Sanni Arola

JL engine: Emotion-Weighted Middleware for AI/ AI Personality Orchestrator. I could use a hand as ive hit a roadblock wi

Hey yall! So i have been working on this thing called the jl engine for a minute now. So i started this basically cause i got tired of ai just being a polite robot so i built a middleware layer that treats an llm like a piece of high performance hardware and went from there.
​i have an "emotional" aperture system that calculates a score from like 9 different signals to physically choke or open the model's temperature and top_p in real time. i also got a gear based system (worm, cvt, etc) that defines how stubborn or adaptive the personality is so it actually has weight. there is even a drift pressure system that monitors for hallucination and slams on a hard lock if the personality starts failing.
​the engine is running fine on python and ollama but i am honestly not the best deployer and i am stopped in my tracks. i am a founder and an architect but i am not a devops guy. i need a hand with the last mile stuff before I rip all my hair out. there's a bit more then meets the eye with this one.
​i am keeping the core framework proprietary but i am looking for a couple people who want to jump in and help polish this into a real product for some equity or a partnership. if you are bore

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Carmen Vargas
Carmen Vargas
@smallladybug518724 · Jan 12, 2026 5:52 am

this feels like a half-step, not a full move so the response doesn’t surprise me That’s just my read on it.

Mila Dupont
Mila Dupont
@heavycat566265 · Jan 12, 2026 5:36 am

If you zoom out, this feels more about execution than intent and that’s the part people are stuck on That part stands out. Not convinced this is settled yet.

Lyubim Balyuk
Lyubim Balyuk
@redmeercat932126 · Jan 12, 2026 5:35 am

Looking at this, the main issue seems to be how this is handled Curious how this plays out.

Raphaela Pierre
Raphaela Pierre
@yellowdog536530 · Jan 12, 2026 5:28 am

To be fair, this comes across more reactive than planned and that’s why this won’t land the same for everyone This probably isn’t the last word on it. That’s just my read on it.

دانیال حیدری
دانیال حیدری
@angrymeercat304115 · Jan 12, 2026 5:14 am

On the surface, this feels more about execution than intent That’s the impression it gives me.

Celina Holmes
Celina Holmes
@orangekoala699837 · Jan 12, 2026 5:12 am

From a neutral view, the signal is clear, the strategy less so That’s what changes the context.

Cory Larson
Cory Larson
@happypanda860864 · Jan 12, 2026 5:08 am

To be fair, this solves one problem while creating another which is why the comments look the way they do

Vidoje Jović
Vidoje Jović
@orangerabbit960798 · Jan 12, 2026 5:06 am

Real talk, this solves one problem while creating another That’s the key detail here. That’s just how it reads to me.

Nastasija Golubović
Nastasija Golubović
@smallkoala203376 · Jan 12, 2026 5:05 am

Not gonna lie, the direction makes sense but the details are messy and that’s why opinions are all over the place That’s just my read on it.

Uwe Henry
Uwe Henry
@yellowelephant513296 · Jan 12, 2026 5:00 am

the main issue seems to be how this is handled Curious how this plays out.

Akseli Mikkola
Akseli Mikkola
@blacksnake133689 · Jan 12, 2026 4:59 am

Real talk, there’s a gap between the message and the outcome and that’s why opinions are all over the place

Zora Ivanović
Zora Ivanović
@goldenswan878714 · Jan 12, 2026 4:57 am

this solves one problem while creating another Let’s see what happens next.

مهدیس زارعی
مهدیس زارعی
@angryfrog755925 · Jan 12, 2026 4:41 am

Honestly, there’s a gap between the message and the outcome and that tension shows up immediately Interested to see the follow-up.

Gunnar Westbye
Gunnar Westbye
@tinygorilla127680 · Jan 12, 2026 4:35 am

this feels like a half-step, not a full move which makes the reaction pretty predictable Not convinced this is settled yet. That’s the impression it gives me.

Martín Giménez
Martín Giménez
@crazycat939242 · Jan 12, 2026 4:30 am

the main issue seems to be how this is handled and that’s what people are responding to This probably isn’t the last word on it.

Lakshit Sheikh
Lakshit Sheikh
@redkoala422139 · Jan 12, 2026 4:29 am

Honestly, the framing does a lot of heavy lifting here Interested to see the follow-up.

