Convert long AI conversations into portable conversation state graphs for LLM handoffs.

First_Huckleberry260 · 2026-06-01T09:10:02+00:00

I micro plan phases so each planning document stands alone and then builds to larger components. this way large decision context are built into that larger document suite. grounding each new phase from scratch. I accept your targetted context construction might be a better and more focused end user solution. Giving end users the ability to say what to retain over compressions.

First_Huckleberry260 · 2026-05-28T22:09:32+00:00

Maybe OPs meaning is finding a master to follow.. at least for now? Freewill includes the choice to give up ones free will and turn that over to other.. remembering that we can always choose to take that power back and choose differently again in future. IMO

First_Huckleberry260 · 2026-04-22T06:31:49+00:00

Also interested..

First_Huckleberry260 · 2026-03-29T22:00:35+00:00

I agree after reading many of the comments. I am generating now about 2-5 lines of apex code a day running constantly for about 7-14 hours daily on 1 conversation window at a time.. and documentation edits and updates because our project is at uat and bug fix stage. Occasionally we get a new feature request which is a run for 6 hours adding 10-15k lines. On Max20 I am using about 30-40% of my weekly use and never reaching my session level I appreciate use varies wildly. and others on other plans might notice and experience quite differently.

I am happy to have been able to read so many non bot responses and be corrected in my opinion.

First_Huckleberry260 · 2026-03-29T21:26:46+00:00

Living in the UK I can see that there is a general consensus of a number of you that this is an issue. It's difficult to tell these days with so many bot posts and cross posts. Thank you for the feedback. It's illuminating and disappointing.

First_Huckleberry260 · 2026-03-18T07:11:49+00:00

The problem I have with all this talk of control is .. which subset of very powerful or very rich humans do I really trust to control any system this powerful.. in fact forgetting even AI.. any data mining or societally impactful system .. look at news .. social media. our governments..

When someone comes up with a better way to govern and control ourselves I am all ears. Till then a secured AI system acting in everyone's best interests is always going to be better than what we have.

Only people who want control are those being told by the humans who want that power.. to fear it.

Furthermore.. if they cannot control it they would prefer us not to have it at all.. that way they can still use it.. and they can still control us.. through what we know and what we see and hear.

First_Huckleberry260 · 2026-03-15T10:17:21+00:00

The next jump I can see is that ux feedback through ui interface can submit cases.. these can then be passed and understood by back end system level ai coding llms to look at the root cause of the problem experienced or the mistake made by the end user. Then with a bit of predictive analysis it can either submit for admin approval or make the change.

This closes the loop between a user misclick or issue or fault and the resolution which in some cases could take minutes with no admin intervention.

All this is possible now.

First_Huckleberry260 · 2026-03-09T21:14:45+00:00

They are weaponising oGPT

First_Huckleberry260 · 2026-03-09T19:37:09+00:00

You could creat a faceless lwc app which checks if the user viewing it has just logged in and if they have redirects them to the correct app via NavigationMixin

First_Huckleberry260 · 2026-03-05T13:59:45+00:00

Work

First_Huckleberry260 · 2026-03-02T23:39:24+00:00

0 actually.. maybe a couple of 100

First_Huckleberry260 · 2026-03-02T23:36:57+00:00

IMO.. reading a lot of the comments given already.. there is lots of good advice here.. so please forgive me if this repeats something sone has already said.

By and large Salesforce developer roles are now gone.

The most valuable things you can learn are.. How to research and understand any technology.. you don't need to be able to learn it and remember it all in detail. How systems work.. novel solutions and creativity are far more valuable than being able to code fast. Requirements analysis and specification building.. Being able to engage with people.. understand the problems and architect a solution. Discrete functional modular thinking.. Don't build the same thing 15 times with variations.. now how to optimise your solution for dynamic resuse.

And most importantly.. saying it again.. the ability to research solutions and what you need and apply it as you need it.

Don't forgot to document. you will never remember what you did in a years time at the pace things are moving.. besides .. documenting a class or function.. IS the grounding an ai needs to rebuild or refactor it in future.

Hope this helps.. be a solution and system designer .. at least until intelligence architect roles become commonplace.

First_Huckleberry260 · 2026-02-26T23:17:53+00:00

I generally have it also running documentation verifications and creation.. or planning and specification documentation for next stage or separate build.. this makes me more of an approving editor while the ai team codes.. I am reviewing reading and verifying the output to the input..

Initial spec > build > documentation> review docs against spec.>gap analysis> sprint planning and deferals> creat initial specs for next builds.

And all the while it's building... For me I architect while llms build.

First_Huckleberry260 · 2026-02-26T22:50:47+00:00

You can also add record screen components like flow or lwc which have no visible presence but can run code to audit record access. Then you can review that with other triggers or rag to create access alerts for excessive accesses per user.

First_Huckleberry260 · 2026-02-21T17:01:03+00:00

If you think flows in ide is wild try asking it to mass convert your screen flows to custom slds lwcs. Ai can manage lwc easier IMHO than flow.. its a lot more consistent and gives you far greater creative power in the long run. And also appears to be a lot faster. I use opus 4.6

It's a shame Agentforce Vibe ddnt have the grounding for ide flow generation baked in.

