Amit Kumar Dubey

Fullstack/DevOps/Data Engineer

Building @EpisodeBite

[Amit Kumar Dubey @guttume]

@grokdimension @rasbt Interesting 🤔

[Amit Kumar Dubey @guttume]

AI systems today:

User → LLM → Tool → Response

But I think future AI systems be:

Intent Analyzer
→ Skill Loader
→ Context Manager
→ Memory Retrieval
→ Planner
→ Reasoning LLM
→ Evaluator
→ Persistent Memory

Less like a chatbot.
More like a cognitive operating system

[Amit Kumar Dubey @guttume]

One day the context window of AI agents may be filled not by the user’s problem…

…but by the agent’s own instructions.

tool metadata
repo instructions
skills.md
memory summaries
planner state
execution logs

We need dynamic context management, not infinite context windows.

[Amit Kumar Dubey @guttume]

Context is not conversation history.

Context is the active working state prepared for cognition.

That means an AI system should continuously:

add context
remove context
replace outdated assumptions
reprioritize goals
compress state

before the LLM even starts reasoning.

[Amit Kumar Dubey @guttume]

I just started a Substack! You can subscribe to it here https://t.co/MU7ivMct2B

[Amit Kumar Dubey @guttume]

We want human-like intelligence from AI, but we demand machine-like predictability because machines cannot be morally accountable.

[Amit Kumar Dubey @guttume]

AI didn’t replace my ability to turn ideas into code, it removed the friction. The real bottleneck now is how well I can think, define problems, and judge what should be built. Coding is becoming like typing—execution is cheap, clarity is not.

[Amit Kumar Dubey @guttume]

Pattern recognition is the input layer of intelligence.
Reasoning, memory, and decision-making turn patterns into intelligence.

[Amit Kumar Dubey @guttume]

Execution is getting automated.
Learning is the new leverage.

Learn more. Think deeper.
Decide better. Design smarter.
Use AI to execute faster.

[Amit Kumar Dubey @guttume]

In most cases I will prefer workflow over an agent

[Amit Kumar Dubey @guttume]

@codewithpri The you don't like or don't know

[Amit Kumar Dubey @guttume]

@jeffrey_way BTW, good use of a technology which is majorly being hyped

[Amit Kumar Dubey @guttume]

@jeffrey_way Throw in a good LLM on top this and you will allow us to chat with your videos

[Amit Kumar Dubey @guttume]

@alexfinn Congratulations. When are you launching this SaaS product?

[Amit Kumar Dubey @guttume]

@johnrushx Next is what we build using them

[Amit Kumar Dubey @guttume]

@heyabhishek Bu these are different tools not the chatgpt 4

[Basharath @wahVinci]

Start now and learn as you go!

[EpisodeBite @EpisodeBite]

Alright podcast fans, let's show some appreciation! What podcaster is just killing it right now and needs more props for their work? #PodcastAppreciation #PodcastDiscovery #EpisodeBite

[Amit Kumar Dubey @guttume]

@laravelbackpack @PovilasKorop I quit using view share long back as it was difficult to track them down later

[Amit Kumar Dubey @guttume]

@prsnlbrandexp Working on @EpisodeBite. Planning to launch early in 2024