Amara Okonkwo
ML Systems Engineer · Substrate
DON'T JUST HEAR IT. TRY IT.
Workshops, live builds and experiments. Smaller groups, laptops open, questions encouraged.
PROBLEM_
SETUP_
BUILD_
REVIEW_
TAKE IT FURTHER_
WHY IT MATTERS
The Lab is a space to experiment, make mistakes, and build real skills. You don't just consume knowledge here — you put it to work.
TRY_
Hands on the keyboard. Not slides on a screen.
BREAK_
Make mistakes safely. Learn why things fail.
KEEP_
Leave able to do something you couldn't before.
SMALLEXPERIMENTSBIGGERTOMORROWS
TRY_
Hands on the keyboard. Not slides on a screen.
BREAK_
Make mistakes safely. Learn why things fail.
KEEP_
Leave able to do something you couldn't before.
WHAT HAPPENS IN THE LAB?
From live builds to security exercises, LAB_ turns an idea into something you can run yourself.
WORKSHOP_
A guided build, step by step,
with something working by the time it ends.
LIVE BUILD_
Watch something get built live,
then rebuild your own version of it.
SECURITY EXERCISE_
Attack a system, then defend it,
and see exactly what each side actually sees.
AI EXPERIMENT_
Try a model with your own hands,
and find out exactly where it breaks.
HARDWARE DEMO_
Real devices you can pick up,
not a photo of one on a slide.
RESEARCH WALKTHROUGH_
The method behind the result,
walked through, not just the headline finding.
UPCOMING LAB SESSIONS
Workshops, live builds and experiments from upcoming HATCon events.
SAMPLE PROGRAM — labs are published as each city confirms
5 sessions shown
10:00
NOV 14
Wire an agent to real tools, add guardrails, watch it fail safely, then fix it. Bring a laptop with Python set up.
HATCon BengaluruWORKSHOP24 seats
13:00
NOV 14
Teams attack a deliberately weak internal app, then swap sides and defend it. Debrief on what each side missed.
HATCon BengaluruSECURITY EXERCISE30 seats
15:30
NOV 14
Write a small circuit, generate a proof and verify it — enough to see exactly what a ZK system does and does not guarantee.
HATCon BengaluruWORKSHOP40 seats
11:00
NOV 15
Train a grasping policy in simulation, then find out on a real arm how much of it survives contact with the world.
HATCon New DelhiHARDWARE DEMO16 seats
14:00
NOV 15
Follow along as a misconfigured workload is hardened step by step — identity, network, secrets and logging.
OnlineLIVE BUILD120 seats
DIFFERENT WAYS TO BUILD IN THE LAB
Same goal. Leave able to do something new. The room you end up in depends on how you learn best.
WORKSHOP_
Guided steps, built together. A facilitator walks the room.
LIVE BUILD_
Follow along in real time. Code alongside the person building it.
FOUR DEPTHS. ONE LAB.
Different domains. The same hands-on start. Four fields, each taken to its own depth, hands on.
48 LABS · 38% OF THE PROGRAMME
Systems that reason, act and build alongside us.
Related circle: AI Infrastructure
41 LABS · 32% OF THE PROGRAMME
Defending the systems the world now runs on.
Related circle: Cloud Security
22 LABS · 17% OF THE PROGRAMME
Trust, identity and value as programmable primitives.
Related circle: Zero Knowledge
PEOPLE IN THE LAB
Nobody learns security from a slide. You learn it the first time your own system gives way.
DIFFERENT WAYS TO SHAPE
Real problems make the best labs.
How do we evaluate an agent before it touches production?
2H AGOWhat's the fastest safe way to prototype a ZK circuit?
1D AGOWhich cloud misconfigurations are worth practising on first?
5H AGOHow much of a lab session should be scripted versus improvised?
3H AGOGO DEEPER FROM HERE
Six formats. A bigger picture.
Host a lab, teach a workshop or bring a tool.
We're looking for hands-on sessions people can follow, with a clear setup and something working at the end.

HATCON_
SMALL GROUPS.REAL PRACTICE.SOMETHING NEW.
24
seats in this lab
3 hrs
hands-on build
Laptop
required
Sat, Nov 14, 2026
10:00–13:00 IST · HATCon Bengaluru
SECURITY EXERCISE_
Attack, defend, then debrief. Both sides explain what they saw.
MASTERCLASS_
Go deep with a practitioner. One topic, taken all the way down.
Build Your First Secure Agent
Amara Okonkwo