LIVE MODE: LEARNING

The future of work feels uncertain. You do not have to figure it out alone.

Watching videos is no longer enough. Personalized feedback, delivered in the teaching moment, helps you grow faster.

real guidance, right when it matters

Jugnu
Jugnu
LIVE COACHING
Quick idea: when the environment is constrained, name the constraint early. It gives the agent a tighter search space and better first moves.
Why did the agent miss that only Teams is enabled on production?
The missing clue was the production setup. If the prompt had named Teams up front, the agent could have started in the right place.
BETTER_PROMPT
You're getting closer
Investigate the Teams upload issue in production. Only Teams is enabled there, so start on Teams and stay there first.
BUILT_ON_OBSERVATION

Built on observation, not guesswork.

When it is hard to tell what works, Jugnu cuts through the noise with personalized feedback in the moment.

01OBSERVE

Watch the work through sessions, artifacts, and live decisions.

02ASSESS

Use a checklist to rate what is happening and what still needs support.

03COACH

Turn that observation into structured feedback people can use right away.

OBSERVATION_CHECKLIST
Named the environment constraint early
Started on the right surface
Scoped the first prompt clearly
Explained the reasoning behind the fix
CURRENT LEVEL
guidedimproving
STRUCTURED_FEEDBACK
You found the fix, but the first prompt sent the agent to the wrong place. Next time, state the production constraint up front so the agent starts on Teams first.
NEXT_STEP
Name the constraint in the first prompt.
GROWTH_EDGE
Coach someone else through the same pattern.
highest growth comes from helping others
WHAT_YOU_GET_BACK

The feedback you actually see.

Three simple examples of what Jugnu sends back.

prompt
missed context
PROMPT_FIX
Prompt fix

A key production detail was missing, so the agent started in the wrong place.

lesson
Use retrieval before drafting.
LESSON_REMINDER
Lesson reminder

The idea was taught, but it never showed up in the workflow.

artifact
ARTIFACT_FEEDBACK
Artifact feedback

The output got better, but the reasoning underneath it stayed thin.

WHY_THIS_MATTERS

Why this matters when you are early in your career.

When no one hands you the new playbook, the hardest part is not effort. It is knowing what good looks like.

clarity
Know what good looks like

Get feedback in the moment, not vague advice after the fact.

confidence
Build confidence faster

Cut through the noise and learn what actually works while you work.

growth
Grow beyond dependence

Move from needing help, to working independently, to guiding others.

HOW_JUGNU_HELPS_YOU

What Jugnu uses to help you grow.

Less noise. Better feedback. Faster growth.

session.log
live
CLI_HOOKS

Capture the live session as work happens.

Session replay
Prompt trail
Pattern signal
lesson_drop
Name the constraint early.
LESSON_ENGINE

Teach the idea right when it matters.

Concept drop
Usage check
What sticks
artifact_review
ARTIFACT_REVIEW

Review what people actually build.

Output quality
Decision quality
Feedback loop
WHY_JUGNU

More than productivity help. A way to stay relevant as the ground shifts.

Jugnu connects behavior, lesson uptake, and artifact quality so people can adapt without losing momentum.

WHO_THIS_IS_FOR

Who gets the most out of Jugnu

Early-career builders
Junior operators and associates
New grads learning with AI
Self-taught learners finding their footing
FAQ

A few good questions.

What is Jugnu?

A learning companion that coaches people inside real work.

Where does it show up?

Inside tools like Claude Code, Codex, and Gemini CLI.

How is this different from courses?

Videos teach ideas. Jugnu gives feedback in the moment the work is happening.