Isometric platform: three agent paths converge on a glowing approval gate; beyond it a verified core and an evidence ledgerIsometric stack of translucent model layers; a gold probe writes to one column of neurons through all of them; a signed, reversible edit card beside itIsometric robot bench: a desk with a metric grid, a six-axis arm reaching for a cube, four cameras whose orange view cones meet on the cube, a Jetson Thor under the desk

AIFLOW LABS · Hong Kong · Governed AI

AI that acts under approval and proves what it did.

Four products from one Hong Kong company: security operations that never change anything without a human, a workbench that edits a model’s neurons, robots that are measured before they move, and the data pipelines that train small robot brains.

4
products · 4 live product sites · 1 released codebase
2× DGX Spark · Jetson AGX Thor
installed at a client · on our IMPERA bench
29 typed tools
in IMPERA’s operator harness
28×
compression in FORGE internal runs
en

Products

Products

Built and owned by AIFLOW LABS. Status labels are real.

Isometric platform: three agent paths converge on a glowing approval gate; beyond it a verified core and an evidence ledger
Security

IRONWARD

When attacks coordinate, defence must too.

Governed AI security operations for teams without a security team. Agents investigate and prepare the exact fix. Nothing changes until you, or a policy you approved, says yes. A separate check proves the fix and that the service still runs.

  • Investigation agents with an approval gate on every action
  • Evidence log built for supplier security requirements (Hong Kong Cap. 653)
  • Runs on your hardware or ours

In active development · accepting design partners

Day Zero — free on-site assessment for HK companies
Isometric stack of translucent model layers; a gold probe writes to one column of neurons through all of them; a signed, reversible edit card beside it
Model engineering

REWIRE

Train with code, not just data.

An open workbench where AI agents reprogram an open-weight language model by writing to its weights. An Atlas finds the neurons behind a behaviour, an Implant changes them, a Verdict tests what changed and what else it touched.

  • Small, signed, reversible edits — revert bit for bit
  • Targets open families: Qwen, Llama, Mistral, Gemma
  • Builds on the MIT CSAIL weight-space result of 2 Nov 2026

Research programme · replication sprint next

Isometric robot bench: a desk with a metric grid, a six-axis arm reaching for a cube, four cameras whose orange view cones meet on the cube, a Jetson Thor under the desk
Robotics

IMPERA

Measure. Verify. Then move.

Say the task in your language. A swarm of agents writes the robot’s program; four calibrated cameras measure the scene before and after and keep the evidence. Every episode becomes training data.

  • Operator harness: an MCP server with 29 typed tools, workspace guard, e-stop
  • Built on NVIDIA Jetson AGX Thor; SO-101-class arms; open bench recipe
  • Verified episodes exported in LeRobot v3

Software complete · hardware bring-up next · accepting pilot benches

FORGE · ANIMA — product line

Robot Flow Labs

Big robot brains, distilled for small computers.

FORGE turns 7B vision-language-action teachers into ~774M students that run on a US$249 Jetson Orin Nano, with provenance-tracked labels and validated exports to ONNX, TensorRT and MLX. ANIMA generates the deployment stack from a plain-English task.

  • Multi-teacher distillation, control-aware pruning, one CLI
  • 28× compression in internal benchmarks; published numbers follow the launch gates
  • Open source, Apache-2.0

The four share one idea: an agent may propose, a measurement decides, a human approves, and the evidence is kept.

Hardware

We build on the hardware, not on rented tokens.

A Jetson AGX Thor on the IMPERA bench, Jetson Orin Nano as the deployment target, Apple Silicon for MLX exports. NVIDIA DGX Spark (GB10, 128 GB, linkable in pairs) is the machine we size, buy, install and hand over for private AI: two units are already in production at a client. Local models run on hardware the client owns, not rented by the token.

  • CUDA
  • TensorRT
  • NeMo
  • vLLM
  • LeRobot
  • MLX

Work with us

Work with us

Three ways companies adopt what we build.

  1. 01

    Pilot a product.

    IRONWARD design partnership, an IMPERA pilot bench, or a FORGE distillation run on your robot. Fixed scope, fixed price, eight weeks.

  2. 02

    Private AI on your premises.

    We size, install and hand over a working machine — DGX Spark or Mac Studio — with open-weight models, retrieval over your documents and an admin console. Your data stays on your network.

  3. 03

    Engineering with the founder.

    Automation of the processes your company runs on, agents that act inside your systems, and a senior technical lead for the quarters that need one. Every engagement starts with a paid two-week Diagnostic, credited to the build.

Enterprise clients in Asia and Europe since 2025. English and Italian.

Company

One founder, four products, no outside capital.

AIFLOW LABS LIMITED was incorporated in Hong Kong in August 2025 by Igor Lessio, a senior engineer with 23+ years in production systems. The company is bootstrapped and revenue-generating from the first month; revenue is reinvested into the products above. Registered office in Sheung Wan; the founder works remotely across Asia and travels to Hong Kong and the Greater Bay Area.

In discussions with a Hong Kong-based engineer who runs his own company in Hong Kong.

Igor Lessio, Founder & CEO of AIFLOW LABS
Igor Lessio
Founder & CEO
Registered office
AIFLOW LABS LIMITED
Company No. 78586258
RM 1405, 135 Bonham Strand Trade Centre, Sheung Wan, Hong Kong

Updates

Updates

What changed, and when.

  1. IRONWARD opens Day Zero — Hong Kong: ten on-site assessmentsironward.aiflowlabs.io
  2. IMPERA site live; operator harness documented (29 tools)impera.aiflowlabs.io
  3. REWIRE replication plan published after the MIT CSAIL resultrewire.aiflowlabs.io
  4. Two DGX Spark units installed at a client, linked
  5. FORGE 28× compression in internal runsgithub.com

Contact

Tell us what you are building

A design partnership, a pilot bench, a private AI machine or a Diagnostic: write to us or book a call with the founder.

Phone
Company
AIFLOW LABS LIMITED
Company No. 78586258
RM 1405, 135 Bonham Strand Trade Centre, Sheung Wan, Hong Kong