kill switch outside the loop

fires whenever a human decides

Microsoft Agent Framework supports production agent workflows and human in the loop control

→ https://t.co/vlQuTZg0EL

7) error threshold

count consecutive failures and reset the counter after any success

fires at n failures instead of retrying into the same wall all night

Tenacity provides configurable retry stop and wait policies for Python

→ https://t.co/yfLx7viUWk

8) external event

listen for a webhook or poll the real source of truth

fires when the PR merged or the ticket closed and the work stopped mattering

Probot helps you build GitHub Apps that react to repository events

→ https://t.co/22kxZgfQj1

a loop with one exit hangs

a loop with eight is a system

write the exits before you write the prompt

bookmark this

then read the article below

[elune @elune0x]

@LunarResearcher the cheapest token is the one you never send is the whole game

[elune @elune0x]

@0xSomni entry size exits and stops all working together

feels way more complete

[elune @elune0x]

@spectnfa ^_^

[elune @elune0x]

@beamnxw hehe

[elune @elune0x]

@macandjesus123 thanks

[elune @elune0x]

@Mich622 only up!

[elune @elune0x]

@0xRicker my fav part
second hehe

[elune @elune0x]

@slash1sol @JonnyBones @1winPro signed gloves from bones are a lifetime flex ngl

[elune @elune0x]

@beamnxw same agent three different places to break lol

[elune @elune0x]

@spectnfa brain and hands split is such a clean way to build long runs

[elune @elune0x]

@hailports exactly one exit says job done and the other says alright thats enough lol

[elune @elune0x]

@monokern anytime mate hope you find something useful in there

[elune @elune0x]

@kiira7094 exactly decide when it should stop before telling it to go