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THE 4-STEP LIFECYCLE

From git push to verified release in 4 disciplined steps

How platform engineering teams achieve continuous software release safety and backward compatibility without bottlenecking product velocity.

01
Step 1: Ingestion

Automated Contract & Code Ingestion

GitHub Webhooks, GitLab CI, or Direct CLI Upload

Whenever a developer creates a commit or opens a pull request modifying service specifications or route controllers, shaktIQ triggers instantaneously via webhook or pre-commit hook.

02
Step 2: Semantic Diff

Deterministic Semantic Diff Engine

Deep structural comparison across models, routes, and constraints

shaktIQ parses both the base branch and candidate branch into deep semantic hierarchies, isolating genuine disruptions (removed parameters, changed types, required payload fields) from benign formatting noise.

03
Step 3: Impact Analysis

Downstream Client & Consumer Matrix

Downstream dependency mapping and client impact evaluation

Modified endpoints and routes are mapped against registered consumers. shaktIQ determines if breaking changes touch core payment gateways, internal microservices, or public mobile clients.

04
Step 4: Automated Patching

Automated Patch Remediation

Intelligent synthesis of backward-compatible code patches

Rather than stopping at error alerts, shaktIQ automatically generates non-breaking shims, deprecation headers with standard sunset schedules, and sample migration route code.

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Step 5: Release Gate

Non-Bypassable Release Gate

Cryptographic SAFE / REVIEW / BLOCKED verdict

The pull request is tagged with an explainable 0-100 release score. If critical breaking changes remain unmitigated, CI status checks prevent merging until remediated.

Why engineering teams ship 3x faster with shaktIQ

Eliminating manual release review bureaucracy while preventing catastrophic downstream contract drift.

Instant Feedback Loops

Developers get breaking change warnings inside their pull request comments within seconds of pushing, complete with exact line references and parameter names.

Sub-50ms diff turnaround

Remediation Autopilot

No need to guess how to refactor. Automated code intelligence synthesizes backward-compatible alternatives, showing developers exactly how to support legacy consumers without stalling new features.

Copy-paste ready patch code

Audit-Ready History

Every evaluated run, comparison verdict, and policy override is permanently persisted with commit SHAs and author metadata for compliance governance.

Complete historical diff audit log

Experience the 4-step workflow in action

Open the interactive console to test sample base and candidate service specifications, inspect breaking change detections, and review automated release dossiers.