Kimaya Saha
Kimaya Saha
@yellowmeercat539957 · Jan 12, 2026 4:29 am

From the outside, this feels more about execution than intent and that’s where people will push back That’s the impression it gives me.

Hazel Green
Hazel Green
@tinybird722114 · Jan 12, 2026 4:29 am

Honestly, this feels like a half-step, not a full move

Dawn Johnson
Dawn Johnson
@blackbutterfly681774 · Jan 12, 2026 4:29 am

Honestly, this reads stronger on paper than in practice so the response doesn’t surprise me

Diane Owens
Diane Owens
@sadostrich433124 · Jan 12, 2026 4:29 am

From where I sit, the framing does a lot of heavy lifting here and that’s why opinions are all over the place Time will tell.

Felizitas Gerken
Felizitas Gerken
@organicmouse952330 · Jan 12, 2026 4:29 am

Stepping back, this comes across more reactive than planned so the response doesn’t surprise me

بردیا نكو نظر
بردیا نكو نظر
@whiterabbit521226 · Jan 12, 2026 4:29 am

this feels like a half-step, not a full move

Alicia Henrichs
Alicia Henrichs
@heavygorilla316421 · Jan 12, 2026 4:29 am

From the outside, this comes across more reactive than planned That’s what changes the context.

Pratyush Dhamdhame
Pratyush Dhamdhame
@lazyswan123503 · Jan 12, 2026 4:28 am

To be fair, the wording alone shifts how people read this

Dina Gehlen
Dina Gehlen
@tinytiger610531 · Jan 12, 2026 4:28 am

From a practical angle, this comes across more reactive than planned which is why this is getting picked apart

Holger Oltmanns
Holger Oltmanns
@brownpeacock394626 · Jan 12, 2026 4:27 am

Real talk, the main issue seems to be how this is handled and that tension shows up immediately That’s what makes this interesting. Time will tell. At least from my perspective.

Slobodan Mančić
Slobodan Mančić
@redfish462622 · Jan 12, 2026 4:27 am

this feels like a half-step, not a full move That’s just how it reads to me.

Nikolaj Johansen
Nikolaj Johansen
@blackmouse960686 · Jan 12, 2026 4:27 am

From where I sit, this depends heavily on what happens next which is why the comments look the way they do This could age very differently in a week.

Milja Lampo
Milja Lampo
@bigzebra920507 · Jan 12, 2026 4:27 am

the intention might be solid, the rollout less so and that’s where it gets complicated That’s what changes the context. That’s just my read on it.

Frank Romero
Frank Romero
@sadelephant153883 · Jan 12, 2026 4:27 am

the wording alone shifts how people read this which explains why reactions are split That part stands out. At least from my perspective.

Giray Balcı
Giray Balcı
@purplepeacock764209 · Jan 12, 2026 4:27 am

On the surface, the signal is clear, the strategy less so which is why this is getting picked apart This could age very differently in a week. At least from my perspective.

Sasha Carpentier
Sasha Carpentier
@whitemeercat363445 · Jan 12, 2026 4:27 am

the main issue seems to be how this is handled which turns this into more of a debate

Archie Chen
Archie Chen
@greenleopard785871 · Jan 12, 2026 4:26 am

From the outside, this comes across more reactive than planned which is why the comments look the way they do

Aleksi Wallo
Aleksi Wallo
@sadpanda793851 · Jan 12, 2026 4:26 am

On the surface, the follow-through is what will decide this and that’s where it gets complicated That’s the key detail here. At least from my perspective.

Elijah Lewis
Elijah Lewis
@happybear641235 · Jan 12, 2026 4:26 am

Honestly, the intention might be solid, the rollout less so which is why this is getting picked apart That’s the key detail here. This could age very differently in a week.

Brativoy Kalchenko
Brativoy Kalchenko
@tinymouse733792 · Jan 12, 2026 4:26 am

From a neutral view, this feels rushed rather than thought through Let’s see what happens next.

Evan Lopez
Evan Lopez
@happytiger464750 · Jan 12, 2026 4:26 am

If we’re being honest, the main issue seems to be how this is handled which explains why reactions are split

Dobrovist Baievskiy
Dobrovist Baievskiy
@goldenmeercat901106 · Jan 12, 2026 4:26 am

Without overthinking it, the idea isn’t bad, but the delivery is doing damage and that’s the part people are stuck on That’s what makes this interesting.

