Forge — Prioritized Fix Plan & Strategic Recommendations Based on a full code review of ~5,500 lines across 30+ source files, 104 passing tests, and 5 TypeScript errors. This article provides an act

Forge Architecture — ModulebyModule Analysis Deepdive into each module's design, strengths, weaknesses, and alignment with SYSTEMDESIGN.md. 1. Type System src/types/index.ts — 775 lines Streng

Forge Code Review — Medium & Low Severity Findings Companion to the Critical & High findings article. These issues affect maintainability, correctness, and developer experience but are not immediate

Critical & High Severity Findings CRITICAL1: Command Injection in Agent Tools Files: src/agents/implementer.ts:110, src/agents/implementer.ts:129, src/agents/planner.ts:45 Severity: Critical | Ca

Forge SDLC Orchestrator — Full Architecture & Code Review Reviewer: Claude Opus 4.6 | Date: 20260208 | Branch: feat/externalintegrations Executive Summary Forge is an ambitious agentic SDLC orc

Implementation SubPlan: Deferred Features & Future Extensibility Section: 15 What This Design Explicitly Defers Generated: 20260207 Status: Draft Dependencies: System Design SYSTEMDESIGN.md, Roadma

Implementation SubPlan: Section 14 — Configuration System: Forge Agentic SDLC Orchestrator Section: 14 Configuration Status: Draft for Implementation Last Updated: 20260207 1. Overview The con

Implementation SubPlan: Build Order 8Week Detailed Breakdown Document: 13buildorder.md Date: 20260207 Status: Detailed implementation plan Source: SYSTEMDESIGN.md Section 13, 02roadmap.md, 01archite

LLM Provider Abstraction — Implementation Plan Section 12 of Forge System Design Overview This plan details the implementation of a provideragnostic LLM abstraction layer for Forge. The system mu

Section 11 Implementation Plan: Memory & Learning Complete implementation guide for Forge's memory system — the foundation where all feedback lands and learning accumulates. Overview The Memor

Section 10: Feedback Loops Implementation Plan The Nervous System — Five feedback loops that turn execution into learning 1. Overview Feedback loops are the P0 foundation of Forge. They transf

Implementation Plan: Event Bus & Observability Section 9 of Forge System Design Date: 20260207 Status: Implementation Ready Overview This document provides a complete implementation blueprint f

Safety System Implementation Plan Overview This plan specifies the complete implementation of Forge's safety system, including circuit breakers, human gates, automation ladder, cost tracking, and

Implementation Plan: Agent Designs Section 7 Plan: 07agentdesigns.md Date: 20260207 Scope: Detailed implementation specifications for all five specialized agents in the Forge system Dependencies

Implementation Plan: The Agent Loop Section 6 The core execution engine. Every agent in the system runs the same perceive → reason → act → learn loop. This is the most critical code in Forge. O

Data Model Implementation Plan Section 5 Plan: 05datamodel.md Date: 20260207 Status: Implementation Ready Dependencies: Core types, event bus foundation Executive Summary This plan details

Module Map: Forge Agentic SDLC Implementation Plan Document: 04modulemap.md Date: 20260207 Status: Implementation Specification Purpose: Complete modulelevel breakdown for Forge system implementatio

Implementation Plan: Core Abstractions Plan: 03coreabstractions.md Date: 20260207 Status: Ready for Implementation Section: SYSTEMDESIGN.md Section 3 Core Abstractions Executive Summary Th

Architecture Implementation Plan Document: 02architectureimplementation.md Date: 20260207 Status: Implementation Blueprint Scope: Detailed implementation plan for Forge's layered architecture

Implementation Plan: Section 1 — Project Foundation Document Version: 1.0 Date: 20260207 Status: Ready for Implementation Scope: Complete project initialization for Forge MVP Overview This plan

Safety Controls and Circuit Breakers Specification Executive Summary This document specifies safety controls, circuit breakers, and governance mechanisms for agentic SDLC orchestration systems. Ba

Observability and Telemetry System Design Overview This document specifies the observability infrastructure for agentic software development systems. It covers metrics, logging, tracing, dashboard

Implementation Roadmap: Agentic SDLC Orchestration Generated: 20260206 Source: Research corpus analysis of 6 topic areas Status: Draft for review 1. Executive Summary Based on analysis of t

