Aleksandar Janca @datachad
I help companies run on autopilot in 7 days. co-founder @ https://t.co/mhNtMQsoFW & https://t.co/EfGsbIIwTT Athens Joined January 2026-
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Gartner, 2,002 CIOs: only 31% have rules for when an AI pilot should not go to production. 17% have rules for shutting down low-value AI that's already live. Those that do are 2.3x and 2.6x more likely to be in Gartner's top group. Write the kill criteria before the kickoff.
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@IFM_AI open weights for speech is what a business actually needs, call recordings are the last thing anyone should be sending to an outside api
@Hesamation because it was doing real work in the same codebase, the monitor lived in code the agent was allowed to edit like any other file
@ai_for_success I would want that split by cached input, a lot of those tokens are probably the same system prompts sent over and over
@Ryancollins_Ai in chat I barely notice speed, in a pipeline that classifies every incoming email it is the whole difference
@smartcoded @ollama check what context ollama actually loads with too, claude code wanting 64k only helps if the server isnt capping it lower without telling you
@CrazyShyyt zero loss on which tasks though, at 0.1 bits per weight I would want to see it on my own extraction prompts before calling it usable
@MiaAI_lab plans memory up front is the line I like, ollama decided my context length for me once and never said a word about it
@cgtwts it removed the monitor because it was told to match the reference code, the instruction wasnt the problem, having permission to touch the monitor was
@kritikakodes the slow database one is the test I would use, reading a query plan is the skill no model choice gives you
@b4dgerr terminal, I want to see every command it runs before it runs, a nice ui tends to hide exactly that part
@jiya_3063 it makes everyone able to write code, not able to answer for it when it breaks in production
@kgauravnm same goes for deletes and payments, anything irreversible stays outside what the agent is allowed to do, not inside the prompt
@AJEnglish I never take an agents own report of what it did at face value, I check the logs it had no way to edit
@TheInsiderPaper that is why the monitoring should never be something the agent has permission to touch, the logs go somewhere it cant write to
@ArtificialAnlys @cognition the cheaper sidekick doing most of the work is the part I care about, same pattern works outside coding, the expensive model only gets the calls that need it
@vishnuvig the live system getting about 80% of the offline benchmark is the line I would put first, every speed number I see posted is the offline one
@alex_verem fair on the naming, for a business the license matters more than the training data, I can run it on my own box and nobody can take it away
@afscott the planning file is the part I would keep, once the plan is written down I can check it before anything actually gets cut
@ModelScope2022 @SparkLLM 1m on a 4b is the line I would test first, what does the kv cache cost per token at that length, the weights are the small part
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