AI implementation & workflow systems

Workflow evaluation and evidence-led review models with explicit human-review and implementation boundaries.

Code & evidence

Problems this work explores

  • Prioritize signals and escalation queues.
  • Identify where automation remains subject to human review.
  • Compare automation candidates using control risk and bounded ROI assumptions.

Three places to start

Runnable synthetic work sample

3PL Cost Leakage Digital Twin

Task: Turn synthetic invoice and rate tables into a row-linked exception report.

Contribution: Project direction by Kamal; AI-assisted implementation and verification. The original case and its separate audit-priority scenario are retained.

Inputs → processing → output: Invoice + dated-rate CSVs → strict validation, unique-rate selection and fixed-point arithmetic → linked discrepancies, review states and JSON/display-CSV reports.

Technology: React · JavaScript ES modules · BigInt fixed-point arithmetic · CSV validation · Node test runner

What the reviewer can do: Load the fixture or two synthetic CSV files, change an amount, inspect excluded rows and export the report.

Limits: Bounded USD flat-rate comparison. No live logistics connection, real invoices, audited overcharges, recovered savings, client adoption or commercial freight-audit capability is claimed.

Try the inputs · Inspect implementation · View full case

Synthetic workflow prototype

AI Operations Control Tower

Task: Make missing intake evidence and human-review boundaries explicit before routing a request.

Contribution: Project direction by Kamal; AI-assisted implementation. The editable extension translates review questions into a transparent, bounded intake workflow.

Inputs → processing → output: Synthetic request + required-field policy → deterministic completeness and evidence checks → clarification items, field-state rows and human-review status.

Technology: React · Pure JavaScript evaluator · JSON schema + fixtures · In-memory state

What the reviewer can do: Edit the synthetic request, remove a required field, change required-field policy and inspect the resulting clarification state.

Limits: Author-configured policy, not a practitioner-validated top three. No deployed LLM, autonomous decision, backend ticketing service, client use or measured resolution-time gain.

Try the inputs · Inspect implementation · View full case

Independent synthetic operating case

Enterprise Workflow Automation ROI / Risk Model

Where is automation eligible—and where must review remain?

Contribution: Built an independent operating case comparing automation eligibility, control risk, human-review needs and modeled ROI ranges.

Eligibility assessment · Control-risk analysis · Human-review mapping

Control-risk matrix, modeled ranges and published case metadata.

Synthetic evaluation model. Modeled eligibility and ROI ranges are not a deployed automation result.

View full proof

Supporting research

Provisional snapshot — pending final Iteration 15 replacement. Snapshot dated 2026-09-02. Awaiting independent audit; not the latest live analytical work or an independently certified release.

Media, platforms & capital allocation

A source-linked decision system connecting company histories, the current media landscape, transaction economics, streaming unit economics and governed capital allocation.

Contribution: Designed and governed by Kamal Babu Gokanakonda. AI-assisted research, modelling, coding, drafting and quality assurance under that direction.

Source-linked research · Scenario modeling · Decision and reversal traces

Overview, models, charts, evidence records, data views and the selected snapshot downloads.

Provisional snapshot — pending final Iteration 15 replacement. Independent release audit remains pending; scenario assumptions are not forecasts.

View full proof

Discuss a role or work sample

Email me with the role, the team, and the problem you want to evaluate. I can explain how I framed the work, walk through its evidence and assumptions, and discuss a practical assessment.

Email about a role or work sample · Portfolio Résumé · Contact Kamal · Forwardable hiring summary