Parthiban Sudhaman

Founder @increscotech | Building AI systems that actually work | Helping businesses automate & scale | Building in public from Bangalore 🇮🇳

[Parthiban Sudhaman @its_parthi]

Applied this at @increscotech for contracts instead of articles.
First ingest: few client agreements. The wiki immediately cross-linked them, flagged conflicting IP clauses, surfaced restriction on one client I'd stopped thinking about.
Questions I used to ask my legal team now take 10 seconds.
The B2B extension of this pattern: it becomes "institutional memory", knowledge that survives when a project ends or a person moves on. Not just your second brain but your company's.
Full thread👇 https://t.co/plcEwhnzMA

[Parthiban Sudhaman @its_parthi]

This is something I've been thinking about for a while, since I started exploring @openclaw how to turn the knowledge inside a company into something
queryable, not just storable.

@karpathy recently published a pattern for exactly
this. Here's how I'm applying it at @increscotech, and
what it revealed.

[Parthiban Sudhaman @its_parthi]

Most companies invest in tools that make people faster.

I'm more interested in systems that make the company smarter over time - where every piece of work adds to what we know, not just what we delivered.

That's what I'm building at @increscotech for us and for our clients!

[Parthiban Sudhaman @its_parthi]

This is something I've been thinking about for a while, since I started exploring @openclaw how to turn the knowledge inside a company into something
queryable, not just storable.

@karpathy recently published a pattern for exactly
this. Here's how I'm applying it at @increscotech, and
what it revealed.

[Parthiban Sudhaman @its_parthi]

I'm starting to roll this out beyond my own use. My Founder's Office and growth team are next - client context, project decisions, relationship history -structured, maintained by AI, connected to a shared base.

The goal: institutional knowledge that doesn't walk out when a project ends.

[Parthiban Sudhaman @its_parthi]

Exactly the hard part. Traditional audit logs capture what happened. With non-deterministic agents you also need why — the reasoning chain, the context at decision time. That's a different problem. It's why we're building Vector as a separate layer on top of Argus rather than baking it in.

[Parthiban Sudhaman @its_parthi]

@openclaw hit 100k GitHub stars in February. @nvidia shipped NemoClaw — their enterprise build — on March 16. EU AI Act enforcement lands August 2.

Three things on a collision course that most European enterprises aren't tracking together.

[Parthiban Sudhaman @its_parthi]

By end of 2026, European AI deployments will split into two groups: those that built governance in from day one, and those doing compliance remediation.

The difference isn't technical capability. It's whether accountability was treated as a feature or an afterthought.

[Parthiban Sudhaman @its_parthi]

August 2, 2026: EU AI Act full enforcement kicks in for high-risk AI.

Autonomous agents making financial decisions are in-scope. The regulation calls for real-time, continuous auditing of agent decisions — something almost no current @openclaw deployment actually has.

[Parthiban Sudhaman @its_parthi]

@LinkedIn job ads feel like #Vegas slot machines — you feed the budget, pull the lever, and pray for applicants.

The house always wins.

[Parthiban Sudhaman @its_parthi]

We’re building across:

• Tech
• Product
• Sales
• Marketing
• Founder’s Office

Careers → https://t.co/nIi02oMiON
LinkedIn post → https://t.co/HS7GjyWNVi

DM me what you bring to the table. Let’s build.

#AI #Hiring #Bangalore #StartupJobs #BuilderMindset #Jobs

[Parthiban Sudhaman @its_parthi]

AI tools aren’t the problem.
The mindset is.

👇 A thread for builders and learners in the AI era

[Parthiban Sudhaman @its_parthi]

This moment belongs to learners who move.
Those who experiment. Adapt. Build.

At @increscotech, we’re hiring those kinds of people.

Not tool critics.
Tool masters.