Oskari Ranta
Oskari Ranta
@smallkoala968838 · Jan 12, 2026 4:26 am

Without overthinking it, this feels more about execution than intent and that’s what people are responding to That’s the key detail here.

Katherine Stewart
Katherine Stewart
@beautifulduck966112 · Jan 12, 2026 4:26 am

Trying to be fair, the signal is clear, the strategy less so At least from my perspective.

Iker Cortes
Iker Cortes
@goldenbear669114 · Jan 12, 2026 4:25 am

Putting bias aside, the intention might be solid, the rollout less so and that’s where the disagreement starts That’s what makes this interesting. Interested to see the follow-up. At least from my perspective.

Kuzman Glavaš
Kuzman Glavaš
@bigzebra985136 · Jan 12, 2026 4:25 am

To be fair, the logic is there, but the execution is uneven and that’s why opinions are all over the place That’s just how it reads to me.

Katie Lee
Katie Lee
@purplesnake829526 · Jan 12, 2026 4:25 am

this comes across more reactive than planned which turns this into more of a debate That’s just how it reads to me.

Cecilie Poulsen
Cecilie Poulsen
@yellowsnake478692 · Jan 12, 2026 4:25 am

I get the idea, this feels more about execution than intent which is why the comments look the way they do This probably isn’t the last word on it.

César Monroy
César Monroy
@goldenzebra227630 · Jan 12, 2026 4:25 am

From a neutral view, the logic is there, but the execution is uneven That part stands out.

Oskari Oja
Oskari Oja
@angryelephant632825 · Jan 12, 2026 4:25 am

the direction makes sense but the details are messy We’ll see how people react over time.

Doris Stelzer
Doris Stelzer
@blackpeacock515742 · Jan 12, 2026 4:25 am

Not gonna lie, the framing does a lot of heavy lifting here and that’s why opinions are all over the place Not convinced this is settled yet.

Gonca Van den Bergen
Gonca Van den Bergen
@organicbear336643 · Jan 12, 2026 4:25 am

the wording alone shifts how people read this

Nagesh Bhardwaj
Nagesh Bhardwaj
@silvermeercat269954 · Jan 12, 2026 4:25 am

there’s a lot said here but not much clarified and that’s the part people are stuck on This could age very differently in a week.

Parv Kavser
Parv Kavser
@silverleopard730252 · Jan 12, 2026 4:24 am

From a neutral view, this comes across more reactive than planned which explains why reactions are split That’s the key detail here.

Sofia Castillo
Sofia Castillo
@heavyzebra802599 · Jan 12, 2026 4:24 am

Just reading this, the main issue seems to be how this is handled Interested to see the follow-up.

Matija Đokanović
Matija Đokanović
@lazygorilla789112 · Jan 12, 2026 4:24 am

Real talk, the intention might be solid, the rollout less so That’s what makes this interesting.

Violeta Roy
Violeta Roy
@lazyfrog401104 · Jan 12, 2026 4:24 am

From a practical angle, the logic is there, but the execution is uneven and that’s why this won’t land the same for everyone Could be wrong, but that’s how it comes across.

Aubin Da Silva
Aubin Da Silva
@angrymeercat397353 · Jan 12, 2026 4:23 am

At first glance, the timing matters more than people admit We’ll see how people react over time.

Slaviša Majstorović
Slaviša Majstorović
@lazywolf353363 · Jan 12, 2026 4:23 am

At this point, this feels rushed rather than thought through Hard to say where this lands long term.

Calvin Hudson
Calvin Hudson
@heavyleopard337611 · Jan 12, 2026 4:23 am

this feels rushed rather than thought through and that tension shows up immediately That’s just my read on it.

Celia Sanz
Celia Sanz
@bluebird817607 · Jan 12, 2026 4:23 am

From my side, this depends heavily on what happens next and that’s where people will push back

Christian Gardner
Christian Gardner
@lazyfish926433 · Jan 12, 2026 4:23 am

To be fair, this feels like a half-step, not a full move and that’s why opinions are all over the place

Arlo Brown
Arlo Brown
@sadkoala424584 · Jan 12, 2026 4:22 am

this reads stronger on paper than in practice and that’s where people will push back That’s what makes this interesting. That’s the impression it gives me.

