Ship with AI coding agents without losing security, review, or control.
For VP Engineering, Heads of Platform, and CTOs at B2B SaaS companies (roughly 20-200 engineers) deploying AI coding agents and secure autonomous workflows.
Konuke helps engineering leaders move from tool experiments to accountable autonomous workflows: onboarding, operating models, and hands-on consulting so delivery stays predictable and reviewers stay confident.
Bounded autonomy. Human approval gates. CI-backed delivery.
Outcomes teams care about
Anonymized snapshots—happy to share more detail on a fit call.
B2B SaaS · 80 engineers
Defined an AI coding agent PR workflow and review checklist; cut oversized diffs and restored reviewer confidence in under three weeks.
Fintech · platform team
Mapped data boundaries for coding assistants and CI agents; security signed off on a phased rollout tied to existing audit trails.
Series B · product engineering
Shipped a two-week onboarding intensive: shared prompt templates, ownership model, and metrics that tracked quality—not token volume.
Grounded answers from your documents—not generic chatbot guesses
For founders, operators, and teams in any industry who need answers grounded in their own documents—not generic chatbot guesses.
Konuke designs and builds retrieval systems for any business: secure ingestion, hybrid search, citations, and access control so teams trust what the AI returns.
Discovery & scope
Map your knowledge sources, users, and risk profile so the RAG answers the questions your business actually asks.
Custom RAG build
End-to-end retrieval systems tuned to your content: ingestion, chunking, embeddings, retrieval, and grounded generation.
Secure rollout & ops
Ship something your team can trust: authz, logging, evals, and a path from pilot to production.
What engineering buyers are asking for now
The market has moved past "who has a coding assistant?" Leaders need proof that autonomous workflows are secure, observable, and repeatable.
Autonomy with receipts
Teams want agents that can do bounded work, leave reviewable evidence, and fit into PRs, CI, and incident processes.
Security before scale
AI coding agent rollouts need data boundaries, secret hygiene, vendor controls, and human approval paths before production work expands.
Operating models, not tool demos
The durable advantage is a repeatable system: ownership, prompts, review norms, metrics, and onboarding that survive beyond a pilot.
What we mean by agent-driven development
It is not “more autocomplete.” It is a delivery practice where agents own bounded tasks, humans own judgment, and your repo stays the source of truth—with reviews, CI, and traceability intact.
Agent-native workflows
Design how humans and AI coding agents split work: specs, reviews, tests, and deploys, so velocity does not trade off quality.
From pilot to practice
Turn experiments into team habits: branching strategies for prompts, evals, ownership, approval gates, and clear escalation paths.
Guardrails that fit
Security, privacy, and compliance aligned to your stack—secrets handling, data boundaries, and safe automation.
Ready to onboard your team to secure AI-native delivery?
Start with a fit call. If you prefer async, use the contact form—we reply within one business day.
Start with the playbooks buyers already need
Security, PR review, and onboarding resources are the highest-signal paths for teams comparing AI coding agent rollouts.
Security review checklist
Evaluate AI dev tools, agent workflows, data flows, secrets, and logging.
PR review checklist
Keep agent-generated diffs narrow, testable, and easy to approve with confidence.
AI onboarding checklist
A practical starter artifact for team norms, rollout risks, and operating cadence.
Latest field notes
Practical writing on agents, teams, security, and shipping.
May 24, 2026
Always-on agents: triggers, schedules, and governed automation beyond the chat window
Interactive assistants are only half the story. Cron jobs, webhooks, and PR-triggered agents can run business and engineering workflows on a clock—with security and accountability built in from day one.
May 24, 2026
Which business tasks should you give agents first? A prioritization scorecard
A practical scorecard for delegating work to agents across the company—without repeating security mistakes or burning trust on high-stakes judgment calls.
May 18, 2026
Agents in the business loop: use cases, security, and why agent-driven work is becoming the default
Beyond the IDE: where agents already earn their keep in revenue, risk, and operations—and why treating them like first-class collaborators is the only sustainable path.