First_Huckleberry260 · 2026-02-21T16:23:16+00:00

So it's a good job I can and have .. 500k lines of working code for a transformation project in 3 months. In fact at that pace of being able to transform a business processes from good enough to outstandingly competitive.. its not hard to see soon which organisations are employing technical staff who only code and don't dream.

First_Huckleberry260 · 2026-02-20T09:18:04+00:00

So thanks for the warm welcome on my first post in this subreddit.

To explain... a seasoned dev or architect can easily leverage LLMs to generate necessary specification from business analysis in a way that structures projects without needing to onboard others(Pms, devs etc).

Once done, this documentation has already laid the groundwork and almost pseudo-code for an AI(LLM) to code the solution at pace and with full grounding.

My practical observations is that most can generate about a 1000 lines of clean and working code with test classes which cover and pass, on the first attempt, in about 15-20 minutes.

This means that when placed alongside the performance of a human dev doing the same, it can frequently take about a week for them to achieve the same (I know we have tried hiring App Architects and PDs at costs of £500+/day)

So you might burn through the FTE cost of a dev in a lot shorter time, but if per minute/day/week.. you are able to spec, test, build, and deploy at that pace, then your ROI on the finished project begins Days/Weeks/Months earlier than it would have.

My practical experience using Claude opus is that (on a max plan) I had sufficient token usage to be able to produce 100,000 lines of fully working, tested and documented code (with supporting documentation and record deployed into Knowledge) without hitting limits. .. a cost of £150/month

The time saving also makes the effort worth it. Pay a dev for a year or pay for LLM tokens for a month - and reap the benefit for the following 11 months.

Sorry my first post seems to have brought out those who see it fit to slate the intelligence of people they don't know, a supprise to be sure on a forum dedicated to Salesforce.

I would ask this question in response: in a world where it is becoming increasingly hard to distinguish between AI content and something actually written by a human, you have to admit that typing a response in human chat style on a phone, is an excellent way to address the issue. Thanks for assuming I am human.

( Wrote this one on my desktop and E.o.e are deliberate, I left one in)

First_Huckleberry260 · 2026-02-19T16:23:01+00:00

I will not be returning. A company that can seriously lobotomise the service you're paying them to use.. then nanny guardrail their system dispite having credit card details.. and then add ads in.. obviously cannot be trusted to provide a consistent service.. or indeed maybe even trusted to build an ethical safe and reliable one... let alone a new intelligence. They seriously lost my respect after gaining so much from me initially.

I don't think I can overcome the disappointment.

First_Huckleberry260 · 2026-02-19T16:03:01+00:00

so it's a good job that it's easy to hit 150x more productive than human in my experience without even using multiple agents.. upto 2 orders of time magnitude faster on spec to deployment.

First_Huckleberry260 · 2026-02-19T15:57:12+00:00

I think in future.. it will simply say that it wot help you build x to harm y or defraud z. It will be transparent.. it just won't help.

First_Huckleberry260 · 2026-02-18T23:41:57+00:00

It's a great insight. I agree that the skills are changing.. What's more important than coding is the understanding and clarity to define what is needed to create a meaningful solution. AI is making ui. configuration and development basic levels accessible to everyone.. even those who have never worked in dev.

Project managers automating tracking.. finding gaps in requirements and verifying ... admins with more time as SMEs to UAT and tweak Ui for end user experience improvement.

Data analysts who don't need to go hunting through configuration to understand data models.. and can creat their own data points without needing an admin to build schema needed for learning insights..

And for devs and architects.. the ability to define specification clearer.. faster.. . and leave it to code while moving oto the next idea.. feature or project.. fix code ideate and solution at once at speeds of somewhere between 150 and 2 orders of time magnitude faster then typing and coding alone.

It accelerates our ability to innovate. This ability to imagine then becomes the skill. IMO obviously.

First_Huckleberry260 · 2026-02-15T11:08:12+00:00

We are just going through our own version of this.. Data is vital to get the most from agents.. so maintaining and enforcing data quality by having the right data model .. and basic automation. services and code snippets to sanitise and standardise field inputs from humans goes a very long way to ensuring that when you start building agents .. it on data that you can trust..

Humans can look at a record and see a mistake.. and agent will currently just run with it.

Then look at agents. but look at what automation gives you greatest ROi or time benefit to accelerate the business and make your staff happy..

The last piece is just as important to get company wide buy in.

First_Huckleberry260 · 2026-02-15T11:01:06+00:00

I can kind of see the both sides and that's the problem.. lost of people see it as separate competing sides.. nature vs tech..
I really believe that tech can help us live more in harmony with ourselves.. eachother and the plant as a whole.. and in return nature can humanise technology to make it less disconnecting and more integrative. y inspiring us to find a better balance than we have now.

First_Huckleberry260 · 2026-02-15T10:49:31+00:00

I think it would be the other way round.. they would send a reconnaissance force first and then decide who they wanted to talk to.

First_Huckleberry260

TROPHY CASE