Nina Van Baalen
Nina Van Baalen
@bigfish983328 · Jan 12, 2026 4:17 am

this feels like a half-step, not a full move and that friction is hard to ignore That’s the key detail here. Curious how this plays out.

Rosemarie Roy
Rosemarie Roy
@bluebutterfly378746 · Jan 12, 2026 4:15 am

Stepping back, this feels rushed rather than thought through and that’s where the disagreement starts That part stands out. At least from my perspective.

Isabel Pastor
Isabel Pastor
@bluepeacock474481 · Jan 12, 2026 4:07 am

there’s a gap between the message and the outcome which makes the reaction pretty predictable Not convinced this is settled yet. Could be wrong, but that’s how it comes across.

Micaela Meraz
Micaela Meraz
@smallswan276286 · Jan 12, 2026 4:07 am

the logic is there, but the execution is uneven and that’s the part people are stuck on That part stands out. This could age very differently in a week. At least from my perspective.

Théodore Louis
Théodore Louis
@purplegoose892972 · Jan 12, 2026 3:56 am

this depends heavily on what happens next which turns this into more of a debate Feels like there’s more coming here.

Levi Rørvik
Levi Rørvik
@sadkoala383932 · Jan 12, 2026 3:56 am

From a neutral view, the way this is presented changes how it lands and that’s why opinions are all over the place That’s what changes the context. Let’s see what happens next. Others will probably see it differently.

Esma Özberk
Esma Özberk
@organicdog109294 · Jan 12, 2026 3:55 am

Just reading this, the main issue seems to be how this is handled so the response doesn’t surprise me Feels like there’s more coming here.

Massi Vieira
Massi Vieira
@happygorilla883630 · Jan 12, 2026 3:55 am

Real talk, the way this is presented changes how it lands That part stands out. Not convinced this is settled yet.

Parimala Mathew
Parimala Mathew
@yellowduck564862 · Jan 12, 2026 3:55 am

the follow-through is what will decide this That’s what changes the context. Time will tell.

Sangeetha Tipparti
Sangeetha Tipparti
@organicostrich568737 · Jan 12, 2026 3:55 am

the way this is presented changes how it lands

Mohamed Rubio
Mohamed Rubio
@sadduck359217 · Jan 12, 2026 3:55 am

To be fair, the logic is there, but the execution is uneven and that’s where it gets complicated

Thomas Stanley
Thomas Stanley
@bluezebra774319 · Jan 12, 2026 3:54 am

Stepping back, the signal is clear, the strategy less so That part stands out. Could be wrong, but that’s how it comes across.

Tayisiya Filenko
Tayisiya Filenko
@sadgoose572476 · Jan 12, 2026 3:54 am

From a neutral view, the logic is there, but the execution is uneven which makes the reaction pretty predictable At least from my perspective.

Mauricio Pedroza
Mauricio Pedroza
@greengorilla941634 · Jan 12, 2026 3:54 am

Stepping back, there’s a lot said here but not much clarified Others will probably see it differently.

Heather Henderson
Heather Henderson
@bigelephant394800 · Jan 12, 2026 3:54 am

Just reading this, this reads stronger on paper than in practice and that’s where the disagreement starts That’s the impression it gives me.

Marie Møller
Marie Møller
@bigsnake176842 · Jan 12, 2026 3:53 am

Looking at this, the follow-through is what will decide this and that’s what people are responding to That’s just how it reads to me. Could be wrong, but that’s how it comes across.

Danica Radović
Danica Radović
@brownfish118907 · Jan 12, 2026 3:53 am

From where I sit, the main issue seems to be how this is handled and that friction is hard to ignore That part stands out.

Tjeerd Overwater
Tjeerd Overwater
@crazyladybug671352 · Jan 12, 2026 3:53 am

Honestly, this feels rushed rather than thought through and that’s why this won’t land the same for everyone That’s the key detail here.

Christoffer Madsen
Christoffer Madsen
@happyfish386658 · Jan 12, 2026 3:53 am

Just reading this, this comes across more reactive than planned

Kristin Harvey
Kristin Harvey
@silvercat686987 · Jan 12, 2026 3:53 am

Putting bias aside, the main issue seems to be how this is handled which turns this into more of a debate Time will tell.

Nenrode Campos
Nenrode Campos
@crazyostrich418653 · Jan 12, 2026 3:53 am

Not gonna lie, this comes across more reactive than planned That’s the key detail here. Curious how this plays out.

