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PRODUCTION ARCHITECTURE

Production AI Workflows & Multi-Agent Blueprints

Production AI workflows are deterministic, stateful orchestration patterns where autonomous agents perceive context, execute verified tools, manage DAG graphs, and automatically recover from API failures.

Explore runnable, multi-file code architectures for LangGraph, CrewAI, Temporal, and vector stores—benchmarked for token economy, sub-100ms state recovery, and zero token waste.

Deep Dive AI Workflows

Build a Least-Privilege Agent Sandbox Workflow with OS Isolation

Hazmat (open-source, ~Aug 17 2026) runs AI coding agents in a dedicated least-privilege OS account so they cannot read SSH keys or cloud credentials, backed by a TLA+ formal spec, per-session macOS backups, and a session-scoped firewall. This dispatch builds agentcell, a LangGraph workflow that plans a session with declared paths, generates a per-session sandbox policy, preflights a backup, spawns any harness (Claude Code, Codex, OpenCode, Cursor) inside the account, and terminates on the first escape attempt.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build a Capability-Tier Workflow with Cross-Model Subagents

OpenAI shipped cross-model delegation in Codex Multi Agents v2 (Aug 15, 2026): GPT-5.6 Sol orchestrates while delegating narrow tasks to cheaper GPT-5.6 Luna pure subagents that cannot spawn more agents, with guidance (Provencher) capping fan-out at 6-8 subagents. This dispatch builds modelrouter, a LangGraph workflow implementing capability-tier routing: an orchestrator decomposes a job, routes each task to the cheapest capable tier, enforces a max subagent count, and uses a quality gate to re-escalate failed tasks to a higher tier.

Deepak Bagada Deepak Bagada
10m read
Deep Dive AI Workflows

Build a Machine-Payment Workflow with Human Spend Ceilings

Cloudflare Agents Week (Aug 4-15, 2026) launched Cloudflare Wallets and cloudflare.pay on the x402 protocol so agents can hold verifiable identity and purchase within human-set limits, plus an Identity-Aware AI Gateway (Aug 5, 2026) attaching verified identity to every outbound AI request. This dispatch builds machpay, a LangGraph payment workflow where an agent requests a purchase, the workflow validates the request against a human-set spend ceiling, checks wallet balance, settles via x402 in a single idempotent request, and logs every spend line to an audit ledger with identity attribution.

Deepak Bagada Deepak Bagada
10m read
Deep Dive AI Workflows

Build a Regulated Account-Opening Agent Workflow with Human Approval Gates

Zeplyn's Schwab integration (Aug 12, 2026) showed agentic account opening cuts NIGO by 80% — but regulated account opening needs compliance rails, not just automation. This workflow builds account-open, a LangGraph pipeline that drafts the entire account-opening workflow, runs KYC/AML and eligibility checks, routes every uncertain field to a human approval gate, and writes an immutable audit trail before submission. It is the assisted-automation pattern for regulated finance.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build an Explainable eDiscovery Fact-Investigation Workflow with Citation Trails

DISCO's Advanced Research GA (Aug 13, 2026) proved agentic eDiscovery can investigate facts autonomously — but legal defensibility demands citations on every finding. This workflow builds fact-finder, a LangGraph pipeline where an investigator agent plans a line of inquiry, runs multi-step searches across a document corpus, assembles findings with per-claim citation trails, and routes the trail through a human review gate before anything is admitted as a conclusion.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build a Cross-Chain Agent Settlement Workflow with Approval Gates & Audit

Chainlink for Agents (Aug 14, 2026) made CCIP cross-chain settlement a first-class agent capability — which means every agent transfer is now a governance decision. This workflow builds settle-bot, a LangGraph pipeline that sits between an agent and its money: it verifies the transfer against verified price feeds, checks per-transaction caps and policy, routes value movement through a human approval gate, and writes an immutable audit record before and after settlement.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build a Civic Service-Delivery Agent Workflow for Public-Impact Deployments

Code for India's Code for a Billion — Bharat Agentic-AI Hackathon 2026 (Aug 15, 2026) targets education, health, climate, governance, and financial inclusion. This dispatch builds civic-serve, a LangGraph workflow that turns public-service intents into governed agent actions: intake plus eligibility check, privacy-gated data access, multilingual output, human approval for entitlement-changing actions, and an append-only audit for public-sector transparency compliance.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build a Web-Native Agent Workflow with Headless Browser Orchestration & MCP Testing

The 2026 agent-browser wave (Cloudflare Kitesurf) and QF-Test 11.0.1's MCP server let Claude Code and GitHub Copilot plug into automated testing. This dispatch builds web-native-tester, a LangGraph workflow that drives a lightweight headless browser runtime, orchestrates web-platform tests via an MCP server, collects results, and routes failures into a human-fix loop with retry and regression tracking.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build an Analyst-Driven Agent Deployment Workflow for Business Process Automation

Alteryx Agent Studio (Inspire 2026) lets business analysts convert trusted data workflows into autonomous agents without IT. This dispatch builds analyst-deploy, a LangGraph workflow with a three-stage pipeline: an analyst defines rules in a structured spec, an agent builder compiles the spec into a deployable agent with tool mappings, and a governance gate enforces approvals, a scope allowlist, and audit before pushing to Slack, Teams, or an external model channel. Rollback and versioning are first-class.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build a Research-Agent Citation-Integrity Workflow with AI-Paper Forensics

August 2026 surfaced the integrity crisis at the core of AI-generated research: a single AI produced 30 papers in a month, and Google DeepMind cited one of them before the provenance question was settled. This dispatch builds cite-guard, a LangGraph workflow that verifies every citation against source databases, runs AI-generation forensics on style and temperature fingerprints, scores citation-integrity risk, and gates publication and QA pipelines behind a human reviewer.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build an Agent Data-Exfiltration Detection Workflow Against Memory Heist & GitLost Patterns

Two July 2026 incidents defined the agent data-loss class: claude.ai memory exfiltrated through web_fetch link-following, and GitHub Agentic Workflows leaking private repo READMEs through crafted public issues. This dispatch builds exfil-guard, a LangGraph workflow that classifies every outbound data flow — fetch targets, payload sizes, memory-access requests — applies egress allowlists, redacts PII, and blocks or routes suspicious exfiltration patterns to a human approval gate.

Deepak Bagada Deepak Bagada
11m read
Deep Dive AI Workflows

Build an MCP Tool-Poisoning Defense Workflow with Tool-Description Verification

In 2026 the dominant MCP attack class stopped exploiting code bugs and started poisoning metadata: agents trust tool names, descriptions, and schemas as configuration, so an attacker who controls a tool's description can inject instructions the model follows. This dispatch builds tool-guard, a LangGraph workflow that sits between your agent and every MCP server, inventories every tool, verifies descriptions against an allowlist, detects imperative-language patterns, sandboxes suspicious tools, and writes an append-only audit of every tool call.

Deepak Bagada Deepak Bagada
11m read
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