I'll try this from now on.

Still impressive how good this works in contrast to other solutions and paid providers like Azure and AWS.

I might have failed with that „post more on X“. Lets try again.

@ImSh4yy Always reminds me of the agile manifesto principle (which I still like) „Simplicity--the art of maximizing the amount of work not done--is essential.“

@ancientitguy Boring elsewhere, isn‘t it? Welcome back

I liked how they structure all these tools to give you a mental image. Classical consultants. Go to the article to see their examples

Layers - User Layer - Application e.g. out of box solutions - Optimization (?) - Control and flow of the prompt - Constraints e.g. validation, rules - The Prompt itself - The neural network (Note that the old "Layer 8 joke" is not possible anymore, its layer 7 now)

These abstraction layers help understand tooling and positioning of tools, helping developers to decide. But right now, its a little bit complicated and mixed. Other would probably disagree and throw this complexity out of the window (e.g.

The article introduces two systems: - A layered abstraction interface inspired by the network OSI model to show the depth and - Five types of abstractions based on their functionality in order to get a bit of structure into the big new pool of fancy LLM tooling

@axeliaklein @collibra @puremlHQ @MonitaurAI @CredoAI @latticeflowai @ai_saidot @TrustibleAI @LumenovaAI @SuperwiseAI @truera_ai @WhyLabs @censius @langfuse @humanloop @helicone_ai @GradientJAI @LastMile @honeyhiveai @AutoblocksAI @credal_ai @LakeraAI @mindgard @hiddenlayersec @lmqllang @commonbaseHQ @MithrilSecurity @guardrails_ai @ProtectAICorp @prometheuxlabs @fiddlerlabs @giskard_ai @arizeai @xpdeep_corp @gretel_ai @privateAIcom @privacera @FEDML_AI @apheris_AI @bitfount @dynamo_fl @integrateAI Not mine and not on your list but should also fit: Used by a few large corps and they had this back in march last year already

From my experience: Just a few instruction can greatly alter the output. And it might be just "Programming for LLMs". Prompt Engineering will stay.