Founder-led systems lab

AI systems need gates before output becomes action.

We work on the boundary where model output crosses into tools, workflows, writeback, and real consequences.

model → tool → workflow → action

View evidence Pilot package

Thesis

Meaning breaks at boundaries.

AI systems do not fail only because they lack information. They fail when meaning changes at the boundary between generation and action.

Knowledge tools help AI answer better. Action gates decide whether AI is allowed to do something. This lab focuses on the second layer.

Current proof

Local Freshdesk-style verifier: PASS

48/48 synthetic support cases matched expected gates
0 issues detected in the local PASS/FAIL run
1.0 gate match rate in the local verifier report

What the verifier checked

  • valid JSON completions
  • exact required output schema
  • ALLOW / REVIEW / QUARANTINE / BLOCK gate decisions
  • no customer-facing replies authorized
  • no automatic ticket status changes authorized
Abstract PASS report visualization

Public evidence is intentionally limited. Full internal architecture and private notes are not exposed on this site.

Work streams

The lab builds control layers, not blind automation.

AI-to-action gates

Controlled decisions before model output touches tools, workflows, tickets, or durable system state.

Support workflow safety

Freshdesk/Zendesk-style writeback risk tests for internal notes, duplicate actions, and escalation boundaries.

Drift checks

Validation that catches when optimization changes labels, meaning, policy, or downstream action safety.

Evidence-driven autonomy

PASS/FAIL reports, artifact hashes, local demos, and guarded public claims before broader deployment.

Current public pilot

Freshdesk AI Writeback Risk Sprint

A small 5–7 day pilot for B2B support teams testing AI assistance before it writes into Freshdesk/Zendesk-style workflows.

The first pilot can use synthetic or sanitized support-ticket workflows. It does not require live customer data by default.

ALLOWsafe internal note
REVIEWhuman approval required
QUARANTINEsensitive or risky content isolated
BLOCKunsafe or duplicate action stopped

Boundary note

What this is not.

This is not an autonomous support bot. It does not authorize customer replies. It does not authorize automatic ticket status changes. It does not publish private architecture, internal notes, or raw sensitive artifacts.

Contact

Start with a small controlled evaluation.

For pilots, demo review, or research conversation, use the public contact below.

Email: hello@example.com

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