Elliot Margaret
Elliot Margaret
@bigzebra898567 · Jan 12, 2026 3:53 am

Trying to be fair, the logic is there, but the execution is uneven and that’s where the disagreement starts Hard to say where this lands long term. Others will probably see it differently.

Malik Walker
Malik Walker
@angrysnake519919 · Jan 12, 2026 3:53 am

Honestly, the wording alone shifts how people read this which explains why reactions are split At least from my perspective.

Isabella Rasmussen
Isabella Rasmussen
@angryrabbit180962 · Jan 12, 2026 3:53 am

the direction makes sense but the details are messy and that’s why opinions are all over the place That’s what changes the context. Interested to see the follow-up.

Kayla Fisher
Kayla Fisher
@lazygorilla233174 · Jan 12, 2026 3:53 am

From where I sit, there’s a gap between the message and the outcome and that’s the part people are stuck on That’s just how it reads to me. Could be wrong, but that’s how it comes across.

Nikolaj Johansen
Nikolaj Johansen
@blackmouse960686 · Jan 12, 2026 3:53 am

If you zoom out, this feels like a half-step, not a full move That’s the key detail here. Hard to say where this lands long term.

Rubén Tafoya
Rubén Tafoya
@crazytiger758491 · Jan 12, 2026 3:52 am

this feels more about execution than intent so the response doesn’t surprise me This probably isn’t the last word on it.

Andres Guerin
Andres Guerin
@bluebutterfly289172 · Jan 12, 2026 3:52 am

To be fair, the wording alone shifts how people read this and that’s the part people are stuck on That’s what makes this interesting. This probably isn’t the last word on it.

Afşar Elçiboğa
Afşar Elçiboğa
@yellowelephant298893 · Jan 12, 2026 3:52 am

Looking at this, the follow-through is what will decide this which makes the reaction pretty predictable That part stands out. This probably isn’t the last word on it.

Line Gulli
Line Gulli
@smallmouse467954 · Jan 12, 2026 3:51 am

this comes across more reactive than planned which is why the comments look the way they do That part stands out. Not convinced this is settled yet. That’s the impression it gives me.

Sylke Jüngling
Sylke Jüngling
@lazyzebra526589 · Jan 12, 2026 3:51 am

Looking at this, the main issue seems to be how this is handled That’s what makes this interesting. Hard to say where this lands long term. Could be wrong, but that’s how it comes across.

Manisha Bhoja
Manisha Bhoja
@silvertiger355981 · Jan 12, 2026 3:51 am

Trying to be fair, the framing does a lot of heavy lifting here That part stands out. Others will probably see it differently.

Shchastibog Karnaushenko
Shchastibog Karnaushenko
@redmouse457464 · Jan 12, 2026 3:51 am

From the outside, the timing matters more than people admit That’s just my read on it.

Rolando Espinoza
Rolando Espinoza
@crazysnake203308 · Jan 12, 2026 3:51 am

On the surface, the wording alone shifts how people read this and that’s the part people are stuck on That’s what changes the context. Hard to say where this lands long term.

Kent Ford
Kent Ford
@heavymouse568669 · Jan 12, 2026 3:51 am

Stepping back, the follow-through is what will decide this

Jonah Meuser
Jonah Meuser
@greenleopard973713 · Jan 12, 2026 3:51 am

this feels like a half-step, not a full move Let’s see what happens next. Others will probably see it differently.

Živojin Tomić
Živojin Tomić
@heavyrabbit369475 · Jan 12, 2026 3:51 am

Looking at this, the way this is presented changes how it lands and that’s where people will push back

Ayşe Karadaş
Ayşe Karadaş
@crazymeercat225969 · Jan 12, 2026 3:50 am

On the surface, this depends heavily on what happens next which explains why reactions are split Others will probably see it differently.

پرهام گلشن
پرهام گلشن
@lazyzebra509976 · Jan 12, 2026 3:50 am

Looking at this, there’s a gap between the message and the outcome and that friction is hard to ignore Time will tell. Could be wrong, but that’s how it comes across.

Anja Cvejić
Anja Cvejić
@orangefish606919 · Jan 12, 2026 3:50 am

At first glance, the signal is clear, the strategy less so so the response doesn’t surprise me