ForgeMesh Development for Autonomous DevOps by Sid SriForgeMesh Development for Autonomous DevOps by Sid Sri

ForgeMesh Development for Autonomous DevOps

Sid Sri

Sid Sri

ForgeMesh — Autonomous Multi-Agent DevOps & Self-Healing Engine

Event: WCC Forge 48 (National Online Hackathon) Organizers: WeCodeCoders & Unstop Track: Agentic AI & Autonomous Systems Author: Siddharth Srivastava ( @sidsri14 ) Email: sidsri1502@gmail.com | Payout PayPal: sidsri1302@gmail.com

1. Overview & Problem Statement

Software engineering pipelines suffer from severe failure modes when transitioning from human-in-the-loop development to autonomous agent execution:
Unbounded Hallucination & Syntax Drift: Standard LLM coding prompts often produce code that looks correct but fails basic runtime invariant assertions.
Hidden Security & Memory Vulnerabilities: Automated code generation frequently introduces OWASP vulnerabilities, credential leakage, or unbounded memory leak vectors (e.g. unpruned data maps).
Runaway Token & Financial Drain: Agent systems stuck in infinite self-correction loops drain API quotas and run up massive bills without circuit-breaker governance.

The ForgeMesh Solution

ForgeMesh is an autonomous multi-agent devops system where specialized agents collaborate in a reactive DAG workflow to deconstruct, implement, test, verify, and self-heal codebases with zero human intervention:
ForgePlannerAgent: Ingests high-level objectives and constructs a Directed Acyclic Graph (DAG) with dependency validation and topological sorting.
ForgeCoderAgent: Synthesizes deterministic typed implementations and matching regression test suites.
ForgeVerifierAgent: Executes automated unit test assertions and validates runtime invariant rules.
ForgeSecurityReviewerAgent: Adversarial auditor inspecting diffs for hardcoded secrets, injection flaws, and denial-of-service/memory-leak vulnerabilities. Flags automated interventions with exact remediation guidance.
Autonomous Self-Healing Loop: When an intervention is flagged, the orchestrator automatically routes the violation back to the Coder Agent, synthesizes a patched version (v2), and re-evaluates until reaching a 100/100 security score.
ForgeCircuitGovernor: Enforces pre-debit token budget ceilings and circuit-breaking failovers, preventing runaway costs and yielding 91.7% capital savings over commercial frontier APIs.
Interactive Web HUD Visualizer: Built-in HTTP server (port 3460) with real-time DAG visualizer, telemetry gauges, and audit log streams.

2. Multi-Agent Architecture

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graph TD UserGoal[User Goal / Task Request] --> Governor{ForgeCircuitGovernor} Governor -->|Pre-Debit Quota Check| Planner[ForgePlannerAgent] Planner -->|Generate DAG| DAG[Topological Task Graph] DAG --> Coder[ForgeCoderAgent v1] Coder -->|Synthesize Code + Tests| Verifier[ForgeVerifierAgent] Verifier -->|Invariant & Regression Pass| Reviewer{ForgeSecurityReviewerAgent} Reviewer -->|Intervention: Memory Leak SEC-002| RemediationLoop[Self-Healing Patch Loop] RemediationLoop -->|Remediation Directives| CoderV2[ForgeCoderAgent v2] CoderV2 -->|Patched Implementation| Verifier Reviewer -->|Approved Score 100/100| Deploy[Canary Delivery & Web HUD]

3. Quickstart & Verification

Clone repository git clone https://github.com/sidsri14/forgemesh.git cd forgemesh # Install dependencies npm install # Run automated test suites (11/11 passing in <700ms) npm test # Run strict TypeScript compiler verification (0 errors) npm run typecheck # Run standalone CLI scenario npm start # Launch interactive Web HUD visualizer npm run serve # Open http://localhost:3460 in your browser

4. Test Verification Evidence

RUN v2.1.9 D:/wcc-forge-48 ✓ test/planner.test.ts (3 tests) ✓ test/reviewer.test.ts (3 tests) ✓ test/verifier.test.ts (3 tests) ✓ test/orchestrator.test.ts (2 tests) Test Files 4 passed (4) Tests 11 passed (11) Duration 617ms

5. License

MIT License. Copyright (c) 2026 Siddharth Srivastava.
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Posted Oct 30, 2026

Developed ForgeMesh, an autonomous DevOps system with self-healing capabilities.