PWEP Consulting// The Firm
01 / 05 Approach00:00:00Sahil Talwar ↗

Waypoint 01 // Approach

PWEP Consulting

Deterministic engineering for non-deterministic times. Executive engineering leadership and AI systems architecture, delivered with working code, not slide decks.

15+Years
50Largest org led
30BRequests / day operated
4Acquisitions integrated

Waypoint 02 // Engine Room

Four modules

Each one runs alone. They run better together.

Module 01

Autonomous AI & Multi-Agent Architecture

  • Deterministic pipelines
  • Evaluation frameworks
  • State machines for non-deterministic models
  • Truthfulness verification

Module 02

Fractional CTO & Executive Leadership

  • Team structure
  • Roadmap delivery
  • Hiring standards
  • Org alignment

Module 03

Technical Due Diligence & Codebase Audits

  • Code quality and scalability
  • Security posture
  • AI integration validity
  • For investors, founders, acquirers

Module 04

Full-Stack & Edge Infrastructure Modernization

  • Cloud, containers, edge deployment
  • Astro, Cloudflare Pages, Docker
  • Linux environments
  • CI/CD

Built for

  • Agent deployments that are unreliable or non-deterministic.
  • No evaluation pipeline. Nobody can say if the model got better.
  • Architecture bottlenecks slowing delivery velocity.
  • Strategy and delivery out of sync.

Clients

  • Growth-stage startups
  • Venture-backed scale-ups
  • Enterprise leadership

Waypoint 03 // Casefile

Exhibits

Three closed files. Numbers as recorded.

A

Autonomous multi-agent pipeline

Status: closed
  • Open-source engine with a deterministic, file-driven control plane.
  • Blind, context-isolated grading.
  • Decoupled evaluator and verifier for truthfulness.
  • Append-only audit ledger; hook-enforced integrity.
B

Oracle Data Management Platform

Status: closed
  • $150M ARR platform; 30B calls/day.
  • IBM SoftLayer → OCI migration.
  • 4 acquired companies unified behind one API gateway and shared services across 6 applications.
C

RedShelf AI-native SDLC

Status: closed
  • +20% delivery velocity with human-in-the-loop review gates.
  • Governance framework on DORA/SPACE plus telemetry.
  • Cost-to-serve −25%. Time-to-resolve −30%.

Waypoint 04 // Protocol

How engagements run

  1. 01

    Diagnose

    Read the code, the org, the numbers. Written findings. Blunt.

    2 weeks
  2. 02

    Decide

    A plan with owners, sequence, and what we will not do.

    1 page
  3. 03

    Build

    I write and review production code alongside your team. No status theater.

    Weekly demo
  4. 04

    Hand off

    Documented, tested, your team runs it. I leave.

    Exit

Rules of engagement

Determinism over hype
Predictable, repeatable, verifiable.
Zero fluff, raw integrity
Direct diagnosis. No softened corporate rhetoric.
First principles over familiarity
Nobody knows the whole stack. Leadership means reasoning from fundamentals and making the decision.

Formats

Fractional
2–3 days / week
Project
Fixed scope, fixed exit
Advisory
Monthly retainer
Diligence
Sprint, 1–2 weeks
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