Agentic SDLC Orchestration System Architecture Document: 01architecture.md Date: 20260206 Status: Draft Synthesized from research corpus Scope: Endtoend system design for AIdriven softwar

title: "Error Handling and Recovery" description: "Research on resilience patterns, graceful degradation, and retry strategies in agentic systems" date: 20260206 topics: errorhandling, resilience, re

title: "Tool Use and Integration" description: "Research on tool discovery, execution, and result interpretation in agentic systems" date: 20260206 topics: tools, integration, execution, apis sources

title: "Context Management and Memory Systems" description: "Research on longterm state, crosssession persistence, and context window optimization" date: 20260206 topics: context, memory, statemanage

title: "HumanAI Collaboration Patterns" description: "Research on integrating human judgment, approval workflows, and feedback in agentic systems" date: 20260206 topics: humanaicollaboration, workflo

title: "Reflection Mechanisms and Metacognition" description: "Research on agent selfawareness, introspection, and metacognitive capabilities" date: 20260206 topics: reflection, metacognition, intros

title: "SelfImprovement Mechanisms" description: "Research on how agents improve themselves through learning, adaptation, and optimization" date: 20260206 topics: selfimprovement, learning, adaptatio

title: "Evaluation Frameworks for Agentic Systems" description: "Research on measuring agent performance, quality assessment, and evaluation methodologies" date: 20260206 topics: evaluation, metrics,

title: "EndtoEnd SDLC Orchestration" description: "Research on orchestrating the complete software development lifecycle with AI agents" date: 20260206 topics: sdlc, orchestration, workflows, lifecyc

title: "CI/CD Pipeline Automation and Deployment" description: "Research on automated CI/CD pipelines, deployment strategies, and operational validation" date: 20260206 topics: cicd, deployment, auto

title: "Automated Testing and Quality Assurance" description: "Research on AIdriven test generation, execution, and quality metrics" date: 20260206 topics: testing, quality, automation, testgeneratio

title: "Automated Code Review Systems" description: "Research on AIdriven code review automation, static analysis, and quality assurance" date: 20260206 topics: codereview, staticanalysis, qualityass

title: "Feedback Loops and Reflection Mechanisms" description: "Research on selfimprovement, runtime learning, and agent reflection patterns" date: 20260206 topics: feedback, reflection, selfimprovem

title: "Agentic Loops and Orchestration Patterns" description: "Research on AI agent workflow patterns, feedback loops, and orchestration strategies" date: 20260206 topics: agenticai, orchestration,

Forge: Agentic SDLC Orchestrator — System Design An opinionated, buildable design for an AIdriven software development lifecycle tool. Distilled from 13 research topics, 4 synthesis documents, and

title: "Agentic Development Research Master Index" description: "Comprehensive research corpus for designing observable, reliable agentic SDLC orchestration" date: 20260206 version: 1.0.0 topics: 6

Forge Architecture — Mermaid Diagrams Agentic SDLC Orchestrator: Plan → Implement → Review → Test → Deploy 1. HighLevel System Overview mermaid graph TB CLI"CLI / API Entry<br/<codeforge r

OpenCode Research Execution Plan Objective Systematically research agentic software development using parallel OpenCode agents, each focusing on a specific topic. Architecture Jenny Orchestrato

Agentic Software Development Research Systematic research into AIdriven software development workflows with feedback loops. Research Topics 1. Agentic Loops & Orchestration Planning → Executi

Implementation SubPlan: Deferred Features & Future Extensibility Section: 15 What This Design Explicitly Defers Generated: 20260207 Status: Draft Dependencies: System Design SYSTEMDESIGN.md, Roadma

Implementation SubPlan: Section 14 — Configuration System: Forge Agentic SDLC Orchestrator Section: 14 Configuration Status: Draft for Implementation Last Updated: 20260207 1. Overview The con

Implementation SubPlan: Build Order 8Week Detailed Breakdown Document: 13buildorder.md Date: 20260207 Status: Detailed implementation plan Source: SYSTEMDESIGN.md Section 13, 02roadmap.md, 01archite

LLM Provider Abstraction — Implementation Plan Section 12 of Forge System Design Overview This plan details the implementation of a provideragnostic LLM abstraction layer for Forge. The system mu

Section 11 Implementation Plan: Memory & Learning Complete implementation guide for Forge's memory system — the foundation where all feedback lands and learning accumulates. Overview The Memor

Section 10: Feedback Loops Implementation Plan The Nervous System — Five feedback loops that turn execution into learning 1. Overview Feedback loops are the P0 foundation of Forge. They transf

Implementation Plan: Event Bus & Observability Section 9 of Forge System Design Date: 20260207 Status: Implementation Ready Overview This document provides a complete implementation blueprint f

Safety System Implementation Plan Overview This plan specifies the complete implementation of Forge's safety system, including circuit breakers, human gates, automation ladder, cost tracking, and